fix(ai): preserve provider tool identity across step boundaries - #1663

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gr2m merged 2 commits into
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fix/provider-tool-identity
Apr 9, 2026
Merged

fix(ai): preserve provider tool identity across step boundaries#1663
gr2m merged 2 commits into
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fix/provider-tool-identity

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@gr2m

@gr2mgr2m commented Apr 8, 2026

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Summary

  • Port of fix(workflow): preserve provider tool identity across step boundaries ai#14229 to the workflow SDK
  • toolsToModelTools was converting all tools into LanguageModelV3FunctionTool objects with type: 'function', stripping type: 'provider', id, and args from provider tools (e.g. anthropic.tools.webSearch, webFetch, codeExecution)
  • This caused the Anthropic Gateway to not recognize them as provider-executed tools, leading to errors like GatewayInternalServerError: Unexpected value(s) for the anthropic-beta header
  • The fix checks tool.type === 'provider' and returns a LanguageModelV3ProviderTool preserving identity, while regular function tools continue to be serialized as before
  • Adds provider-tool-call mock response type for testing provider-executed tool behavior end-to-end

Related issues & PRs

Changes

FileWhat changed
packages/ai/src/agent/tools-to-model-tools.tsCheck for type: 'provider' and return LanguageModelV3ProviderTool preserving id, name, args
packages/ai/src/agent/tools-to-model-tools.test.tsNew: 4 unit tests (function tools, provider tools, mixed, missing args default)
packages/ai/src/providers/mock.tsAdd provider-tool-call variant to MockResponseDescriptor (emits tool-call with providerExecuted: true + tool-result)
workbench/example/workflows/100_durable_agent_e2e.tsNew: agentProviderToolE2e and agentMixedToolsE2e workflow functions
packages/core/e2e/e2e-agent.test.tsNew: provider tools describe block with 2 E2E tests

Test plan

  • Unit tests pass (pnpm --filter @workflow/ai test — 173 tests, 10 files)
  • @workflow/ai builds cleanly (pnpm --filter @workflow/ai build)
  • Example workbench builds with new workflows (cd workbench/example && pnpm build)
  • New workflows appear in manifest
  • E2E: agentProviderToolE2e — provider tool identity preserved across step boundaries
  • E2E: agentMixedToolsE2e — mixed provider + function tools in same agent

Port of vercel/ai#14229. Provider tools (e.g. anthropic.tools.webSearch)
were converted to plain function tools in toolsToModelTools, stripping
type, id, and args fields. This caused providers like Anthropic Gateway
to not recognize them as provider-executed tools.
Co-Authored-By: Claude Opus 4.6 (1M context) <noreply@anthropic.com>
@gr2m
gr2m requested a review from a team as a code ownerApril 8, 2026 23:11
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🦋 Changeset detected

Latest commit: 9bc8db3

The changes in this PR will be included in the next version bump.

This PR includes changesets to release 1 package
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🧪 E2E Test Results

Some tests failed

Summary

PassedFailedSkippedTotal
✅ ▲ Vercel Production912067979
✅ 💻 Local Development88601821068
✅ 📦 Local Production88601821068
✅ 🐘 Local Postgres88601821068
✅ 🪟 Windows810889
❌ 🌍 Community Worlds1376424225
✅ 📋 Other225042267
Total4013646874764

❌ Failed Tests

🌍 Community Worlds (64 failed)

mongodb (3 failed):

  • hookWorkflow is not resumable via public webhook endpoint | wrun_01KNSGFHPFFMAA8H38BRH1037T
  • concurrent hook token conflict - two workflows cannot use the same hook token simultaneously | wrun_01KNSGQY3GWBTG8ND3HPHKX47R
  • resilient start: addTenWorkflow completes when run_created returns 500 | wrun_01KNSGYACXRNBD7XDK8V1YH39S

redis (3 failed):

  • hookWorkflow is not resumable via public webhook endpoint | wrun_01KNSGFHPFFMAA8H38BRH1037T
  • concurrent hook token conflict - two workflows cannot use the same hook token simultaneously | wrun_01KNSGQY3GWBTG8ND3HPHKX47R
  • resilient start: addTenWorkflow completes when run_created returns 500 | wrun_01KNSGYACXRNBD7XDK8V1YH39S

turso (58 failed):

  • addTenWorkflow | wrun_01KNSGEARX3SK20464GQYH34C6
  • addTenWorkflow | wrun_01KNSGEARX3SK20464GQYH34C6
  • wellKnownAgentWorkflow (.well-known/agent) | wrun_01KNQW70VW9T3KB6GB889Q01SH
  • should work with react rendering in step
  • promiseAllWorkflow | wrun_01KNSGEHD68J2A9DT5VFCDVH0T
  • promiseRaceWorkflow | wrun_01KNSGEQ4SNX484AJ030YB3PF6
  • promiseAnyWorkflow | wrun_01KNSGES8WXH81XXJ4F8VER4WZ
  • importedStepOnlyWorkflow | wrun_01KNQW7BP2BT3QB90Y6S6K06H4
  • hookWorkflow | wrun_01KNSGF5XF3TZEJG4NZV6XRKYD
  • hookWorkflow is not resumable via public webhook endpoint | wrun_01KNSGFHPFFMAA8H38BRH1037T
  • webhookWorkflow | wrun_01KNSGFW96WVWTWERDY50KKWGS
  • sleepingWorkflow | wrun_01KNSGG332P8D3KHFW2787BTBT
  • parallelSleepWorkflow | wrun_01KNSGGFXEN2FFDCAHVFDB65WY
  • nullByteWorkflow | wrun_01KNSGGMC9Y92175VM97PHX9GS
  • workflowAndStepMetadataWorkflow | wrun_01KNSGGPRX2QY5D0PW07WM63FH
  • fetchWorkflow | wrun_01KNSGKJTBACJ4Z75A5JD4KMKY
  • promiseRaceStressTestWorkflow | wrun_01KNSGKP9MCDDXR15SC2YD85JT
  • error handling error propagation workflow errors nested function calls preserve message and stack trace
  • error handling error propagation workflow errors cross-file imports preserve message and stack trace
  • error handling error propagation step errors basic step error preserves message and stack trace
  • error handling error propagation step errors cross-file step error preserves message and function names in stack
  • error handling retry behavior regular Error retries until success
  • error handling retry behavior FatalError fails immediately without retries
  • error handling retry behavior RetryableError respects custom retryAfter delay
  • error handling retry behavior maxRetries=0 disables retries
  • error handling catchability FatalError can be caught and detected with FatalError.is()
  • error handling not registered WorkflowNotRegisteredError fails the run when workflow does not exist
  • error handling not registered StepNotRegisteredError fails the step but workflow can catch it
  • error handling not registered StepNotRegisteredError fails the run when not caught in workflow
  • hookCleanupTestWorkflow - hook token reuse after workflow completion | wrun_01KNSGQ8ZQSH649M39EVE8AYS8
  • concurrent hook token conflict - two workflows cannot use the same hook token simultaneously | wrun_01KNSGQY3GWBTG8ND3HPHKX47R
  • hookDisposeTestWorkflow - hook token reuse after explicit disposal while workflow still running | wrun_01KNSGRKVT3RQWZMHCYKY0HZ37
  • stepFunctionPassingWorkflow - step function references can be passed as arguments (without closure vars) | wrun_01KNSGS8E6NJV1EQXQS7CVPGDW
  • stepFunctionWithClosureWorkflow - step function with closure variables passed as argument | wrun_01KNSGSH1R595ZXGKJR5ZWASJX
  • closureVariableWorkflow - nested step functions with closure variables | wrun_01KNSGSPRYGW1RAN77QA54AKY2
  • spawnWorkflowFromStepWorkflow - spawning a child workflow using start() inside a step | wrun_01KNSGSS0DM9FDG1MYE08TZB41
  • health check (queue-based) - workflow and step endpoints respond to health check messages
  • pathsAliasWorkflow - TypeScript path aliases resolve correctly | wrun_01KNSGT746R2FDCYN8N48HAJ9S
  • Calculator.calculate - static workflow method using static step methods from another class | wrun_01KNSGTCXVCX0J8QC3KX34E5Q4
  • AllInOneService.processNumber - static workflow method using sibling static step methods | wrun_01KNSGTMPVNXKJG9HZ684CWVTM
  • ChainableService.processWithThis - static step methods using this to reference the class | wrun_01KNSGTVBGW24HV66DB3CM9BT0
  • thisSerializationWorkflow - step function invoked with .call() and .apply() | wrun_01KNSGV223PVAG0GGJ7D3ZTJJ9
  • customSerializationWorkflow - custom class serialization with WORKFLOW_SERIALIZE/WORKFLOW_DESERIALIZE | wrun_01KNSGV9TSRCMCARSG52190SDC
  • instanceMethodStepWorkflow - instance methods with "use step" directive | wrun_01KNSGVGD247K4HE02HPR2EV7Q
  • crossContextSerdeWorkflow - classes defined in step code are deserializable in workflow context | wrun_01KNSGVVMJQS639WC25H1ND3RE
  • stepFunctionAsStartArgWorkflow - step function reference passed as start() argument | wrun_01KNSGW3G3W1YXQ14KXH6SYP2K
  • cancelRun - cancelling a running workflow | wrun_01KNSGWA576RNBPCXTRV6HQF01
  • cancelRun via CLI - cancelling a running workflow | wrun_01KNSGWK96Y606FHSFJP6P7NM7
  • pages router addTenWorkflow via pages router
  • pages router promiseAllWorkflow via pages router
  • pages router sleepingWorkflow via pages router
  • hookWithSleepWorkflow - hook payloads delivered correctly with concurrent sleep | wrun_01KNSGWZ0B4TG2V5CVSWBB5PQR
  • sleepInLoopWorkflow - sleep inside loop with steps actually delays each iteration | wrun_01KNSGXKGZ469J60NVHKTT8S3M
  • sleepWithSequentialStepsWorkflow - sequential steps work with concurrent sleep (control) | wrun_01KNSGXZ8CA1YTQ890QJVWWW00
  • importMetaUrlWorkflow - import.meta.url is available in step bundles | wrun_01KNSGY5T3M5JWG9SQPR98T6T5
  • metadataFromHelperWorkflow - getWorkflowMetadata/getStepMetadata work from module-level helper (#1577) | wrun_01KNSGY860FA9ZSWY45X3FZ3DB
  • resilient start: addTenWorkflow completes when run_created returns 500 | wrun_01KNSGYACXRNBD7XDK8V1YH39S
  • getterStepWorkflow - getter functions with "use step" directive | wrun_01KNSGYDW8RFVMFT59A3XDR00C

Details by Category

✅ ▲ Vercel Production
AppPassedFailedSkipped
✅ astro8207
✅ example8207
✅ express8207
✅ fastify8207
✅ hono8207
✅ nextjs-turbopack8702
✅ nextjs-webpack8702
✅ nitro8207
✅ nuxt8207
✅ sveltekit8207
✅ vite8207
✅ 💻 Local Development
AppPassedFailedSkipped
✅ astro-stable75014
✅ express-stable75014
✅ fastify-stable75014
✅ hono-stable75014
✅ nextjs-turbopack-canary62027
✅ nextjs-turbopack-stable8108
✅ nextjs-webpack-canary62027
✅ nextjs-webpack-stable8108
✅ nitro-stable75014
✅ nuxt-stable75014
✅ sveltekit-stable75014
✅ vite-stable75014
✅ 📦 Local Production
AppPassedFailedSkipped
✅ astro-stable75014
✅ express-stable75014
✅ fastify-stable75014
✅ hono-stable75014
✅ nextjs-turbopack-canary62027
✅ nextjs-turbopack-stable8108
✅ nextjs-webpack-canary62027
✅ nextjs-webpack-stable8108
✅ nitro-stable75014
✅ nuxt-stable75014
✅ sveltekit-stable75014
✅ vite-stable75014
✅ 🐘 Local Postgres
AppPassedFailedSkipped
✅ astro-stable75014
✅ express-stable75014
✅ fastify-stable75014
✅ hono-stable75014
✅ nextjs-turbopack-canary62027
✅ nextjs-turbopack-stable8108
✅ nextjs-webpack-canary62027
✅ nextjs-webpack-stable8108
✅ nitro-stable75014
✅ nuxt-stable75014
✅ sveltekit-stable75014
✅ vite-stable75014
✅ 🪟 Windows
AppPassedFailedSkipped
✅ nextjs-turbopack8108
❌ 🌍 Community Worlds
AppPassedFailedSkipped
✅ mongodb-dev500
❌ mongodb5938
✅ redis-dev500
❌ redis5938
✅ turso-dev500
❌ turso4588
✅ 📋 Other
AppPassedFailedSkipped
✅ e2e-local-dev-nest-stable75014
✅ e2e-local-postgres-nest-stable75014
✅ e2e-local-prod-nest-stable75014

📋 View full workflow run

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📊 Benchmark Results

📈 Comparing against baseline from main branch. Green 🟢 = faster, Red 🔺 = slower.

workflow with no steps

💻 Local Development

WorldFrameworkWorkflow TimeWall TimeOverheadSamplesvs Fastest
💻 Local🥇 Express0.042s (-3.7%)1.006s (~)0.964s101.00x
🐘 PostgresExpress0.043s (-26.3% 🟢)1.009s (~)0.966s101.03x
💻 LocalNitro0.043s (~)1.005s (~)0.962s101.04x
🌐 RedisNext.js (Turbopack)0.046s1.005s0.959s101.10x
💻 LocalNext.js (Turbopack)0.050s1.005s0.955s101.18x
🐘 PostgresNitro0.054s (-13.7% 🟢)1.009s (~)0.955s101.30x
🐘 PostgresNext.js (Turbopack)0.058s1.010s0.952s101.37x
🌐 MongoDBNext.js (Turbopack)0.095s1.007s0.912s102.27x

▲ Production (Vercel)

WorldFrameworkWorkflow TimeWall TimeOverheadSamplesvs Fastest
▲ Vercel🥇 Express0.256s (+22.5% 🔺)2.425s (+11.6% 🔺)2.168s101.00x
▲ VercelNitro0.306s (+31.4% 🔺)2.018s (-3.5%)1.711s101.20x
▲ VercelNext.js (Turbopack)0.417s (+81.3% 🔺)2.150s (-5.1% 🟢)1.733s101.63x

🔍 Observability: Express | Nitro | Next.js (Turbopack)

workflow with 1 step

💻 Local Development

WorldFrameworkWorkflow TimeWall TimeOverheadSamplesvs Fastest
🌐 Redis🥇 Next.js (Turbopack)1.106s2.006s0.901s101.00x
🐘 PostgresExpress1.112s (-2.8%)2.008s (~)0.896s101.01x
💻 LocalNext.js (Turbopack)1.123s2.006s0.883s101.02x
💻 LocalExpress1.127s (~)2.007s (~)0.880s101.02x
💻 LocalNitro1.129s (~)2.006s (~)0.877s101.02x
🐘 PostgresNext.js (Turbopack)1.136s2.009s0.874s101.03x
🐘 PostgresNitro1.138s (-0.6%)2.010s (~)0.873s101.03x
🌐 MongoDBNext.js (Turbopack)1.317s2.009s0.692s101.19x

▲ Production (Vercel)

WorldFrameworkWorkflow TimeWall TimeOverheadSamplesvs Fastest
▲ Vercel🥇 Express1.878s (+1.7%)3.541s (-3.2%)1.663s101.00x
▲ VercelNext.js (Turbopack)1.956s (-5.1% 🟢)3.678s (-3.7%)1.723s101.04x
▲ VercelNitro2.040s (+7.1% 🔺)3.600s (-4.8%)1.560s101.09x

🔍 Observability: Express | Next.js (Turbopack) | Nitro

workflow with 10 sequential steps

💻 Local Development

WorldFrameworkWorkflow TimeWall TimeOverheadSamplesvs Fastest
🌐 Redis🥇 Next.js (Turbopack)10.590s11.023s0.433s31.00x
🐘 PostgresExpress10.690s (-2.0%)11.019s (~)0.329s31.01x
💻 LocalNext.js (Turbopack)10.795s11.024s0.229s31.02x
💻 LocalExpress10.912s (~)11.024s (~)0.112s31.03x
💻 LocalNitro10.923s (~)11.023s (~)0.100s31.03x
🐘 PostgresNext.js (Turbopack)10.944s11.019s0.075s31.03x
🐘 PostgresNitro10.947s (~)11.023s (~)0.075s31.03x
🌐 MongoDBNext.js (Turbopack)12.278s13.024s0.746s31.16x

▲ Production (Vercel)

WorldFrameworkWorkflow TimeWall TimeOverheadSamplesvs Fastest
▲ Vercel🥇 Nitro16.907s (-1.2%)18.602s (-5.8% 🟢)1.694s21.00x
▲ VercelNext.js (Turbopack)17.256s (~)19.035s (-2.0%)1.779s21.02x
▲ VercelExpress17.674s (-7.1% 🟢)18.832s (-10.2% 🟢)1.158s21.05x

🔍 Observability: Nitro | Next.js (Turbopack) | Express

workflow with 25 sequential steps

💻 Local Development

WorldFrameworkWorkflow TimeWall TimeOverheadSamplesvs Fastest
🌐 Redis🥇 Next.js (Turbopack)13.911s14.028s0.117s51.00x
🐘 PostgresExpress14.006s (-3.7%)14.219s (-5.3% 🟢)0.213s51.01x
🐘 PostgresNext.js (Turbopack)14.486s15.023s0.536s41.04x
🐘 PostgresNitro14.524s (-0.6%)15.017s (~)0.493s41.04x
💻 LocalNext.js (Turbopack)14.801s15.030s0.229s41.06x
💻 LocalExpress14.973s (~)15.280s (+1.7%)0.306s41.08x
💻 LocalNitro14.992s (~)15.280s (+1.7%)0.287s41.08x
🌐 MongoDBNext.js (Turbopack)17.859s18.028s0.169s41.28x

▲ Production (Vercel)

WorldFrameworkWorkflow TimeWall TimeOverheadSamplesvs Fastest
▲ Vercel🥇 Nitro30.966s (-6.1% 🟢)32.187s (-7.8% 🟢)1.221s21.00x
▲ VercelNext.js (Turbopack)31.012s (-8.4% 🟢)32.629s (-9.0% 🟢)1.616s21.00x
▲ VercelExpress31.672s (-1.2%)33.365s (~)1.693s21.02x

🔍 Observability: Nitro | Next.js (Turbopack) | Express

workflow with 50 sequential steps

💻 Local Development

WorldFrameworkWorkflow TimeWall TimeOverheadSamplesvs Fastest
🌐 Redis🥇 Next.js (Turbopack)12.779s13.169s0.390s71.00x
🐘 PostgresExpress12.912s (-8.8% 🟢)13.161s (-12.4% 🟢)0.249s71.01x
🐘 PostgresNext.js (Turbopack)13.837s14.166s0.330s71.08x
🐘 PostgresNitro14.039s (-0.7%)14.597s (-1.0%)0.558s71.10x
💻 LocalNext.js (Turbopack)15.866s16.029s0.163s61.24x
💻 LocalExpress16.746s (+2.3%)17.031s (~)0.285s61.31x
💻 LocalNitro16.789s (+1.4%)17.031s (~)0.241s61.31x
🌐 MongoDBNext.js (Turbopack)20.344s21.027s0.683s51.59x

▲ Production (Vercel)

WorldFrameworkWorkflow TimeWall TimeOverheadSamplesvs Fastest
▲ Vercel🥇 Express47.932s (-76.8% 🟢)49.164s (-76.4% 🟢)1.232s21.00x
▲ VercelNext.js (Turbopack)51.169s (-15.6% 🟢)52.170s (-16.6% 🟢)1.001s21.07x
▲ VercelNitro53.916s (-73.9% 🟢)55.513s (-73.4% 🟢)1.596s21.12x

🔍 Observability: Express | Next.js (Turbopack) | Nitro

Promise.all with 10 concurrent steps

💻 Local Development

WorldFrameworkWorkflow TimeWall TimeOverheadSamplesvs Fastest
🐘 Postgres🥇 Express1.201s (-4.7%)2.010s (~)0.809s151.00x
🐘 PostgresNext.js (Turbopack)1.223s2.009s0.787s151.02x
🌐 RedisNext.js (Turbopack)1.248s2.006s0.758s151.04x
🐘 PostgresNitro1.266s (-1.9%)2.009s (~)0.743s151.05x
💻 LocalNext.js (Turbopack)1.471s2.006s0.534s151.23x
💻 LocalExpress1.498s (~)2.006s (~)0.508s151.25x
💻 LocalNitro1.925s (+25.2% 🔺)2.391s (+19.2% 🔺)0.466s131.60x
🌐 MongoDBNext.js (Turbopack)2.265s3.108s0.843s101.89x

▲ Production (Vercel)

WorldFrameworkWorkflow TimeWall TimeOverheadSamplesvs Fastest
▲ Vercel🥇 Nitro2.297s (-11.9% 🟢)3.580s (-17.2% 🟢)1.284s91.00x
▲ VercelExpress2.388s (-13.1% 🟢)3.699s (-17.0% 🟢)1.311s91.04x
▲ VercelNext.js (Turbopack)2.447s (~)4.007s (-11.6% 🟢)1.559s81.07x

🔍 Observability: Nitro | Express | Next.js (Turbopack)

Promise.all with 25 concurrent steps

💻 Local Development

WorldFrameworkWorkflow TimeWall TimeOverheadSamplesvs Fastest
🐘 Postgres🥇 Express2.286s (-3.9%)3.009s (~)0.723s101.00x
🐘 PostgresNitro2.354s (~)3.009s (~)0.654s101.03x
🌐 RedisNext.js (Turbopack)2.394s3.008s0.614s101.05x
🐘 PostgresNext.js (Turbopack)2.403s3.008s0.605s101.05x
💻 LocalNext.js (Turbopack)2.778s3.108s0.330s101.21x
💻 LocalExpress2.974s (+5.2% 🔺)3.564s (+14.6% 🔺)0.590s91.30x
💻 LocalNitro3.024s (+3.3%)3.760s (+21.0% 🔺)0.736s81.32x
🌐 MongoDBNext.js (Turbopack)9.639s10.015s0.376s34.22x

▲ Production (Vercel)

WorldFrameworkWorkflow TimeWall TimeOverheadSamplesvs Fastest
▲ Vercel🥇 Next.js (Turbopack)2.637s (-7.2% 🟢)4.090s (-14.6% 🟢)1.453s81.00x
▲ VercelExpress2.736s (-10.5% 🟢)4.057s (-13.2% 🟢)1.321s91.04x
▲ VercelNitro2.825s (-17.7% 🟢)4.342s (-13.8% 🟢)1.517s71.07x

🔍 Observability: Next.js (Turbopack) | Express | Nitro

Promise.all with 50 concurrent steps

💻 Local Development

WorldFrameworkWorkflow TimeWall TimeOverheadSamplesvs Fastest
🐘 Postgres🥇 Express3.368s (-3.1%)4.011s (~)0.643s81.00x
🐘 PostgresNitro3.456s (~)4.013s (~)0.557s81.03x
🐘 PostgresNext.js (Turbopack)3.653s4.009s0.356s81.08x
🌐 RedisNext.js (Turbopack)3.929s4.295s0.366s71.17x
💻 LocalNext.js (Turbopack)7.156s7.766s0.610s42.13x
💻 LocalNitro8.258s (+0.9%)9.023s (~)0.765s42.45x
💻 LocalExpress8.354s (+9.7% 🔺)9.022s (+9.1% 🔺)0.668s42.48x
🌐 MongoDBNext.js (Turbopack)20.324s20.521s0.197s26.04x

▲ Production (Vercel)

WorldFrameworkWorkflow TimeWall TimeOverheadSamplesvs Fastest
▲ Vercel🥇 Nitro2.764s (-15.7% 🟢)4.584s (-6.8% 🟢)1.819s71.00x
▲ VercelExpress2.794s (-8.8% 🟢)4.453s (-7.3% 🟢)1.659s71.01x
▲ VercelNext.js (Turbopack)3.647s (-10.3% 🟢)5.366s (-14.5% 🟢)1.719s61.32x

🔍 Observability: Nitro | Express | Next.js (Turbopack)

Promise.race with 10 concurrent steps

💻 Local Development

WorldFrameworkWorkflow TimeWall TimeOverheadSamplesvs Fastest
🐘 Postgres🥇 Express1.193s (-5.7% 🟢)2.008s (~)0.815s151.00x
🐘 PostgresNext.js (Turbopack)1.229s2.009s0.779s151.03x
🐘 PostgresNitro1.255s (~)2.008s (~)0.753s151.05x
🌐 RedisNext.js (Turbopack)1.262s2.006s0.744s151.06x
💻 LocalNext.js (Turbopack)1.479s2.006s0.527s151.24x
💻 LocalNitro1.550s (+1.2%)2.006s (~)0.456s151.30x
💻 LocalExpress1.562s (+3.7%)2.006s (~)0.445s151.31x
🌐 MongoDBNext.js (Turbopack)3.029s3.758s0.729s82.54x

▲ Production (Vercel)

WorldFrameworkWorkflow TimeWall TimeOverheadSamplesvs Fastest
▲ Vercel🥇 Next.js (Turbopack)2.040s (-12.9% 🟢)3.115s (-25.4% 🟢)1.075s101.00x
▲ VercelNitro2.044s (-10.9% 🟢)3.397s (-14.1% 🟢)1.353s91.00x
▲ VercelExpress2.170s (-4.8%)3.806s (-4.0%)1.636s91.06x

🔍 Observability: Next.js (Turbopack) | Nitro | Express

Promise.race with 25 concurrent steps

💻 Local Development

WorldFrameworkWorkflow TimeWall TimeOverheadSamplesvs Fastest
🐘 Postgres🥇 Express2.243s (-4.6%)3.009s (~)0.766s101.00x
🐘 PostgresNitro2.353s (-0.9%)3.009s (~)0.657s101.05x
🐘 PostgresNext.js (Turbopack)2.368s3.007s0.639s101.06x
🌐 RedisNext.js (Turbopack)2.386s3.008s0.622s101.06x
💻 LocalNext.js (Turbopack)3.022s3.760s0.737s81.35x
💻 LocalExpress3.160s (+10.5% 🔺)4.010s (+33.3% 🔺)0.850s81.41x
💻 LocalNitro3.245s (+4.7%)4.013s (+3.3%)0.768s81.45x
🌐 MongoDBNext.js (Turbopack)9.059s9.763s0.704s44.04x

▲ Production (Vercel)

WorldFrameworkWorkflow TimeWall TimeOverheadSamplesvs Fastest
▲ Vercel🥇 Nitro2.152s (-99.3% 🟢)3.635s (-98.8% 🟢)1.483s91.00x
▲ VercelExpress2.374s (-97.0% 🟢)3.577s (-95.6% 🟢)1.203s91.10x
▲ VercelNext.js (Turbopack)2.831s (~)3.983s (-16.1% 🟢)1.152s81.32x

🔍 Observability: Nitro | Express | Next.js (Turbopack)

Promise.race with 50 concurrent steps

💻 Local Development

WorldFrameworkWorkflow TimeWall TimeOverheadSamplesvs Fastest
🐘 Postgres🥇 Express3.392s (-2.4%)4.011s (~)0.618s81.00x
🐘 PostgresNitro3.470s (~)4.011s (~)0.542s81.02x
🐘 PostgresNext.js (Turbopack)3.638s4.010s0.372s81.07x
🌐 RedisNext.js (Turbopack)3.996s4.440s0.443s71.18x
💻 LocalNext.js (Turbopack)8.087s8.773s0.686s42.38x
💻 LocalNitro8.774s (-2.1%)9.023s (-2.7%)0.249s42.59x
💻 LocalExpress8.909s (+11.1% 🔺)9.273s (+5.7% 🔺)0.364s42.63x
🌐 MongoDBNext.js (Turbopack)19.413s20.019s0.606s25.72x

▲ Production (Vercel)

WorldFrameworkWorkflow TimeWall TimeOverheadSamplesvs Fastest
▲ Vercel🥇 Express2.888s (-35.2% 🟢)4.274s (-28.9% 🟢)1.387s81.00x
▲ VercelNitro3.001s (~)4.347s (-7.2% 🟢)1.347s71.04x
▲ VercelNext.js (Turbopack)3.638s (+1.3%)5.217s (-2.2%)1.579s61.26x

🔍 Observability: Express | Nitro | Next.js (Turbopack)

workflow with 10 sequential data payload steps (10KB)

💻 Local Development

WorldFrameworkWorkflow TimeWall TimeOverheadSamplesvs Fastest
🌐 Redis🥇 Next.js (Turbopack)0.559s1.004s0.446s601.00x
🐘 PostgresExpress0.593s (-30.5% 🟢)1.006s (~)0.413s601.06x
🐘 PostgresNext.js (Turbopack)0.765s1.006s0.241s601.37x
🐘 PostgresNitro0.833s (+1.1%)1.006s (~)0.172s601.49x
💻 LocalNext.js (Turbopack)0.840s1.021s0.181s591.50x
💻 LocalExpress0.984s (-3.6%)1.076s (-30.3% 🟢)0.091s561.76x
💻 LocalNitro1.001s (+1.7%)1.303s (+10.3% 🔺)0.301s471.79x
🌐 MongoDBNext.js (Turbopack)2.122s3.007s0.885s203.80x

▲ Production (Vercel)

WorldFrameworkWorkflow TimeWall TimeOverheadSamplesvs Fastest
▲ Vercel🥇 Express8.561s (-16.9% 🟢)10.244s (-14.8% 🟢)1.683s61.00x
▲ VercelNitro8.938s (-1.8%)10.767s (-3.7%)1.829s61.04x
▲ VercelNext.js (Turbopack)9.169s (-11.3% 🟢)11.004s (-11.7% 🟢)1.834s61.07x

🔍 Observability: Express | Nitro | Next.js (Turbopack)

workflow with 25 sequential data payload steps (10KB)

💻 Local Development

WorldFrameworkWorkflow TimeWall TimeOverheadSamplesvs Fastest
🌐 Redis🥇 Next.js (Turbopack)1.310s2.006s0.696s451.00x
🐘 PostgresExpress1.431s (-30.4% 🟢)2.007s (-30.4% 🟢)0.576s451.09x
🐘 PostgresNext.js (Turbopack)1.882s2.075s0.193s441.44x
🐘 PostgresNitro2.006s (+1.7%)2.376s (+6.7% 🔺)0.370s381.53x
💻 LocalNext.js (Turbopack)2.607s3.008s0.401s301.99x
💻 LocalNitro3.022s (+0.6%)3.689s (+4.0%)0.667s252.31x
💻 LocalExpress3.049s (~)3.800s (+4.2%)0.752s242.33x
🌐 MongoDBNext.js (Turbopack)5.228s6.012s0.784s153.99x

▲ Production (Vercel)

WorldFrameworkWorkflow TimeWall TimeOverheadSamplesvs Fastest
▲ Vercel🥇 Nitro26.962s (-6.8% 🟢)28.229s (-8.0% 🟢)1.267s41.00x
▲ VercelExpress27.015s (-3.8%)28.217s (-6.2% 🟢)1.202s41.00x
▲ VercelNext.js (Turbopack)30.133s (-2.2%)31.303s (-4.8%)1.170s31.12x

🔍 Observability: Nitro | Express | Next.js (Turbopack)

workflow with 50 sequential data payload steps (10KB)

💻 Local Development

WorldFrameworkWorkflow TimeWall TimeOverheadSamplesvs Fastest
🌐 Redis🥇 Next.js (Turbopack)2.648s3.007s0.359s401.00x
🐘 PostgresExpress2.988s (-26.6% 🟢)3.369s (-30.0% 🟢)0.381s361.13x
🐘 PostgresNext.js (Turbopack)3.788s4.009s0.221s301.43x
🐘 PostgresNitro4.078s (-1.5%)4.625s (-5.4% 🟢)0.547s261.54x
💻 LocalNext.js (Turbopack)8.332s9.018s0.686s143.15x
💻 LocalNitro9.206s (~)9.864s (-0.8%)0.659s133.48x
💻 LocalExpress9.284s (+3.8%)10.019s (+6.6% 🔺)0.735s123.51x
🌐 MongoDBNext.js (Turbopack)10.363s11.018s0.654s113.91x

▲ Production (Vercel)

WorldFrameworkWorkflow TimeWall TimeOverheadSamplesvs Fastest
▲ Vercel🥇 Express70.807s (-6.6% 🟢)72.025s (-7.3% 🟢)1.218s21.00x
▲ VercelNitro73.198s (~)74.383s (-0.6%)1.186s21.03x
▲ VercelNext.js (Turbopack)76.448s (-8.4% 🟢)78.866s (-7.7% 🟢)2.417s21.08x

🔍 Observability: Express | Nitro | Next.js (Turbopack)

workflow with 10 concurrent data payload steps (10KB)

💻 Local Development

WorldFrameworkWorkflow TimeWall TimeOverheadSamplesvs Fastest
🐘 Postgres🥇 Express0.218s (-22.1% 🟢)1.007s (~)0.789s601.00x
🌐 RedisNext.js (Turbopack)0.230s1.004s0.774s601.06x
🐘 PostgresNext.js (Turbopack)0.239s1.007s0.768s601.10x
🐘 PostgresNitro0.274s (-4.4%)1.007s (~)0.732s601.26x
💻 LocalNext.js (Turbopack)0.527s1.004s0.477s602.42x
💻 LocalExpress0.581s (-1.6%)1.005s (~)0.424s602.67x
💻 LocalNitro0.591s (~)1.004s (~)0.413s602.72x
🌐 MongoDBNext.js (Turbopack)3.248s3.884s0.636s1614.93x

▲ Production (Vercel)

WorldFrameworkWorkflow TimeWall TimeOverheadSamplesvs Fastest
▲ Vercel🥇 Express1.458s (-23.6% 🟢)2.760s (-22.4% 🟢)1.302s221.00x
▲ VercelNitro1.459s (-18.8% 🟢)2.641s (-25.9% 🟢)1.182s231.00x
▲ VercelNext.js (Turbopack)1.576s (-5.2% 🟢)3.007s (-7.1% 🟢)1.431s201.08x

🔍 Observability: Express | Nitro | Next.js (Turbopack)

workflow with 25 concurrent data payload steps (10KB)

💻 Local Development

WorldFrameworkWorkflow TimeWall TimeOverheadSamplesvs Fastest
🐘 Postgres🥇 Express0.355s (-28.2% 🟢)1.006s (~)0.651s901.00x
🐘 PostgresNext.js (Turbopack)0.482s1.006s0.525s901.36x
🐘 PostgresNitro0.490s (-2.6%)1.007s (~)0.517s901.38x
🌐 RedisNext.js (Turbopack)1.032s1.641s0.609s552.91x
💻 LocalNext.js (Turbopack)2.442s3.009s0.567s306.88x
💻 LocalNitro2.530s (-1.2%)3.009s (~)0.479s307.13x
💻 LocalExpress2.546s (+4.1%)3.010s (~)0.464s307.17x
🌐 MongoDBNext.js (Turbopack)9.307s9.914s0.607s1026.22x

▲ Production (Vercel)

WorldFrameworkWorkflow TimeWall TimeOverheadSamplesvs Fastest
▲ Vercel🥇 Express2.619s (~)4.232s (-2.7%)1.613s221.00x
▲ VercelNitro2.644s (+6.7% 🔺)4.341s (+4.0%)1.697s221.01x
▲ VercelNext.js (Turbopack)3.238s (-8.8% 🟢)4.394s (-14.6% 🟢)1.156s211.24x

🔍 Observability: Express | Nitro | Next.js (Turbopack)

workflow with 50 concurrent data payload steps (10KB)

💻 Local Development

WorldFrameworkWorkflow TimeWall TimeOverheadSamplesvs Fastest
🐘 Postgres🥇 Express0.558s (-29.3% 🟢)1.007s (~)0.448s1201.00x
🐘 PostgresNext.js (Turbopack)0.744s1.006s0.262s1201.33x
🐘 PostgresNitro0.782s (-9.4% 🟢)1.007s (-5.3% 🟢)0.226s1201.40x
🌐 RedisNext.js (Turbopack)2.610s3.007s0.396s404.67x
💻 LocalNext.js (Turbopack)10.094s10.693s0.599s1218.07x
💻 LocalNitro11.192s (+1.2%)11.849s (+1.6%)0.657s1120.04x
💻 LocalExpress11.283s (+7.0% 🔺)11.939s (+8.2% 🔺)0.655s1120.20x
🌐 MongoDBNext.js (Turbopack)19.894s20.357s0.463s635.62x

▲ Production (Vercel)

WorldFrameworkWorkflow TimeWall TimeOverheadSamplesvs Fastest
▲ Vercel🥇 Next.js (Turbopack)6.462s (+3.3%)7.890s (~)1.428s161.00x
▲ VercelExpress6.699s (-5.6% 🟢)8.361s (-5.3% 🟢)1.663s151.04x
▲ VercelNitro6.706s (-2.6%)8.242s (-4.1%)1.536s161.04x

🔍 Observability: Next.js (Turbopack) | Express | Nitro

Stream Benchmarks(includes TTFB metrics)
workflow with stream

💻 Local Development

WorldFrameworkWorkflow TimeTTFBSlurpWall TimeOverheadSamplesvs Fastest
🌐 Redis🥇 Next.js (Turbopack)0.150s1.001s0.001s1.007s0.857s101.00x
🐘 PostgresExpress0.151s (-26.7% 🟢)0.999s (~)0.001s (-15.4% 🟢)1.008s (~)0.857s101.00x
💻 LocalNext.js (Turbopack)0.173s1.003s0.010s1.016s0.843s101.15x
🐘 PostgresNext.js (Turbopack)0.187s1.001s0.002s1.011s0.824s101.24x
💻 LocalExpress0.205s (+1.0%)1.004s (~)0.012s (+24.0% 🔺)1.018s (~)0.813s101.36x
🐘 PostgresNitro0.205s (+1.5%)0.994s (~)0.001s (+7.7% 🔺)1.009s (~)0.804s101.37x
💻 LocalNitro0.212s (+4.3%)1.004s (~)0.011s (-5.7% 🟢)1.018s (~)0.805s101.41x
🌐 MongoDBNext.js (Turbopack)0.520s0.933s0.002s1.009s0.489s103.45x

▲ Production (Vercel)

WorldFrameworkWorkflow TimeTTFBSlurpWall TimeOverheadSamplesvs Fastest
▲ Vercel🥇 Express1.309s (-24.5% 🟢)2.388s (-26.6% 🟢)0.642s (+85.6% 🔺)3.354s (-16.7% 🟢)2.045s101.00x
▲ VercelNitro1.520s (-36.2% 🟢)2.792s (-26.5% 🟢)0.539s (+45.9% 🔺)3.667s (-21.1% 🟢)2.148s101.16x
▲ VercelNext.js (Turbopack)1.578s (-1.7%)2.718s (-13.7% 🟢)0.604s (+92.7% 🔺)3.680s (-7.0% 🟢)2.102s101.21x

🔍 Observability: Express | Nitro | Next.js (Turbopack)

stream pipeline with 5 transform steps (1MB)

💻 Local Development

WorldFrameworkWorkflow TimeTTFBSlurpWall TimeOverheadSamplesvs Fastest
🌐 Redis🥇 Next.js (Turbopack)0.397s1.002s0.003s1.011s0.614s601.00x
🐘 PostgresExpress0.507s (-18.9% 🟢)1.007s (~)0.003s (-21.0% 🟢)1.020s (~)0.513s591.27x
🐘 PostgresNext.js (Turbopack)0.610s1.009s0.006s1.024s0.415s591.53x
🐘 PostgresNitro0.624s (~)1.004s (~)0.004s (-4.1%)1.022s (~)0.398s591.57x
💻 LocalNext.js (Turbopack)0.663s1.011s0.009s1.023s0.359s591.67x
💻 LocalNitro0.723s (-1.0%)1.013s (~)0.010s (+1.6%)1.024s (~)0.301s591.82x
💻 LocalExpress0.727s (-5.6% 🟢)1.011s (~)0.009s (~)1.023s (~)0.296s591.83x
🌐 MongoDBNext.js (Turbopack)1.316s1.958s0.003s2.013s0.696s303.31x

▲ Production (Vercel)

WorldFrameworkWorkflow TimeTTFBSlurpWall TimeOverheadSamplesvs Fastest
▲ Vercel🥇 Nitro3.913s (+3.4%)5.499s (+4.1%)0.234s (-39.1% 🟢)6.059s (~)2.146s101.00x
▲ VercelExpress3.938s5.138s0.446s5.942s2.004s111.01x
▲ VercelNext.js (Turbopack)6.408s (+51.1% 🔺)8.159s (+41.0% 🔺)0.487s (+25.8% 🔺)9.021s (+36.0% 🔺)2.613s71.64x

🔍 Observability: Nitro | Express | Next.js (Turbopack)

10 parallel streams (1MB each)

💻 Local Development

WorldFrameworkWorkflow TimeTTFBSlurpWall TimeOverheadSamplesvs Fastest
🌐 Redis🥇 Next.js (Turbopack)0.883s1.017s0.000s1.021s0.138s591.00x
🐘 PostgresExpress0.906s (-6.6% 🟢)1.052s (-10.2% 🟢)0.000s (-10.5% 🟢)1.059s (-11.4% 🟢)0.153s571.03x
🐘 PostgresNext.js (Turbopack)0.927s1.111s0.000s1.119s0.192s541.05x
🐘 PostgresNitro0.944s (-1.4%)1.107s (-3.6%)0.000s (+28.4% 🔺)1.119s (-3.7%)0.175s541.07x
💻 LocalNext.js (Turbopack)1.237s2.020s0.000s2.023s0.786s301.40x
💻 LocalExpress1.242s (+1.2%)2.023s (~)0.000s (-7.1% 🟢)2.025s (~)0.783s301.41x
💻 LocalNitro1.249s (~)2.022s (~)0.000s (+225.0% 🔺)2.024s (~)0.776s301.41x
🌐 MongoDBNext.js (Turbopack)2.350s2.957s0.000s3.007s0.657s202.66x

▲ Production (Vercel)

WorldFrameworkWorkflow TimeTTFBSlurpWall TimeOverheadSamplesvs Fastest
▲ Vercel🥇 Nitro2.637s (-91.5% 🟢)3.631s (-88.7% 🟢)0.000s (+Infinity% 🔺)4.095s (-87.5% 🟢)1.458s161.00x
▲ VercelExpress2.697s (+3.6%)3.639s (-1.5%)0.000s (-87.5% 🟢)4.050s (-1.8%)1.352s151.02x
▲ VercelNext.js (Turbopack)3.226s (-3.2%)4.369s (-6.1% 🟢)0.003s (+869.2% 🔺)4.794s (-5.9% 🟢)1.568s131.22x

🔍 Observability: Nitro | Express | Next.js (Turbopack)

fan-out fan-in 10 streams (1MB each)

💻 Local Development

WorldFrameworkWorkflow TimeTTFBSlurpWall TimeOverheadSamplesvs Fastest
🐘 Postgres🥇 Express1.630s (-13.2% 🟢)2.105s (-8.2% 🟢)0.000s (NaN%)2.112s (-8.4% 🟢)0.482s291.00x
🌐 RedisNext.js (Turbopack)1.660s2.001s0.000s2.006s0.346s301.02x
🐘 PostgresNitro1.767s (-1.1%)2.176s (+1.7%)0.000s (+50.0% 🔺)2.209s (+2.7%)0.443s281.08x
🐘 PostgresNext.js (Turbopack)1.843s2.140s0.000s2.148s0.305s291.13x
💻 LocalNext.js (Turbopack)3.412s4.034s0.001s4.038s0.626s152.09x
💻 LocalExpress3.558s (+4.2%)4.099s (+1.6%)0.000s (-25.0% 🟢)4.102s (+1.6%)0.544s152.18x
💻 LocalNitro3.563s (+0.5%)4.034s (~)0.001s (+11.1% 🔺)4.036s (~)0.474s152.19x
🌐 MongoDBNext.js (Turbopack)4.372s4.960s0.000s5.009s0.638s122.68x

▲ Production (Vercel)

WorldFrameworkWorkflow TimeTTFBSlurpWall TimeOverheadSamplesvs Fastest
▲ Vercel🥇 Nitro3.701s (-10.3% 🟢)5.109s (-4.4%)0.000s (-100.0% 🟢)5.459s (-5.9% 🟢)1.757s111.00x
▲ VercelExpress4.135s (+9.7% 🔺)5.265s (+8.0% 🔺)0.000s (+118.2% 🔺)5.583s (+4.7%)1.448s111.12x
▲ VercelNext.js (Turbopack)4.255s (+5.9% 🔺)5.267s (-1.2%)0.000s (+Infinity% 🔺)5.613s (-3.9%)1.358s111.15x

🔍 Observability: Nitro | Express | Next.js (Turbopack)

Summary

Fastest Framework by World

Winner determined by most benchmark wins

World🥇 Fastest FrameworkWins
💻 LocalNext.js (Turbopack)20/21
🐘 PostgresExpress21/21
▲ VercelExpress9/21
Fastest World by Framework

Winner determined by most benchmark wins

Framework🥇 Fastest WorldWins
Express🐘 Postgres18/21
Next.js (Turbopack)🌐 Redis14/21
Nitro🐘 Postgres15/21
Column Definitions
  • Workflow Time: Runtime reported by workflow (completedAt - createdAt) - primary metric
  • TTFB: Time to First Byte - time from workflow start until first stream byte received (stream benchmarks only)
  • Slurp: Time from first byte to complete stream consumption (stream benchmarks only)
  • Wall Time: Total testbench time (trigger workflow + poll for result)
  • Overhead: Testbench overhead (Wall Time - Workflow Time)
  • Samples: Number of benchmark iterations run
  • vs Fastest: How much slower compared to the fastest configuration for this benchmark

Worlds:

  • 💻 Local: In-memory filesystem world (local development)
  • 🐘 Postgres: PostgreSQL database world (local development)
  • ▲ Vercel: Vercel production/preview deployment
  • 🌐 Turso: Community world (local development)
  • 🌐 MongoDB: Community world (local development)
  • 🌐 Redis: Community world (local development)
  • 🌐 Jazz: Community world (local development)

📋 View full workflow run

@TooTallNateTooTallNate left a comment

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Port of vercel/ai#14229. Clean fix with solid test coverage.

What I verified

Core fix (toolsToModelTools): The type === 'provider' check correctly short-circuits before the function tool serialization path. Provider tools get { type: 'provider', id, name, args } — preserving identity. Function tools are unchanged. The return type widens from LanguageModelV3FunctionTool[] to Array<LanguageModelV3FunctionTool | LanguageModelV3ProviderTool>, which is compatible with the downstream doStreamStep parameter type (LanguageModelV3CallOptions['tools'] — already a union).

args default:(tool as any).args ?? {} defaults to empty object when args is undefined. This matches the AI SDK convention where provider tools may omit args (e.g. anthropic.tools.codeExecution). The test covers this case.

Mock model: The provider-tool-call variant correctly emits both tool-call with providerExecuted: true AND tool-result in the same stream — matching how real providers (Anthropic Gateway) return provider-executed tool results.

E2E workflows:agentProviderToolE2e (provider-only) and agentMixedToolsE2e (provider + function) cover the two critical scenarios. Both use as any for the provider tool definition, which is fine since ToolSet doesn't natively type provider tools.

Changeset:patch for @workflow/ai — correct. The changeset description is clear and references the root cause.

One observation (non-blocking)

The (tool as any).type === 'provider' cast works but is opaque. If ai ever exports a ProviderTool type or type guard (e.g. isProviderTool(tool)), consider switching to that for type safety. For now, as any matches the upstream fix pattern.

LGTM.

tools: ToolSet
): Promise<LanguageModelV3FunctionTool[]> {
): Promise<Array<LanguageModelV3FunctionTool | LanguageModelV3ProviderTool>> {
return Promise.all(

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Non-blocking:(tool as any).type === 'provider' is the same pattern used in the upstream AI SDK fix (vercel/ai#14229). If ai later exports a type guard or the ToolSet type is widened to include provider tools natively, this could be made type-safe. Fine for now.

…github.com>
I, Gregor Martynus <39992+gr2m@users.noreply.github.com>, hereby add my Signed-off-by to this commit: b1930b3
Signed-off-by: Gregor Martynus <39992+gr2m@users.noreply.github.com>
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ghost commented Apr 9, 2026

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Backported to stable (4d31619 -> 7faedb7).

ghost pushed a commit that referenced this pull request Apr 9, 2026
* fix(ai): preserve provider tool identity across step boundaries
Port of vercel/ai#14229. Provider tools (e.g. anthropic.tools.webSearch)
were converted to plain function tools in toolsToModelTools, stripping
type, id, and args fields. This caused providers like Anthropic Gateway
to not recognize them as provider-executed tools.
Co-Authored-By: Claude Opus 4.6 (1M context) <noreply@anthropic.com>
* DCO Remediation Commit for Gregor Martynus <39992+gr2m@users.noreply.github.com>
I, Gregor Martynus <39992+gr2m@users.noreply.github.com>, hereby add my Signed-off-by to this commit: b1930b3
Signed-off-by: Gregor Martynus <39992+gr2m@users.noreply.github.com>
---------
Signed-off-by: Gregor Martynus <39992+gr2m@users.noreply.github.com>
Co-authored-by: Claude Opus 4.6 (1M context) <noreply@anthropic.com>
@ghostghost mentioned this pull request Apr 9, 2026
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fix(ai): preserve provider tool identity across step boundaries - #1663

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gr2m merged 2 commits into
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fix/provider-tool-identity
Apr 9, 2026
Merged

fix(ai): preserve provider tool identity across step boundaries#1663
gr2m merged 2 commits into
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fix/provider-tool-identity

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@gr2mgr2m commented Apr 8, 2026

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Summary

  • Port of fix(workflow): preserve provider tool identity across step boundaries ai#14229 to the workflow SDK
  • toolsToModelTools was converting all tools into LanguageModelV3FunctionTool objects with type: 'function', stripping type: 'provider', id, and args from provider tools (e.g. anthropic.tools.webSearch, webFetch, codeExecution)
  • This caused the Anthropic Gateway to not recognize them as provider-executed tools, leading to errors like GatewayInternalServerError: Unexpected value(s) for the anthropic-beta header
  • The fix checks tool.type === 'provider' and returns a LanguageModelV3ProviderTool preserving identity, while regular function tools continue to be serialized as before
  • Adds provider-tool-call mock response type for testing provider-executed tool behavior end-to-end

Related issues & PRs

Changes

FileWhat changed
packages/ai/src/agent/tools-to-model-tools.tsCheck for type: 'provider' and return LanguageModelV3ProviderTool preserving id, name, args
packages/ai/src/agent/tools-to-model-tools.test.tsNew: 4 unit tests (function tools, provider tools, mixed, missing args default)
packages/ai/src/providers/mock.tsAdd provider-tool-call variant to MockResponseDescriptor (emits tool-call with providerExecuted: true + tool-result)
workbench/example/workflows/100_durable_agent_e2e.tsNew: agentProviderToolE2e and agentMixedToolsE2e workflow functions
packages/core/e2e/e2e-agent.test.tsNew: provider tools describe block with 2 E2E tests

Test plan

  • Unit tests pass (pnpm --filter @workflow/ai test — 173 tests, 10 files)
  • @workflow/ai builds cleanly (pnpm --filter @workflow/ai build)
  • Example workbench builds with new workflows (cd workbench/example && pnpm build)
  • New workflows appear in manifest
  • E2E: agentProviderToolE2e — provider tool identity preserved across step boundaries
  • E2E: agentMixedToolsE2e — mixed provider + function tools in same agent

Port of vercel/ai#14229. Provider tools (e.g. anthropic.tools.webSearch)
were converted to plain function tools in toolsToModelTools, stripping
type, id, and args fields. This caused providers like Anthropic Gateway
to not recognize them as provider-executed tools.
Co-Authored-By: Claude Opus 4.6 (1M context) <noreply@anthropic.com>
@gr2m
gr2m requested a review from a team as a code ownerApril 8, 2026 23:11
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🦋 Changeset detected

Latest commit: 9bc8db3

The changes in this PR will be included in the next version bump.

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🧪 E2E Test Results

Some tests failed

Summary

PassedFailedSkippedTotal
✅ ▲ Vercel Production912067979
✅ 💻 Local Development88601821068
✅ 📦 Local Production88601821068
✅ 🐘 Local Postgres88601821068
✅ 🪟 Windows810889
❌ 🌍 Community Worlds1376424225
✅ 📋 Other225042267
Total4013646874764

❌ Failed Tests

🌍 Community Worlds (64 failed)

mongodb (3 failed):

  • hookWorkflow is not resumable via public webhook endpoint | wrun_01KNSGFHPFFMAA8H38BRH1037T
  • concurrent hook token conflict - two workflows cannot use the same hook token simultaneously | wrun_01KNSGQY3GWBTG8ND3HPHKX47R
  • resilient start: addTenWorkflow completes when run_created returns 500 | wrun_01KNSGYACXRNBD7XDK8V1YH39S

redis (3 failed):

  • hookWorkflow is not resumable via public webhook endpoint | wrun_01KNSGFHPFFMAA8H38BRH1037T
  • concurrent hook token conflict - two workflows cannot use the same hook token simultaneously | wrun_01KNSGQY3GWBTG8ND3HPHKX47R
  • resilient start: addTenWorkflow completes when run_created returns 500 | wrun_01KNSGYACXRNBD7XDK8V1YH39S

turso (58 failed):

  • addTenWorkflow | wrun_01KNSGEARX3SK20464GQYH34C6
  • addTenWorkflow | wrun_01KNSGEARX3SK20464GQYH34C6
  • wellKnownAgentWorkflow (.well-known/agent) | wrun_01KNQW70VW9T3KB6GB889Q01SH
  • should work with react rendering in step
  • promiseAllWorkflow | wrun_01KNSGEHD68J2A9DT5VFCDVH0T
  • promiseRaceWorkflow | wrun_01KNSGEQ4SNX484AJ030YB3PF6
  • promiseAnyWorkflow | wrun_01KNSGES8WXH81XXJ4F8VER4WZ
  • importedStepOnlyWorkflow | wrun_01KNQW7BP2BT3QB90Y6S6K06H4
  • hookWorkflow | wrun_01KNSGF5XF3TZEJG4NZV6XRKYD
  • hookWorkflow is not resumable via public webhook endpoint | wrun_01KNSGFHPFFMAA8H38BRH1037T
  • webhookWorkflow | wrun_01KNSGFW96WVWTWERDY50KKWGS
  • sleepingWorkflow | wrun_01KNSGG332P8D3KHFW2787BTBT
  • parallelSleepWorkflow | wrun_01KNSGGFXEN2FFDCAHVFDB65WY
  • nullByteWorkflow | wrun_01KNSGGMC9Y92175VM97PHX9GS
  • workflowAndStepMetadataWorkflow | wrun_01KNSGGPRX2QY5D0PW07WM63FH
  • fetchWorkflow | wrun_01KNSGKJTBACJ4Z75A5JD4KMKY
  • promiseRaceStressTestWorkflow | wrun_01KNSGKP9MCDDXR15SC2YD85JT
  • error handling error propagation workflow errors nested function calls preserve message and stack trace
  • error handling error propagation workflow errors cross-file imports preserve message and stack trace
  • error handling error propagation step errors basic step error preserves message and stack trace
  • error handling error propagation step errors cross-file step error preserves message and function names in stack
  • error handling retry behavior regular Error retries until success
  • error handling retry behavior FatalError fails immediately without retries
  • error handling retry behavior RetryableError respects custom retryAfter delay
  • error handling retry behavior maxRetries=0 disables retries
  • error handling catchability FatalError can be caught and detected with FatalError.is()
  • error handling not registered WorkflowNotRegisteredError fails the run when workflow does not exist
  • error handling not registered StepNotRegisteredError fails the step but workflow can catch it
  • error handling not registered StepNotRegisteredError fails the run when not caught in workflow
  • hookCleanupTestWorkflow - hook token reuse after workflow completion | wrun_01KNSGQ8ZQSH649M39EVE8AYS8
  • concurrent hook token conflict - two workflows cannot use the same hook token simultaneously | wrun_01KNSGQY3GWBTG8ND3HPHKX47R
  • hookDisposeTestWorkflow - hook token reuse after explicit disposal while workflow still running | wrun_01KNSGRKVT3RQWZMHCYKY0HZ37
  • stepFunctionPassingWorkflow - step function references can be passed as arguments (without closure vars) | wrun_01KNSGS8E6NJV1EQXQS7CVPGDW
  • stepFunctionWithClosureWorkflow - step function with closure variables passed as argument | wrun_01KNSGSH1R595ZXGKJR5ZWASJX
  • closureVariableWorkflow - nested step functions with closure variables | wrun_01KNSGSPRYGW1RAN77QA54AKY2
  • spawnWorkflowFromStepWorkflow - spawning a child workflow using start() inside a step | wrun_01KNSGSS0DM9FDG1MYE08TZB41
  • health check (queue-based) - workflow and step endpoints respond to health check messages
  • pathsAliasWorkflow - TypeScript path aliases resolve correctly | wrun_01KNSGT746R2FDCYN8N48HAJ9S
  • Calculator.calculate - static workflow method using static step methods from another class | wrun_01KNSGTCXVCX0J8QC3KX34E5Q4
  • AllInOneService.processNumber - static workflow method using sibling static step methods | wrun_01KNSGTMPVNXKJG9HZ684CWVTM
  • ChainableService.processWithThis - static step methods using this to reference the class | wrun_01KNSGTVBGW24HV66DB3CM9BT0
  • thisSerializationWorkflow - step function invoked with .call() and .apply() | wrun_01KNSGV223PVAG0GGJ7D3ZTJJ9
  • customSerializationWorkflow - custom class serialization with WORKFLOW_SERIALIZE/WORKFLOW_DESERIALIZE | wrun_01KNSGV9TSRCMCARSG52190SDC
  • instanceMethodStepWorkflow - instance methods with "use step" directive | wrun_01KNSGVGD247K4HE02HPR2EV7Q
  • crossContextSerdeWorkflow - classes defined in step code are deserializable in workflow context | wrun_01KNSGVVMJQS639WC25H1ND3RE
  • stepFunctionAsStartArgWorkflow - step function reference passed as start() argument | wrun_01KNSGW3G3W1YXQ14KXH6SYP2K
  • cancelRun - cancelling a running workflow | wrun_01KNSGWA576RNBPCXTRV6HQF01
  • cancelRun via CLI - cancelling a running workflow | wrun_01KNSGWK96Y606FHSFJP6P7NM7
  • pages router addTenWorkflow via pages router
  • pages router promiseAllWorkflow via pages router
  • pages router sleepingWorkflow via pages router
  • hookWithSleepWorkflow - hook payloads delivered correctly with concurrent sleep | wrun_01KNSGWZ0B4TG2V5CVSWBB5PQR
  • sleepInLoopWorkflow - sleep inside loop with steps actually delays each iteration | wrun_01KNSGXKGZ469J60NVHKTT8S3M
  • sleepWithSequentialStepsWorkflow - sequential steps work with concurrent sleep (control) | wrun_01KNSGXZ8CA1YTQ890QJVWWW00
  • importMetaUrlWorkflow - import.meta.url is available in step bundles | wrun_01KNSGY5T3M5JWG9SQPR98T6T5
  • metadataFromHelperWorkflow - getWorkflowMetadata/getStepMetadata work from module-level helper (#1577) | wrun_01KNSGY860FA9ZSWY45X3FZ3DB
  • resilient start: addTenWorkflow completes when run_created returns 500 | wrun_01KNSGYACXRNBD7XDK8V1YH39S
  • getterStepWorkflow - getter functions with "use step" directive | wrun_01KNSGYDW8RFVMFT59A3XDR00C

Details by Category

✅ ▲ Vercel Production
AppPassedFailedSkipped
✅ astro8207
✅ example8207
✅ express8207
✅ fastify8207
✅ hono8207
✅ nextjs-turbopack8702
✅ nextjs-webpack8702
✅ nitro8207
✅ nuxt8207
✅ sveltekit8207
✅ vite8207
✅ 💻 Local Development
AppPassedFailedSkipped
✅ astro-stable75014
✅ express-stable75014
✅ fastify-stable75014
✅ hono-stable75014
✅ nextjs-turbopack-canary62027
✅ nextjs-turbopack-stable8108
✅ nextjs-webpack-canary62027
✅ nextjs-webpack-stable8108
✅ nitro-stable75014
✅ nuxt-stable75014
✅ sveltekit-stable75014
✅ vite-stable75014
✅ 📦 Local Production
AppPassedFailedSkipped
✅ astro-stable75014
✅ express-stable75014
✅ fastify-stable75014
✅ hono-stable75014
✅ nextjs-turbopack-canary62027
✅ nextjs-turbopack-stable8108
✅ nextjs-webpack-canary62027
✅ nextjs-webpack-stable8108
✅ nitro-stable75014
✅ nuxt-stable75014
✅ sveltekit-stable75014
✅ vite-stable75014
✅ 🐘 Local Postgres
AppPassedFailedSkipped
✅ astro-stable75014
✅ express-stable75014
✅ fastify-stable75014
✅ hono-stable75014
✅ nextjs-turbopack-canary62027
✅ nextjs-turbopack-stable8108
✅ nextjs-webpack-canary62027
✅ nextjs-webpack-stable8108
✅ nitro-stable75014
✅ nuxt-stable75014
✅ sveltekit-stable75014
✅ vite-stable75014
✅ 🪟 Windows
AppPassedFailedSkipped
✅ nextjs-turbopack8108
❌ 🌍 Community Worlds
AppPassedFailedSkipped
✅ mongodb-dev500
❌ mongodb5938
✅ redis-dev500
❌ redis5938
✅ turso-dev500
❌ turso4588
✅ 📋 Other
AppPassedFailedSkipped
✅ e2e-local-dev-nest-stable75014
✅ e2e-local-postgres-nest-stable75014
✅ e2e-local-prod-nest-stable75014

📋 View full workflow run

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📊 Benchmark Results

📈 Comparing against baseline from main branch. Green 🟢 = faster, Red 🔺 = slower.

workflow with no steps

💻 Local Development

WorldFrameworkWorkflow TimeWall TimeOverheadSamplesvs Fastest
💻 Local🥇 Express0.042s (-3.7%)1.006s (~)0.964s101.00x
🐘 PostgresExpress0.043s (-26.3% 🟢)1.009s (~)0.966s101.03x
💻 LocalNitro0.043s (~)1.005s (~)0.962s101.04x
🌐 RedisNext.js (Turbopack)0.046s1.005s0.959s101.10x
💻 LocalNext.js (Turbopack)0.050s1.005s0.955s101.18x
🐘 PostgresNitro0.054s (-13.7% 🟢)1.009s (~)0.955s101.30x
🐘 PostgresNext.js (Turbopack)0.058s1.010s0.952s101.37x
🌐 MongoDBNext.js (Turbopack)0.095s1.007s0.912s102.27x

▲ Production (Vercel)

WorldFrameworkWorkflow TimeWall TimeOverheadSamplesvs Fastest
▲ Vercel🥇 Express0.256s (+22.5% 🔺)2.425s (+11.6% 🔺)2.168s101.00x
▲ VercelNitro0.306s (+31.4% 🔺)2.018s (-3.5%)1.711s101.20x
▲ VercelNext.js (Turbopack)0.417s (+81.3% 🔺)2.150s (-5.1% 🟢)1.733s101.63x

🔍 Observability: Express | Nitro | Next.js (Turbopack)

workflow with 1 step

💻 Local Development

WorldFrameworkWorkflow TimeWall TimeOverheadSamplesvs Fastest
🌐 Redis🥇 Next.js (Turbopack)1.106s2.006s0.901s101.00x
🐘 PostgresExpress1.112s (-2.8%)2.008s (~)0.896s101.01x
💻 LocalNext.js (Turbopack)1.123s2.006s0.883s101.02x
💻 LocalExpress1.127s (~)2.007s (~)0.880s101.02x
💻 LocalNitro1.129s (~)2.006s (~)0.877s101.02x
🐘 PostgresNext.js (Turbopack)1.136s2.009s0.874s101.03x
🐘 PostgresNitro1.138s (-0.6%)2.010s (~)0.873s101.03x
🌐 MongoDBNext.js (Turbopack)1.317s2.009s0.692s101.19x

▲ Production (Vercel)

WorldFrameworkWorkflow TimeWall TimeOverheadSamplesvs Fastest
▲ Vercel🥇 Express1.878s (+1.7%)3.541s (-3.2%)1.663s101.00x
▲ VercelNext.js (Turbopack)1.956s (-5.1% 🟢)3.678s (-3.7%)1.723s101.04x
▲ VercelNitro2.040s (+7.1% 🔺)3.600s (-4.8%)1.560s101.09x

🔍 Observability: Express | Next.js (Turbopack) | Nitro

workflow with 10 sequential steps

💻 Local Development

WorldFrameworkWorkflow TimeWall TimeOverheadSamplesvs Fastest
🌐 Redis🥇 Next.js (Turbopack)10.590s11.023s0.433s31.00x
🐘 PostgresExpress10.690s (-2.0%)11.019s (~)0.329s31.01x
💻 LocalNext.js (Turbopack)10.795s11.024s0.229s31.02x
💻 LocalExpress10.912s (~)11.024s (~)0.112s31.03x
💻 LocalNitro10.923s (~)11.023s (~)0.100s31.03x
🐘 PostgresNext.js (Turbopack)10.944s11.019s0.075s31.03x
🐘 PostgresNitro10.947s (~)11.023s (~)0.075s31.03x
🌐 MongoDBNext.js (Turbopack)12.278s13.024s0.746s31.16x

▲ Production (Vercel)

WorldFrameworkWorkflow TimeWall TimeOverheadSamplesvs Fastest
▲ Vercel🥇 Nitro16.907s (-1.2%)18.602s (-5.8% 🟢)1.694s21.00x
▲ VercelNext.js (Turbopack)17.256s (~)19.035s (-2.0%)1.779s21.02x
▲ VercelExpress17.674s (-7.1% 🟢)18.832s (-10.2% 🟢)1.158s21.05x

🔍 Observability: Nitro | Next.js (Turbopack) | Express

workflow with 25 sequential steps

💻 Local Development

WorldFrameworkWorkflow TimeWall TimeOverheadSamplesvs Fastest
🌐 Redis🥇 Next.js (Turbopack)13.911s14.028s0.117s51.00x
🐘 PostgresExpress14.006s (-3.7%)14.219s (-5.3% 🟢)0.213s51.01x
🐘 PostgresNext.js (Turbopack)14.486s15.023s0.536s41.04x
🐘 PostgresNitro14.524s (-0.6%)15.017s (~)0.493s41.04x
💻 LocalNext.js (Turbopack)14.801s15.030s0.229s41.06x
💻 LocalExpress14.973s (~)15.280s (+1.7%)0.306s41.08x
💻 LocalNitro14.992s (~)15.280s (+1.7%)0.287s41.08x
🌐 MongoDBNext.js (Turbopack)17.859s18.028s0.169s41.28x

▲ Production (Vercel)

WorldFrameworkWorkflow TimeWall TimeOverheadSamplesvs Fastest
▲ Vercel🥇 Nitro30.966s (-6.1% 🟢)32.187s (-7.8% 🟢)1.221s21.00x
▲ VercelNext.js (Turbopack)31.012s (-8.4% 🟢)32.629s (-9.0% 🟢)1.616s21.00x
▲ VercelExpress31.672s (-1.2%)33.365s (~)1.693s21.02x

🔍 Observability: Nitro | Next.js (Turbopack) | Express

workflow with 50 sequential steps

💻 Local Development

WorldFrameworkWorkflow TimeWall TimeOverheadSamplesvs Fastest
🌐 Redis🥇 Next.js (Turbopack)12.779s13.169s0.390s71.00x
🐘 PostgresExpress12.912s (-8.8% 🟢)13.161s (-12.4% 🟢)0.249s71.01x
🐘 PostgresNext.js (Turbopack)13.837s14.166s0.330s71.08x
🐘 PostgresNitro14.039s (-0.7%)14.597s (-1.0%)0.558s71.10x
💻 LocalNext.js (Turbopack)15.866s16.029s0.163s61.24x
💻 LocalExpress16.746s (+2.3%)17.031s (~)0.285s61.31x
💻 LocalNitro16.789s (+1.4%)17.031s (~)0.241s61.31x
🌐 MongoDBNext.js (Turbopack)20.344s21.027s0.683s51.59x

▲ Production (Vercel)

WorldFrameworkWorkflow TimeWall TimeOverheadSamplesvs Fastest
▲ Vercel🥇 Express47.932s (-76.8% 🟢)49.164s (-76.4% 🟢)1.232s21.00x
▲ VercelNext.js (Turbopack)51.169s (-15.6% 🟢)52.170s (-16.6% 🟢)1.001s21.07x
▲ VercelNitro53.916s (-73.9% 🟢)55.513s (-73.4% 🟢)1.596s21.12x

🔍 Observability: Express | Next.js (Turbopack) | Nitro

Promise.all with 10 concurrent steps

💻 Local Development

WorldFrameworkWorkflow TimeWall TimeOverheadSamplesvs Fastest
🐘 Postgres🥇 Express1.201s (-4.7%)2.010s (~)0.809s151.00x
🐘 PostgresNext.js (Turbopack)1.223s2.009s0.787s151.02x
🌐 RedisNext.js (Turbopack)1.248s2.006s0.758s151.04x
🐘 PostgresNitro1.266s (-1.9%)2.009s (~)0.743s151.05x
💻 LocalNext.js (Turbopack)1.471s2.006s0.534s151.23x
💻 LocalExpress1.498s (~)2.006s (~)0.508s151.25x
💻 LocalNitro1.925s (+25.2% 🔺)2.391s (+19.2% 🔺)0.466s131.60x
🌐 MongoDBNext.js (Turbopack)2.265s3.108s0.843s101.89x

▲ Production (Vercel)

WorldFrameworkWorkflow TimeWall TimeOverheadSamplesvs Fastest
▲ Vercel🥇 Nitro2.297s (-11.9% 🟢)3.580s (-17.2% 🟢)1.284s91.00x
▲ VercelExpress2.388s (-13.1% 🟢)3.699s (-17.0% 🟢)1.311s91.04x
▲ VercelNext.js (Turbopack)2.447s (~)4.007s (-11.6% 🟢)1.559s81.07x

🔍 Observability: Nitro | Express | Next.js (Turbopack)

Promise.all with 25 concurrent steps

💻 Local Development

WorldFrameworkWorkflow TimeWall TimeOverheadSamplesvs Fastest
🐘 Postgres🥇 Express2.286s (-3.9%)3.009s (~)0.723s101.00x
🐘 PostgresNitro2.354s (~)3.009s (~)0.654s101.03x
🌐 RedisNext.js (Turbopack)2.394s3.008s0.614s101.05x
🐘 PostgresNext.js (Turbopack)2.403s3.008s0.605s101.05x
💻 LocalNext.js (Turbopack)2.778s3.108s0.330s101.21x
💻 LocalExpress2.974s (+5.2% 🔺)3.564s (+14.6% 🔺)0.590s91.30x
💻 LocalNitro3.024s (+3.3%)3.760s (+21.0% 🔺)0.736s81.32x
🌐 MongoDBNext.js (Turbopack)9.639s10.015s0.376s34.22x

▲ Production (Vercel)

WorldFrameworkWorkflow TimeWall TimeOverheadSamplesvs Fastest
▲ Vercel🥇 Next.js (Turbopack)2.637s (-7.2% 🟢)4.090s (-14.6% 🟢)1.453s81.00x
▲ VercelExpress2.736s (-10.5% 🟢)4.057s (-13.2% 🟢)1.321s91.04x
▲ VercelNitro2.825s (-17.7% 🟢)4.342s (-13.8% 🟢)1.517s71.07x

🔍 Observability: Next.js (Turbopack) | Express | Nitro

Promise.all with 50 concurrent steps

💻 Local Development

WorldFrameworkWorkflow TimeWall TimeOverheadSamplesvs Fastest
🐘 Postgres🥇 Express3.368s (-3.1%)4.011s (~)0.643s81.00x
🐘 PostgresNitro3.456s (~)4.013s (~)0.557s81.03x
🐘 PostgresNext.js (Turbopack)3.653s4.009s0.356s81.08x
🌐 RedisNext.js (Turbopack)3.929s4.295s0.366s71.17x
💻 LocalNext.js (Turbopack)7.156s7.766s0.610s42.13x
💻 LocalNitro8.258s (+0.9%)9.023s (~)0.765s42.45x
💻 LocalExpress8.354s (+9.7% 🔺)9.022s (+9.1% 🔺)0.668s42.48x
🌐 MongoDBNext.js (Turbopack)20.324s20.521s0.197s26.04x

▲ Production (Vercel)

WorldFrameworkWorkflow TimeWall TimeOverheadSamplesvs Fastest
▲ Vercel🥇 Nitro2.764s (-15.7% 🟢)4.584s (-6.8% 🟢)1.819s71.00x
▲ VercelExpress2.794s (-8.8% 🟢)4.453s (-7.3% 🟢)1.659s71.01x
▲ VercelNext.js (Turbopack)3.647s (-10.3% 🟢)5.366s (-14.5% 🟢)1.719s61.32x

🔍 Observability: Nitro | Express | Next.js (Turbopack)

Promise.race with 10 concurrent steps

💻 Local Development

WorldFrameworkWorkflow TimeWall TimeOverheadSamplesvs Fastest
🐘 Postgres🥇 Express1.193s (-5.7% 🟢)2.008s (~)0.815s151.00x
🐘 PostgresNext.js (Turbopack)1.229s2.009s0.779s151.03x
🐘 PostgresNitro1.255s (~)2.008s (~)0.753s151.05x
🌐 RedisNext.js (Turbopack)1.262s2.006s0.744s151.06x
💻 LocalNext.js (Turbopack)1.479s2.006s0.527s151.24x
💻 LocalNitro1.550s (+1.2%)2.006s (~)0.456s151.30x
💻 LocalExpress1.562s (+3.7%)2.006s (~)0.445s151.31x
🌐 MongoDBNext.js (Turbopack)3.029s3.758s0.729s82.54x

▲ Production (Vercel)

WorldFrameworkWorkflow TimeWall TimeOverheadSamplesvs Fastest
▲ Vercel🥇 Next.js (Turbopack)2.040s (-12.9% 🟢)3.115s (-25.4% 🟢)1.075s101.00x
▲ VercelNitro2.044s (-10.9% 🟢)3.397s (-14.1% 🟢)1.353s91.00x
▲ VercelExpress2.170s (-4.8%)3.806s (-4.0%)1.636s91.06x

🔍 Observability: Next.js (Turbopack) | Nitro | Express

Promise.race with 25 concurrent steps

💻 Local Development

WorldFrameworkWorkflow TimeWall TimeOverheadSamplesvs Fastest
🐘 Postgres🥇 Express2.243s (-4.6%)3.009s (~)0.766s101.00x
🐘 PostgresNitro2.353s (-0.9%)3.009s (~)0.657s101.05x
🐘 PostgresNext.js (Turbopack)2.368s3.007s0.639s101.06x
🌐 RedisNext.js (Turbopack)2.386s3.008s0.622s101.06x
💻 LocalNext.js (Turbopack)3.022s3.760s0.737s81.35x
💻 LocalExpress3.160s (+10.5% 🔺)4.010s (+33.3% 🔺)0.850s81.41x
💻 LocalNitro3.245s (+4.7%)4.013s (+3.3%)0.768s81.45x
🌐 MongoDBNext.js (Turbopack)9.059s9.763s0.704s44.04x

▲ Production (Vercel)

WorldFrameworkWorkflow TimeWall TimeOverheadSamplesvs Fastest
▲ Vercel🥇 Nitro2.152s (-99.3% 🟢)3.635s (-98.8% 🟢)1.483s91.00x
▲ VercelExpress2.374s (-97.0% 🟢)3.577s (-95.6% 🟢)1.203s91.10x
▲ VercelNext.js (Turbopack)2.831s (~)3.983s (-16.1% 🟢)1.152s81.32x

🔍 Observability: Nitro | Express | Next.js (Turbopack)

Promise.race with 50 concurrent steps

💻 Local Development

WorldFrameworkWorkflow TimeWall TimeOverheadSamplesvs Fastest
🐘 Postgres🥇 Express3.392s (-2.4%)4.011s (~)0.618s81.00x
🐘 PostgresNitro3.470s (~)4.011s (~)0.542s81.02x
🐘 PostgresNext.js (Turbopack)3.638s4.010s0.372s81.07x
🌐 RedisNext.js (Turbopack)3.996s4.440s0.443s71.18x
💻 LocalNext.js (Turbopack)8.087s8.773s0.686s42.38x
💻 LocalNitro8.774s (-2.1%)9.023s (-2.7%)0.249s42.59x
💻 LocalExpress8.909s (+11.1% 🔺)9.273s (+5.7% 🔺)0.364s42.63x
🌐 MongoDBNext.js (Turbopack)19.413s20.019s0.606s25.72x

▲ Production (Vercel)

WorldFrameworkWorkflow TimeWall TimeOverheadSamplesvs Fastest
▲ Vercel🥇 Express2.888s (-35.2% 🟢)4.274s (-28.9% 🟢)1.387s81.00x
▲ VercelNitro3.001s (~)4.347s (-7.2% 🟢)1.347s71.04x
▲ VercelNext.js (Turbopack)3.638s (+1.3%)5.217s (-2.2%)1.579s61.26x

🔍 Observability: Express | Nitro | Next.js (Turbopack)

workflow with 10 sequential data payload steps (10KB)

💻 Local Development

WorldFrameworkWorkflow TimeWall TimeOverheadSamplesvs Fastest
🌐 Redis🥇 Next.js (Turbopack)0.559s1.004s0.446s601.00x
🐘 PostgresExpress0.593s (-30.5% 🟢)1.006s (~)0.413s601.06x
🐘 PostgresNext.js (Turbopack)0.765s1.006s0.241s601.37x
🐘 PostgresNitro0.833s (+1.1%)1.006s (~)0.172s601.49x
💻 LocalNext.js (Turbopack)0.840s1.021s0.181s591.50x
💻 LocalExpress0.984s (-3.6%)1.076s (-30.3% 🟢)0.091s561.76x
💻 LocalNitro1.001s (+1.7%)1.303s (+10.3% 🔺)0.301s471.79x
🌐 MongoDBNext.js (Turbopack)2.122s3.007s0.885s203.80x

▲ Production (Vercel)

WorldFrameworkWorkflow TimeWall TimeOverheadSamplesvs Fastest
▲ Vercel🥇 Express8.561s (-16.9% 🟢)10.244s (-14.8% 🟢)1.683s61.00x
▲ VercelNitro8.938s (-1.8%)10.767s (-3.7%)1.829s61.04x
▲ VercelNext.js (Turbopack)9.169s (-11.3% 🟢)11.004s (-11.7% 🟢)1.834s61.07x

🔍 Observability: Express | Nitro | Next.js (Turbopack)

workflow with 25 sequential data payload steps (10KB)

💻 Local Development

WorldFrameworkWorkflow TimeWall TimeOverheadSamplesvs Fastest
🌐 Redis🥇 Next.js (Turbopack)1.310s2.006s0.696s451.00x
🐘 PostgresExpress1.431s (-30.4% 🟢)2.007s (-30.4% 🟢)0.576s451.09x
🐘 PostgresNext.js (Turbopack)1.882s2.075s0.193s441.44x
🐘 PostgresNitro2.006s (+1.7%)2.376s (+6.7% 🔺)0.370s381.53x
💻 LocalNext.js (Turbopack)2.607s3.008s0.401s301.99x
💻 LocalNitro3.022s (+0.6%)3.689s (+4.0%)0.667s252.31x
💻 LocalExpress3.049s (~)3.800s (+4.2%)0.752s242.33x
🌐 MongoDBNext.js (Turbopack)5.228s6.012s0.784s153.99x

▲ Production (Vercel)

WorldFrameworkWorkflow TimeWall TimeOverheadSamplesvs Fastest
▲ Vercel🥇 Nitro26.962s (-6.8% 🟢)28.229s (-8.0% 🟢)1.267s41.00x
▲ VercelExpress27.015s (-3.8%)28.217s (-6.2% 🟢)1.202s41.00x
▲ VercelNext.js (Turbopack)30.133s (-2.2%)31.303s (-4.8%)1.170s31.12x

🔍 Observability: Nitro | Express | Next.js (Turbopack)

workflow with 50 sequential data payload steps (10KB)

💻 Local Development

WorldFrameworkWorkflow TimeWall TimeOverheadSamplesvs Fastest
🌐 Redis🥇 Next.js (Turbopack)2.648s3.007s0.359s401.00x
🐘 PostgresExpress2.988s (-26.6% 🟢)3.369s (-30.0% 🟢)0.381s361.13x
🐘 PostgresNext.js (Turbopack)3.788s4.009s0.221s301.43x
🐘 PostgresNitro4.078s (-1.5%)4.625s (-5.4% 🟢)0.547s261.54x
💻 LocalNext.js (Turbopack)8.332s9.018s0.686s143.15x
💻 LocalNitro9.206s (~)9.864s (-0.8%)0.659s133.48x
💻 LocalExpress9.284s (+3.8%)10.019s (+6.6% 🔺)0.735s123.51x
🌐 MongoDBNext.js (Turbopack)10.363s11.018s0.654s113.91x

▲ Production (Vercel)

WorldFrameworkWorkflow TimeWall TimeOverheadSamplesvs Fastest
▲ Vercel🥇 Express70.807s (-6.6% 🟢)72.025s (-7.3% 🟢)1.218s21.00x
▲ VercelNitro73.198s (~)74.383s (-0.6%)1.186s21.03x
▲ VercelNext.js (Turbopack)76.448s (-8.4% 🟢)78.866s (-7.7% 🟢)2.417s21.08x

🔍 Observability: Express | Nitro | Next.js (Turbopack)

workflow with 10 concurrent data payload steps (10KB)

💻 Local Development

WorldFrameworkWorkflow TimeWall TimeOverheadSamplesvs Fastest
🐘 Postgres🥇 Express0.218s (-22.1% 🟢)1.007s (~)0.789s601.00x
🌐 RedisNext.js (Turbopack)0.230s1.004s0.774s601.06x
🐘 PostgresNext.js (Turbopack)0.239s1.007s0.768s601.10x
🐘 PostgresNitro0.274s (-4.4%)1.007s (~)0.732s601.26x
💻 LocalNext.js (Turbopack)0.527s1.004s0.477s602.42x
💻 LocalExpress0.581s (-1.6%)1.005s (~)0.424s602.67x
💻 LocalNitro0.591s (~)1.004s (~)0.413s602.72x
🌐 MongoDBNext.js (Turbopack)3.248s3.884s0.636s1614.93x

▲ Production (Vercel)

WorldFrameworkWorkflow TimeWall TimeOverheadSamplesvs Fastest
▲ Vercel🥇 Express1.458s (-23.6% 🟢)2.760s (-22.4% 🟢)1.302s221.00x
▲ VercelNitro1.459s (-18.8% 🟢)2.641s (-25.9% 🟢)1.182s231.00x
▲ VercelNext.js (Turbopack)1.576s (-5.2% 🟢)3.007s (-7.1% 🟢)1.431s201.08x

🔍 Observability: Express | Nitro | Next.js (Turbopack)

workflow with 25 concurrent data payload steps (10KB)

💻 Local Development

WorldFrameworkWorkflow TimeWall TimeOverheadSamplesvs Fastest
🐘 Postgres🥇 Express0.355s (-28.2% 🟢)1.006s (~)0.651s901.00x
🐘 PostgresNext.js (Turbopack)0.482s1.006s0.525s901.36x
🐘 PostgresNitro0.490s (-2.6%)1.007s (~)0.517s901.38x
🌐 RedisNext.js (Turbopack)1.032s1.641s0.609s552.91x
💻 LocalNext.js (Turbopack)2.442s3.009s0.567s306.88x
💻 LocalNitro2.530s (-1.2%)3.009s (~)0.479s307.13x
💻 LocalExpress2.546s (+4.1%)3.010s (~)0.464s307.17x
🌐 MongoDBNext.js (Turbopack)9.307s9.914s0.607s1026.22x

▲ Production (Vercel)

WorldFrameworkWorkflow TimeWall TimeOverheadSamplesvs Fastest
▲ Vercel🥇 Express2.619s (~)4.232s (-2.7%)1.613s221.00x
▲ VercelNitro2.644s (+6.7% 🔺)4.341s (+4.0%)1.697s221.01x
▲ VercelNext.js (Turbopack)3.238s (-8.8% 🟢)4.394s (-14.6% 🟢)1.156s211.24x

🔍 Observability: Express | Nitro | Next.js (Turbopack)

workflow with 50 concurrent data payload steps (10KB)

💻 Local Development

WorldFrameworkWorkflow TimeWall TimeOverheadSamplesvs Fastest
🐘 Postgres🥇 Express0.558s (-29.3% 🟢)1.007s (~)0.448s1201.00x
🐘 PostgresNext.js (Turbopack)0.744s1.006s0.262s1201.33x
🐘 PostgresNitro0.782s (-9.4% 🟢)1.007s (-5.3% 🟢)0.226s1201.40x
🌐 RedisNext.js (Turbopack)2.610s3.007s0.396s404.67x
💻 LocalNext.js (Turbopack)10.094s10.693s0.599s1218.07x
💻 LocalNitro11.192s (+1.2%)11.849s (+1.6%)0.657s1120.04x
💻 LocalExpress11.283s (+7.0% 🔺)11.939s (+8.2% 🔺)0.655s1120.20x
🌐 MongoDBNext.js (Turbopack)19.894s20.357s0.463s635.62x

▲ Production (Vercel)

WorldFrameworkWorkflow TimeWall TimeOverheadSamplesvs Fastest
▲ Vercel🥇 Next.js (Turbopack)6.462s (+3.3%)7.890s (~)1.428s161.00x
▲ VercelExpress6.699s (-5.6% 🟢)8.361s (-5.3% 🟢)1.663s151.04x
▲ VercelNitro6.706s (-2.6%)8.242s (-4.1%)1.536s161.04x

🔍 Observability: Next.js (Turbopack) | Express | Nitro

Stream Benchmarks(includes TTFB metrics)
workflow with stream

💻 Local Development

WorldFrameworkWorkflow TimeTTFBSlurpWall TimeOverheadSamplesvs Fastest
🌐 Redis🥇 Next.js (Turbopack)0.150s1.001s0.001s1.007s0.857s101.00x
🐘 PostgresExpress0.151s (-26.7% 🟢)0.999s (~)0.001s (-15.4% 🟢)1.008s (~)0.857s101.00x
💻 LocalNext.js (Turbopack)0.173s1.003s0.010s1.016s0.843s101.15x
🐘 PostgresNext.js (Turbopack)0.187s1.001s0.002s1.011s0.824s101.24x
💻 LocalExpress0.205s (+1.0%)1.004s (~)0.012s (+24.0% 🔺)1.018s (~)0.813s101.36x
🐘 PostgresNitro0.205s (+1.5%)0.994s (~)0.001s (+7.7% 🔺)1.009s (~)0.804s101.37x
💻 LocalNitro0.212s (+4.3%)1.004s (~)0.011s (-5.7% 🟢)1.018s (~)0.805s101.41x
🌐 MongoDBNext.js (Turbopack)0.520s0.933s0.002s1.009s0.489s103.45x

▲ Production (Vercel)

WorldFrameworkWorkflow TimeTTFBSlurpWall TimeOverheadSamplesvs Fastest
▲ Vercel🥇 Express1.309s (-24.5% 🟢)2.388s (-26.6% 🟢)0.642s (+85.6% 🔺)3.354s (-16.7% 🟢)2.045s101.00x
▲ VercelNitro1.520s (-36.2% 🟢)2.792s (-26.5% 🟢)0.539s (+45.9% 🔺)3.667s (-21.1% 🟢)2.148s101.16x
▲ VercelNext.js (Turbopack)1.578s (-1.7%)2.718s (-13.7% 🟢)0.604s (+92.7% 🔺)3.680s (-7.0% 🟢)2.102s101.21x

🔍 Observability: Express | Nitro | Next.js (Turbopack)

stream pipeline with 5 transform steps (1MB)

💻 Local Development

WorldFrameworkWorkflow TimeTTFBSlurpWall TimeOverheadSamplesvs Fastest
🌐 Redis🥇 Next.js (Turbopack)0.397s1.002s0.003s1.011s0.614s601.00x
🐘 PostgresExpress0.507s (-18.9% 🟢)1.007s (~)0.003s (-21.0% 🟢)1.020s (~)0.513s591.27x
🐘 PostgresNext.js (Turbopack)0.610s1.009s0.006s1.024s0.415s591.53x
🐘 PostgresNitro0.624s (~)1.004s (~)0.004s (-4.1%)1.022s (~)0.398s591.57x
💻 LocalNext.js (Turbopack)0.663s1.011s0.009s1.023s0.359s591.67x
💻 LocalNitro0.723s (-1.0%)1.013s (~)0.010s (+1.6%)1.024s (~)0.301s591.82x
💻 LocalExpress0.727s (-5.6% 🟢)1.011s (~)0.009s (~)1.023s (~)0.296s591.83x
🌐 MongoDBNext.js (Turbopack)1.316s1.958s0.003s2.013s0.696s303.31x

▲ Production (Vercel)

WorldFrameworkWorkflow TimeTTFBSlurpWall TimeOverheadSamplesvs Fastest
▲ Vercel🥇 Nitro3.913s (+3.4%)5.499s (+4.1%)0.234s (-39.1% 🟢)6.059s (~)2.146s101.00x
▲ VercelExpress3.938s5.138s0.446s5.942s2.004s111.01x
▲ VercelNext.js (Turbopack)6.408s (+51.1% 🔺)8.159s (+41.0% 🔺)0.487s (+25.8% 🔺)9.021s (+36.0% 🔺)2.613s71.64x

🔍 Observability: Nitro | Express | Next.js (Turbopack)

10 parallel streams (1MB each)

💻 Local Development

WorldFrameworkWorkflow TimeTTFBSlurpWall TimeOverheadSamplesvs Fastest
🌐 Redis🥇 Next.js (Turbopack)0.883s1.017s0.000s1.021s0.138s591.00x
🐘 PostgresExpress0.906s (-6.6% 🟢)1.052s (-10.2% 🟢)0.000s (-10.5% 🟢)1.059s (-11.4% 🟢)0.153s571.03x
🐘 PostgresNext.js (Turbopack)0.927s1.111s0.000s1.119s0.192s541.05x
🐘 PostgresNitro0.944s (-1.4%)1.107s (-3.6%)0.000s (+28.4% 🔺)1.119s (-3.7%)0.175s541.07x
💻 LocalNext.js (Turbopack)1.237s2.020s0.000s2.023s0.786s301.40x
💻 LocalExpress1.242s (+1.2%)2.023s (~)0.000s (-7.1% 🟢)2.025s (~)0.783s301.41x
💻 LocalNitro1.249s (~)2.022s (~)0.000s (+225.0% 🔺)2.024s (~)0.776s301.41x
🌐 MongoDBNext.js (Turbopack)2.350s2.957s0.000s3.007s0.657s202.66x

▲ Production (Vercel)

WorldFrameworkWorkflow TimeTTFBSlurpWall TimeOverheadSamplesvs Fastest
▲ Vercel🥇 Nitro2.637s (-91.5% 🟢)3.631s (-88.7% 🟢)0.000s (+Infinity% 🔺)4.095s (-87.5% 🟢)1.458s161.00x
▲ VercelExpress2.697s (+3.6%)3.639s (-1.5%)0.000s (-87.5% 🟢)4.050s (-1.8%)1.352s151.02x
▲ VercelNext.js (Turbopack)3.226s (-3.2%)4.369s (-6.1% 🟢)0.003s (+869.2% 🔺)4.794s (-5.9% 🟢)1.568s131.22x

🔍 Observability: Nitro | Express | Next.js (Turbopack)

fan-out fan-in 10 streams (1MB each)

💻 Local Development

WorldFrameworkWorkflow TimeTTFBSlurpWall TimeOverheadSamplesvs Fastest
🐘 Postgres🥇 Express1.630s (-13.2% 🟢)2.105s (-8.2% 🟢)0.000s (NaN%)2.112s (-8.4% 🟢)0.482s291.00x
🌐 RedisNext.js (Turbopack)1.660s2.001s0.000s2.006s0.346s301.02x
🐘 PostgresNitro1.767s (-1.1%)2.176s (+1.7%)0.000s (+50.0% 🔺)2.209s (+2.7%)0.443s281.08x
🐘 PostgresNext.js (Turbopack)1.843s2.140s0.000s2.148s0.305s291.13x
💻 LocalNext.js (Turbopack)3.412s4.034s0.001s4.038s0.626s152.09x
💻 LocalExpress3.558s (+4.2%)4.099s (+1.6%)0.000s (-25.0% 🟢)4.102s (+1.6%)0.544s152.18x
💻 LocalNitro3.563s (+0.5%)4.034s (~)0.001s (+11.1% 🔺)4.036s (~)0.474s152.19x
🌐 MongoDBNext.js (Turbopack)4.372s4.960s0.000s5.009s0.638s122.68x

▲ Production (Vercel)

WorldFrameworkWorkflow TimeTTFBSlurpWall TimeOverheadSamplesvs Fastest
▲ Vercel🥇 Nitro3.701s (-10.3% 🟢)5.109s (-4.4%)0.000s (-100.0% 🟢)5.459s (-5.9% 🟢)1.757s111.00x
▲ VercelExpress4.135s (+9.7% 🔺)5.265s (+8.0% 🔺)0.000s (+118.2% 🔺)5.583s (+4.7%)1.448s111.12x
▲ VercelNext.js (Turbopack)4.255s (+5.9% 🔺)5.267s (-1.2%)0.000s (+Infinity% 🔺)5.613s (-3.9%)1.358s111.15x

🔍 Observability: Nitro | Express | Next.js (Turbopack)

Summary

Fastest Framework by World

Winner determined by most benchmark wins

World🥇 Fastest FrameworkWins
💻 LocalNext.js (Turbopack)20/21
🐘 PostgresExpress21/21
▲ VercelExpress9/21
Fastest World by Framework

Winner determined by most benchmark wins

Framework🥇 Fastest WorldWins
Express🐘 Postgres18/21
Next.js (Turbopack)🌐 Redis14/21
Nitro🐘 Postgres15/21
Column Definitions
  • Workflow Time: Runtime reported by workflow (completedAt - createdAt) - primary metric
  • TTFB: Time to First Byte - time from workflow start until first stream byte received (stream benchmarks only)
  • Slurp: Time from first byte to complete stream consumption (stream benchmarks only)
  • Wall Time: Total testbench time (trigger workflow + poll for result)
  • Overhead: Testbench overhead (Wall Time - Workflow Time)
  • Samples: Number of benchmark iterations run
  • vs Fastest: How much slower compared to the fastest configuration for this benchmark

Worlds:

  • 💻 Local: In-memory filesystem world (local development)
  • 🐘 Postgres: PostgreSQL database world (local development)
  • ▲ Vercel: Vercel production/preview deployment
  • 🌐 Turso: Community world (local development)
  • 🌐 MongoDB: Community world (local development)
  • 🌐 Redis: Community world (local development)
  • 🌐 Jazz: Community world (local development)

📋 View full workflow run

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Port of vercel/ai#14229. Clean fix with solid test coverage.

What I verified

Core fix (toolsToModelTools): The type === 'provider' check correctly short-circuits before the function tool serialization path. Provider tools get { type: 'provider', id, name, args } — preserving identity. Function tools are unchanged. The return type widens from LanguageModelV3FunctionTool[] to Array<LanguageModelV3FunctionTool | LanguageModelV3ProviderTool>, which is compatible with the downstream doStreamStep parameter type (LanguageModelV3CallOptions['tools'] — already a union).

args default:(tool as any).args ?? {} defaults to empty object when args is undefined. This matches the AI SDK convention where provider tools may omit args (e.g. anthropic.tools.codeExecution). The test covers this case.

Mock model: The provider-tool-call variant correctly emits both tool-call with providerExecuted: true AND tool-result in the same stream — matching how real providers (Anthropic Gateway) return provider-executed tool results.

E2E workflows:agentProviderToolE2e (provider-only) and agentMixedToolsE2e (provider + function) cover the two critical scenarios. Both use as any for the provider tool definition, which is fine since ToolSet doesn't natively type provider tools.

Changeset:patch for @workflow/ai — correct. The changeset description is clear and references the root cause.

One observation (non-blocking)

The (tool as any).type === 'provider' cast works but is opaque. If ai ever exports a ProviderTool type or type guard (e.g. isProviderTool(tool)), consider switching to that for type safety. For now, as any matches the upstream fix pattern.

LGTM.

tools: ToolSet
): Promise<LanguageModelV3FunctionTool[]> {
): Promise<Array<LanguageModelV3FunctionTool | LanguageModelV3ProviderTool>> {
return Promise.all(

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Non-blocking:(tool as any).type === 'provider' is the same pattern used in the upstream AI SDK fix (vercel/ai#14229). If ai later exports a type guard or the ToolSet type is widened to include provider tools natively, this could be made type-safe. Fine for now.

…github.com>
I, Gregor Martynus <39992+gr2m@users.noreply.github.com>, hereby add my Signed-off-by to this commit: b1930b3
Signed-off-by: Gregor Martynus <39992+gr2m@users.noreply.github.com>
@ghost

ghost commented Apr 9, 2026

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Backported to stable (4d31619 -> 7faedb7).

ghost pushed a commit that referenced this pull request Apr 9, 2026
* fix(ai): preserve provider tool identity across step boundaries
Port of vercel/ai#14229. Provider tools (e.g. anthropic.tools.webSearch)
were converted to plain function tools in toolsToModelTools, stripping
type, id, and args fields. This caused providers like Anthropic Gateway
to not recognize them as provider-executed tools.
Co-Authored-By: Claude Opus 4.6 (1M context) <noreply@anthropic.com>
* DCO Remediation Commit for Gregor Martynus <39992+gr2m@users.noreply.github.com>
I, Gregor Martynus <39992+gr2m@users.noreply.github.com>, hereby add my Signed-off-by to this commit: b1930b3
Signed-off-by: Gregor Martynus <39992+gr2m@users.noreply.github.com>
---------
Signed-off-by: Gregor Martynus <39992+gr2m@users.noreply.github.com>
Co-authored-by: Claude Opus 4.6 (1M context) <noreply@anthropic.com>
@ghostghost mentioned this pull request Apr 9, 2026
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fix(ai): preserve provider tool identity across step boundaries - #1663

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gr2m merged 2 commits into
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fix/provider-tool-identity
Apr 9, 2026
Merged

fix(ai): preserve provider tool identity across step boundaries#1663
gr2m merged 2 commits into
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fix/provider-tool-identity

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@gr2m

@gr2mgr2m commented Apr 8, 2026

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Summary

  • Port of fix(workflow): preserve provider tool identity across step boundaries ai#14229 to the workflow SDK
  • toolsToModelTools was converting all tools into LanguageModelV3FunctionTool objects with type: 'function', stripping type: 'provider', id, and args from provider tools (e.g. anthropic.tools.webSearch, webFetch, codeExecution)
  • This caused the Anthropic Gateway to not recognize them as provider-executed tools, leading to errors like GatewayInternalServerError: Unexpected value(s) for the anthropic-beta header
  • The fix checks tool.type === 'provider' and returns a LanguageModelV3ProviderTool preserving identity, while regular function tools continue to be serialized as before
  • Adds provider-tool-call mock response type for testing provider-executed tool behavior end-to-end

Related issues & PRs

Changes

FileWhat changed
packages/ai/src/agent/tools-to-model-tools.tsCheck for type: 'provider' and return LanguageModelV3ProviderTool preserving id, name, args
packages/ai/src/agent/tools-to-model-tools.test.tsNew: 4 unit tests (function tools, provider tools, mixed, missing args default)
packages/ai/src/providers/mock.tsAdd provider-tool-call variant to MockResponseDescriptor (emits tool-call with providerExecuted: true + tool-result)
workbench/example/workflows/100_durable_agent_e2e.tsNew: agentProviderToolE2e and agentMixedToolsE2e workflow functions
packages/core/e2e/e2e-agent.test.tsNew: provider tools describe block with 2 E2E tests

Test plan

  • Unit tests pass (pnpm --filter @workflow/ai test — 173 tests, 10 files)
  • @workflow/ai builds cleanly (pnpm --filter @workflow/ai build)
  • Example workbench builds with new workflows (cd workbench/example && pnpm build)
  • New workflows appear in manifest
  • E2E: agentProviderToolE2e — provider tool identity preserved across step boundaries
  • E2E: agentMixedToolsE2e — mixed provider + function tools in same agent

Port of vercel/ai#14229. Provider tools (e.g. anthropic.tools.webSearch)
were converted to plain function tools in toolsToModelTools, stripping
type, id, and args fields. This caused providers like Anthropic Gateway
to not recognize them as provider-executed tools.
Co-Authored-By: Claude Opus 4.6 (1M context) <noreply@anthropic.com>
@gr2m
gr2m requested a review from a team as a code ownerApril 8, 2026 23:11
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changeset-botBot commented Apr 8, 2026

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🦋 Changeset detected

Latest commit: 9bc8db3

The changes in this PR will be included in the next version bump.

This PR includes changesets to release 1 package
NameType
@workflow/aiPatch

Not sure what this means? Click here to learn what changesets are.

Click here if you're a maintainer who wants to add another changeset to this PR

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🧪 E2E Test Results

Some tests failed

Summary

PassedFailedSkippedTotal
✅ ▲ Vercel Production912067979
✅ 💻 Local Development88601821068
✅ 📦 Local Production88601821068
✅ 🐘 Local Postgres88601821068
✅ 🪟 Windows810889
❌ 🌍 Community Worlds1376424225
✅ 📋 Other225042267
Total4013646874764

❌ Failed Tests

🌍 Community Worlds (64 failed)

mongodb (3 failed):

  • hookWorkflow is not resumable via public webhook endpoint | wrun_01KNSGFHPFFMAA8H38BRH1037T
  • concurrent hook token conflict - two workflows cannot use the same hook token simultaneously | wrun_01KNSGQY3GWBTG8ND3HPHKX47R
  • resilient start: addTenWorkflow completes when run_created returns 500 | wrun_01KNSGYACXRNBD7XDK8V1YH39S

redis (3 failed):

  • hookWorkflow is not resumable via public webhook endpoint | wrun_01KNSGFHPFFMAA8H38BRH1037T
  • concurrent hook token conflict - two workflows cannot use the same hook token simultaneously | wrun_01KNSGQY3GWBTG8ND3HPHKX47R
  • resilient start: addTenWorkflow completes when run_created returns 500 | wrun_01KNSGYACXRNBD7XDK8V1YH39S

turso (58 failed):

  • addTenWorkflow | wrun_01KNSGEARX3SK20464GQYH34C6
  • addTenWorkflow | wrun_01KNSGEARX3SK20464GQYH34C6
  • wellKnownAgentWorkflow (.well-known/agent) | wrun_01KNQW70VW9T3KB6GB889Q01SH
  • should work with react rendering in step
  • promiseAllWorkflow | wrun_01KNSGEHD68J2A9DT5VFCDVH0T
  • promiseRaceWorkflow | wrun_01KNSGEQ4SNX484AJ030YB3PF6
  • promiseAnyWorkflow | wrun_01KNSGES8WXH81XXJ4F8VER4WZ
  • importedStepOnlyWorkflow | wrun_01KNQW7BP2BT3QB90Y6S6K06H4
  • hookWorkflow | wrun_01KNSGF5XF3TZEJG4NZV6XRKYD
  • hookWorkflow is not resumable via public webhook endpoint | wrun_01KNSGFHPFFMAA8H38BRH1037T
  • webhookWorkflow | wrun_01KNSGFW96WVWTWERDY50KKWGS
  • sleepingWorkflow | wrun_01KNSGG332P8D3KHFW2787BTBT
  • parallelSleepWorkflow | wrun_01KNSGGFXEN2FFDCAHVFDB65WY
  • nullByteWorkflow | wrun_01KNSGGMC9Y92175VM97PHX9GS
  • workflowAndStepMetadataWorkflow | wrun_01KNSGGPRX2QY5D0PW07WM63FH
  • fetchWorkflow | wrun_01KNSGKJTBACJ4Z75A5JD4KMKY
  • promiseRaceStressTestWorkflow | wrun_01KNSGKP9MCDDXR15SC2YD85JT
  • error handling error propagation workflow errors nested function calls preserve message and stack trace
  • error handling error propagation workflow errors cross-file imports preserve message and stack trace
  • error handling error propagation step errors basic step error preserves message and stack trace
  • error handling error propagation step errors cross-file step error preserves message and function names in stack
  • error handling retry behavior regular Error retries until success
  • error handling retry behavior FatalError fails immediately without retries
  • error handling retry behavior RetryableError respects custom retryAfter delay
  • error handling retry behavior maxRetries=0 disables retries
  • error handling catchability FatalError can be caught and detected with FatalError.is()
  • error handling not registered WorkflowNotRegisteredError fails the run when workflow does not exist
  • error handling not registered StepNotRegisteredError fails the step but workflow can catch it
  • error handling not registered StepNotRegisteredError fails the run when not caught in workflow
  • hookCleanupTestWorkflow - hook token reuse after workflow completion | wrun_01KNSGQ8ZQSH649M39EVE8AYS8
  • concurrent hook token conflict - two workflows cannot use the same hook token simultaneously | wrun_01KNSGQY3GWBTG8ND3HPHKX47R
  • hookDisposeTestWorkflow - hook token reuse after explicit disposal while workflow still running | wrun_01KNSGRKVT3RQWZMHCYKY0HZ37
  • stepFunctionPassingWorkflow - step function references can be passed as arguments (without closure vars) | wrun_01KNSGS8E6NJV1EQXQS7CVPGDW
  • stepFunctionWithClosureWorkflow - step function with closure variables passed as argument | wrun_01KNSGSH1R595ZXGKJR5ZWASJX
  • closureVariableWorkflow - nested step functions with closure variables | wrun_01KNSGSPRYGW1RAN77QA54AKY2
  • spawnWorkflowFromStepWorkflow - spawning a child workflow using start() inside a step | wrun_01KNSGSS0DM9FDG1MYE08TZB41
  • health check (queue-based) - workflow and step endpoints respond to health check messages
  • pathsAliasWorkflow - TypeScript path aliases resolve correctly | wrun_01KNSGT746R2FDCYN8N48HAJ9S
  • Calculator.calculate - static workflow method using static step methods from another class | wrun_01KNSGTCXVCX0J8QC3KX34E5Q4
  • AllInOneService.processNumber - static workflow method using sibling static step methods | wrun_01KNSGTMPVNXKJG9HZ684CWVTM
  • ChainableService.processWithThis - static step methods using this to reference the class | wrun_01KNSGTVBGW24HV66DB3CM9BT0
  • thisSerializationWorkflow - step function invoked with .call() and .apply() | wrun_01KNSGV223PVAG0GGJ7D3ZTJJ9
  • customSerializationWorkflow - custom class serialization with WORKFLOW_SERIALIZE/WORKFLOW_DESERIALIZE | wrun_01KNSGV9TSRCMCARSG52190SDC
  • instanceMethodStepWorkflow - instance methods with "use step" directive | wrun_01KNSGVGD247K4HE02HPR2EV7Q
  • crossContextSerdeWorkflow - classes defined in step code are deserializable in workflow context | wrun_01KNSGVVMJQS639WC25H1ND3RE
  • stepFunctionAsStartArgWorkflow - step function reference passed as start() argument | wrun_01KNSGW3G3W1YXQ14KXH6SYP2K
  • cancelRun - cancelling a running workflow | wrun_01KNSGWA576RNBPCXTRV6HQF01
  • cancelRun via CLI - cancelling a running workflow | wrun_01KNSGWK96Y606FHSFJP6P7NM7
  • pages router addTenWorkflow via pages router
  • pages router promiseAllWorkflow via pages router
  • pages router sleepingWorkflow via pages router
  • hookWithSleepWorkflow - hook payloads delivered correctly with concurrent sleep | wrun_01KNSGWZ0B4TG2V5CVSWBB5PQR
  • sleepInLoopWorkflow - sleep inside loop with steps actually delays each iteration | wrun_01KNSGXKGZ469J60NVHKTT8S3M
  • sleepWithSequentialStepsWorkflow - sequential steps work with concurrent sleep (control) | wrun_01KNSGXZ8CA1YTQ890QJVWWW00
  • importMetaUrlWorkflow - import.meta.url is available in step bundles | wrun_01KNSGY5T3M5JWG9SQPR98T6T5
  • metadataFromHelperWorkflow - getWorkflowMetadata/getStepMetadata work from module-level helper (#1577) | wrun_01KNSGY860FA9ZSWY45X3FZ3DB
  • resilient start: addTenWorkflow completes when run_created returns 500 | wrun_01KNSGYACXRNBD7XDK8V1YH39S
  • getterStepWorkflow - getter functions with "use step" directive | wrun_01KNSGYDW8RFVMFT59A3XDR00C

Details by Category

✅ ▲ Vercel Production
AppPassedFailedSkipped
✅ astro8207
✅ example8207
✅ express8207
✅ fastify8207
✅ hono8207
✅ nextjs-turbopack8702
✅ nextjs-webpack8702
✅ nitro8207
✅ nuxt8207
✅ sveltekit8207
✅ vite8207
✅ 💻 Local Development
AppPassedFailedSkipped
✅ astro-stable75014
✅ express-stable75014
✅ fastify-stable75014
✅ hono-stable75014
✅ nextjs-turbopack-canary62027
✅ nextjs-turbopack-stable8108
✅ nextjs-webpack-canary62027
✅ nextjs-webpack-stable8108
✅ nitro-stable75014
✅ nuxt-stable75014
✅ sveltekit-stable75014
✅ vite-stable75014
✅ 📦 Local Production
AppPassedFailedSkipped
✅ astro-stable75014
✅ express-stable75014
✅ fastify-stable75014
✅ hono-stable75014
✅ nextjs-turbopack-canary62027
✅ nextjs-turbopack-stable8108
✅ nextjs-webpack-canary62027
✅ nextjs-webpack-stable8108
✅ nitro-stable75014
✅ nuxt-stable75014
✅ sveltekit-stable75014
✅ vite-stable75014
✅ 🐘 Local Postgres
AppPassedFailedSkipped
✅ astro-stable75014
✅ express-stable75014
✅ fastify-stable75014
✅ hono-stable75014
✅ nextjs-turbopack-canary62027
✅ nextjs-turbopack-stable8108
✅ nextjs-webpack-canary62027
✅ nextjs-webpack-stable8108
✅ nitro-stable75014
✅ nuxt-stable75014
✅ sveltekit-stable75014
✅ vite-stable75014
✅ 🪟 Windows
AppPassedFailedSkipped
✅ nextjs-turbopack8108
❌ 🌍 Community Worlds
AppPassedFailedSkipped
✅ mongodb-dev500
❌ mongodb5938
✅ redis-dev500
❌ redis5938
✅ turso-dev500
❌ turso4588
✅ 📋 Other
AppPassedFailedSkipped
✅ e2e-local-dev-nest-stable75014
✅ e2e-local-postgres-nest-stable75014
✅ e2e-local-prod-nest-stable75014

📋 View full workflow run

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📊 Benchmark Results

📈 Comparing against baseline from main branch. Green 🟢 = faster, Red 🔺 = slower.

workflow with no steps

💻 Local Development

WorldFrameworkWorkflow TimeWall TimeOverheadSamplesvs Fastest
💻 Local🥇 Express0.042s (-3.7%)1.006s (~)0.964s101.00x
🐘 PostgresExpress0.043s (-26.3% 🟢)1.009s (~)0.966s101.03x
💻 LocalNitro0.043s (~)1.005s (~)0.962s101.04x
🌐 RedisNext.js (Turbopack)0.046s1.005s0.959s101.10x
💻 LocalNext.js (Turbopack)0.050s1.005s0.955s101.18x
🐘 PostgresNitro0.054s (-13.7% 🟢)1.009s (~)0.955s101.30x
🐘 PostgresNext.js (Turbopack)0.058s1.010s0.952s101.37x
🌐 MongoDBNext.js (Turbopack)0.095s1.007s0.912s102.27x

▲ Production (Vercel)

WorldFrameworkWorkflow TimeWall TimeOverheadSamplesvs Fastest
▲ Vercel🥇 Express0.256s (+22.5% 🔺)2.425s (+11.6% 🔺)2.168s101.00x
▲ VercelNitro0.306s (+31.4% 🔺)2.018s (-3.5%)1.711s101.20x
▲ VercelNext.js (Turbopack)0.417s (+81.3% 🔺)2.150s (-5.1% 🟢)1.733s101.63x

🔍 Observability: Express | Nitro | Next.js (Turbopack)

workflow with 1 step

💻 Local Development

WorldFrameworkWorkflow TimeWall TimeOverheadSamplesvs Fastest
🌐 Redis🥇 Next.js (Turbopack)1.106s2.006s0.901s101.00x
🐘 PostgresExpress1.112s (-2.8%)2.008s (~)0.896s101.01x
💻 LocalNext.js (Turbopack)1.123s2.006s0.883s101.02x
💻 LocalExpress1.127s (~)2.007s (~)0.880s101.02x
💻 LocalNitro1.129s (~)2.006s (~)0.877s101.02x
🐘 PostgresNext.js (Turbopack)1.136s2.009s0.874s101.03x
🐘 PostgresNitro1.138s (-0.6%)2.010s (~)0.873s101.03x
🌐 MongoDBNext.js (Turbopack)1.317s2.009s0.692s101.19x

▲ Production (Vercel)

WorldFrameworkWorkflow TimeWall TimeOverheadSamplesvs Fastest
▲ Vercel🥇 Express1.878s (+1.7%)3.541s (-3.2%)1.663s101.00x
▲ VercelNext.js (Turbopack)1.956s (-5.1% 🟢)3.678s (-3.7%)1.723s101.04x
▲ VercelNitro2.040s (+7.1% 🔺)3.600s (-4.8%)1.560s101.09x

🔍 Observability: Express | Next.js (Turbopack) | Nitro

workflow with 10 sequential steps

💻 Local Development

WorldFrameworkWorkflow TimeWall TimeOverheadSamplesvs Fastest
🌐 Redis🥇 Next.js (Turbopack)10.590s11.023s0.433s31.00x
🐘 PostgresExpress10.690s (-2.0%)11.019s (~)0.329s31.01x
💻 LocalNext.js (Turbopack)10.795s11.024s0.229s31.02x
💻 LocalExpress10.912s (~)11.024s (~)0.112s31.03x
💻 LocalNitro10.923s (~)11.023s (~)0.100s31.03x
🐘 PostgresNext.js (Turbopack)10.944s11.019s0.075s31.03x
🐘 PostgresNitro10.947s (~)11.023s (~)0.075s31.03x
🌐 MongoDBNext.js (Turbopack)12.278s13.024s0.746s31.16x

▲ Production (Vercel)

WorldFrameworkWorkflow TimeWall TimeOverheadSamplesvs Fastest
▲ Vercel🥇 Nitro16.907s (-1.2%)18.602s (-5.8% 🟢)1.694s21.00x
▲ VercelNext.js (Turbopack)17.256s (~)19.035s (-2.0%)1.779s21.02x
▲ VercelExpress17.674s (-7.1% 🟢)18.832s (-10.2% 🟢)1.158s21.05x

🔍 Observability: Nitro | Next.js (Turbopack) | Express

workflow with 25 sequential steps

💻 Local Development

WorldFrameworkWorkflow TimeWall TimeOverheadSamplesvs Fastest
🌐 Redis🥇 Next.js (Turbopack)13.911s14.028s0.117s51.00x
🐘 PostgresExpress14.006s (-3.7%)14.219s (-5.3% 🟢)0.213s51.01x
🐘 PostgresNext.js (Turbopack)14.486s15.023s0.536s41.04x
🐘 PostgresNitro14.524s (-0.6%)15.017s (~)0.493s41.04x
💻 LocalNext.js (Turbopack)14.801s15.030s0.229s41.06x
💻 LocalExpress14.973s (~)15.280s (+1.7%)0.306s41.08x
💻 LocalNitro14.992s (~)15.280s (+1.7%)0.287s41.08x
🌐 MongoDBNext.js (Turbopack)17.859s18.028s0.169s41.28x

▲ Production (Vercel)

WorldFrameworkWorkflow TimeWall TimeOverheadSamplesvs Fastest
▲ Vercel🥇 Nitro30.966s (-6.1% 🟢)32.187s (-7.8% 🟢)1.221s21.00x
▲ VercelNext.js (Turbopack)31.012s (-8.4% 🟢)32.629s (-9.0% 🟢)1.616s21.00x
▲ VercelExpress31.672s (-1.2%)33.365s (~)1.693s21.02x

🔍 Observability: Nitro | Next.js (Turbopack) | Express

workflow with 50 sequential steps

💻 Local Development

WorldFrameworkWorkflow TimeWall TimeOverheadSamplesvs Fastest
🌐 Redis🥇 Next.js (Turbopack)12.779s13.169s0.390s71.00x
🐘 PostgresExpress12.912s (-8.8% 🟢)13.161s (-12.4% 🟢)0.249s71.01x
🐘 PostgresNext.js (Turbopack)13.837s14.166s0.330s71.08x
🐘 PostgresNitro14.039s (-0.7%)14.597s (-1.0%)0.558s71.10x
💻 LocalNext.js (Turbopack)15.866s16.029s0.163s61.24x
💻 LocalExpress16.746s (+2.3%)17.031s (~)0.285s61.31x
💻 LocalNitro16.789s (+1.4%)17.031s (~)0.241s61.31x
🌐 MongoDBNext.js (Turbopack)20.344s21.027s0.683s51.59x

▲ Production (Vercel)

WorldFrameworkWorkflow TimeWall TimeOverheadSamplesvs Fastest
▲ Vercel🥇 Express47.932s (-76.8% 🟢)49.164s (-76.4% 🟢)1.232s21.00x
▲ VercelNext.js (Turbopack)51.169s (-15.6% 🟢)52.170s (-16.6% 🟢)1.001s21.07x
▲ VercelNitro53.916s (-73.9% 🟢)55.513s (-73.4% 🟢)1.596s21.12x

🔍 Observability: Express | Next.js (Turbopack) | Nitro

Promise.all with 10 concurrent steps

💻 Local Development

WorldFrameworkWorkflow TimeWall TimeOverheadSamplesvs Fastest
🐘 Postgres🥇 Express1.201s (-4.7%)2.010s (~)0.809s151.00x
🐘 PostgresNext.js (Turbopack)1.223s2.009s0.787s151.02x
🌐 RedisNext.js (Turbopack)1.248s2.006s0.758s151.04x
🐘 PostgresNitro1.266s (-1.9%)2.009s (~)0.743s151.05x
💻 LocalNext.js (Turbopack)1.471s2.006s0.534s151.23x
💻 LocalExpress1.498s (~)2.006s (~)0.508s151.25x
💻 LocalNitro1.925s (+25.2% 🔺)2.391s (+19.2% 🔺)0.466s131.60x
🌐 MongoDBNext.js (Turbopack)2.265s3.108s0.843s101.89x

▲ Production (Vercel)

WorldFrameworkWorkflow TimeWall TimeOverheadSamplesvs Fastest
▲ Vercel🥇 Nitro2.297s (-11.9% 🟢)3.580s (-17.2% 🟢)1.284s91.00x
▲ VercelExpress2.388s (-13.1% 🟢)3.699s (-17.0% 🟢)1.311s91.04x
▲ VercelNext.js (Turbopack)2.447s (~)4.007s (-11.6% 🟢)1.559s81.07x

🔍 Observability: Nitro | Express | Next.js (Turbopack)

Promise.all with 25 concurrent steps

💻 Local Development

WorldFrameworkWorkflow TimeWall TimeOverheadSamplesvs Fastest
🐘 Postgres🥇 Express2.286s (-3.9%)3.009s (~)0.723s101.00x
🐘 PostgresNitro2.354s (~)3.009s (~)0.654s101.03x
🌐 RedisNext.js (Turbopack)2.394s3.008s0.614s101.05x
🐘 PostgresNext.js (Turbopack)2.403s3.008s0.605s101.05x
💻 LocalNext.js (Turbopack)2.778s3.108s0.330s101.21x
💻 LocalExpress2.974s (+5.2% 🔺)3.564s (+14.6% 🔺)0.590s91.30x
💻 LocalNitro3.024s (+3.3%)3.760s (+21.0% 🔺)0.736s81.32x
🌐 MongoDBNext.js (Turbopack)9.639s10.015s0.376s34.22x

▲ Production (Vercel)

WorldFrameworkWorkflow TimeWall TimeOverheadSamplesvs Fastest
▲ Vercel🥇 Next.js (Turbopack)2.637s (-7.2% 🟢)4.090s (-14.6% 🟢)1.453s81.00x
▲ VercelExpress2.736s (-10.5% 🟢)4.057s (-13.2% 🟢)1.321s91.04x
▲ VercelNitro2.825s (-17.7% 🟢)4.342s (-13.8% 🟢)1.517s71.07x

🔍 Observability: Next.js (Turbopack) | Express | Nitro

Promise.all with 50 concurrent steps

💻 Local Development

WorldFrameworkWorkflow TimeWall TimeOverheadSamplesvs Fastest
🐘 Postgres🥇 Express3.368s (-3.1%)4.011s (~)0.643s81.00x
🐘 PostgresNitro3.456s (~)4.013s (~)0.557s81.03x
🐘 PostgresNext.js (Turbopack)3.653s4.009s0.356s81.08x
🌐 RedisNext.js (Turbopack)3.929s4.295s0.366s71.17x
💻 LocalNext.js (Turbopack)7.156s7.766s0.610s42.13x
💻 LocalNitro8.258s (+0.9%)9.023s (~)0.765s42.45x
💻 LocalExpress8.354s (+9.7% 🔺)9.022s (+9.1% 🔺)0.668s42.48x
🌐 MongoDBNext.js (Turbopack)20.324s20.521s0.197s26.04x

▲ Production (Vercel)

WorldFrameworkWorkflow TimeWall TimeOverheadSamplesvs Fastest
▲ Vercel🥇 Nitro2.764s (-15.7% 🟢)4.584s (-6.8% 🟢)1.819s71.00x
▲ VercelExpress2.794s (-8.8% 🟢)4.453s (-7.3% 🟢)1.659s71.01x
▲ VercelNext.js (Turbopack)3.647s (-10.3% 🟢)5.366s (-14.5% 🟢)1.719s61.32x

🔍 Observability: Nitro | Express | Next.js (Turbopack)

Promise.race with 10 concurrent steps

💻 Local Development

WorldFrameworkWorkflow TimeWall TimeOverheadSamplesvs Fastest
🐘 Postgres🥇 Express1.193s (-5.7% 🟢)2.008s (~)0.815s151.00x
🐘 PostgresNext.js (Turbopack)1.229s2.009s0.779s151.03x
🐘 PostgresNitro1.255s (~)2.008s (~)0.753s151.05x
🌐 RedisNext.js (Turbopack)1.262s2.006s0.744s151.06x
💻 LocalNext.js (Turbopack)1.479s2.006s0.527s151.24x
💻 LocalNitro1.550s (+1.2%)2.006s (~)0.456s151.30x
💻 LocalExpress1.562s (+3.7%)2.006s (~)0.445s151.31x
🌐 MongoDBNext.js (Turbopack)3.029s3.758s0.729s82.54x

▲ Production (Vercel)

WorldFrameworkWorkflow TimeWall TimeOverheadSamplesvs Fastest
▲ Vercel🥇 Next.js (Turbopack)2.040s (-12.9% 🟢)3.115s (-25.4% 🟢)1.075s101.00x
▲ VercelNitro2.044s (-10.9% 🟢)3.397s (-14.1% 🟢)1.353s91.00x
▲ VercelExpress2.170s (-4.8%)3.806s (-4.0%)1.636s91.06x

🔍 Observability: Next.js (Turbopack) | Nitro | Express

Promise.race with 25 concurrent steps

💻 Local Development

WorldFrameworkWorkflow TimeWall TimeOverheadSamplesvs Fastest
🐘 Postgres🥇 Express2.243s (-4.6%)3.009s (~)0.766s101.00x
🐘 PostgresNitro2.353s (-0.9%)3.009s (~)0.657s101.05x
🐘 PostgresNext.js (Turbopack)2.368s3.007s0.639s101.06x
🌐 RedisNext.js (Turbopack)2.386s3.008s0.622s101.06x
💻 LocalNext.js (Turbopack)3.022s3.760s0.737s81.35x
💻 LocalExpress3.160s (+10.5% 🔺)4.010s (+33.3% 🔺)0.850s81.41x
💻 LocalNitro3.245s (+4.7%)4.013s (+3.3%)0.768s81.45x
🌐 MongoDBNext.js (Turbopack)9.059s9.763s0.704s44.04x

▲ Production (Vercel)

WorldFrameworkWorkflow TimeWall TimeOverheadSamplesvs Fastest
▲ Vercel🥇 Nitro2.152s (-99.3% 🟢)3.635s (-98.8% 🟢)1.483s91.00x
▲ VercelExpress2.374s (-97.0% 🟢)3.577s (-95.6% 🟢)1.203s91.10x
▲ VercelNext.js (Turbopack)2.831s (~)3.983s (-16.1% 🟢)1.152s81.32x

🔍 Observability: Nitro | Express | Next.js (Turbopack)

Promise.race with 50 concurrent steps

💻 Local Development

WorldFrameworkWorkflow TimeWall TimeOverheadSamplesvs Fastest
🐘 Postgres🥇 Express3.392s (-2.4%)4.011s (~)0.618s81.00x
🐘 PostgresNitro3.470s (~)4.011s (~)0.542s81.02x
🐘 PostgresNext.js (Turbopack)3.638s4.010s0.372s81.07x
🌐 RedisNext.js (Turbopack)3.996s4.440s0.443s71.18x
💻 LocalNext.js (Turbopack)8.087s8.773s0.686s42.38x
💻 LocalNitro8.774s (-2.1%)9.023s (-2.7%)0.249s42.59x
💻 LocalExpress8.909s (+11.1% 🔺)9.273s (+5.7% 🔺)0.364s42.63x
🌐 MongoDBNext.js (Turbopack)19.413s20.019s0.606s25.72x

▲ Production (Vercel)

WorldFrameworkWorkflow TimeWall TimeOverheadSamplesvs Fastest
▲ Vercel🥇 Express2.888s (-35.2% 🟢)4.274s (-28.9% 🟢)1.387s81.00x
▲ VercelNitro3.001s (~)4.347s (-7.2% 🟢)1.347s71.04x
▲ VercelNext.js (Turbopack)3.638s (+1.3%)5.217s (-2.2%)1.579s61.26x

🔍 Observability: Express | Nitro | Next.js (Turbopack)

workflow with 10 sequential data payload steps (10KB)

💻 Local Development

WorldFrameworkWorkflow TimeWall TimeOverheadSamplesvs Fastest
🌐 Redis🥇 Next.js (Turbopack)0.559s1.004s0.446s601.00x
🐘 PostgresExpress0.593s (-30.5% 🟢)1.006s (~)0.413s601.06x
🐘 PostgresNext.js (Turbopack)0.765s1.006s0.241s601.37x
🐘 PostgresNitro0.833s (+1.1%)1.006s (~)0.172s601.49x
💻 LocalNext.js (Turbopack)0.840s1.021s0.181s591.50x
💻 LocalExpress0.984s (-3.6%)1.076s (-30.3% 🟢)0.091s561.76x
💻 LocalNitro1.001s (+1.7%)1.303s (+10.3% 🔺)0.301s471.79x
🌐 MongoDBNext.js (Turbopack)2.122s3.007s0.885s203.80x

▲ Production (Vercel)

WorldFrameworkWorkflow TimeWall TimeOverheadSamplesvs Fastest
▲ Vercel🥇 Express8.561s (-16.9% 🟢)10.244s (-14.8% 🟢)1.683s61.00x
▲ VercelNitro8.938s (-1.8%)10.767s (-3.7%)1.829s61.04x
▲ VercelNext.js (Turbopack)9.169s (-11.3% 🟢)11.004s (-11.7% 🟢)1.834s61.07x

🔍 Observability: Express | Nitro | Next.js (Turbopack)

workflow with 25 sequential data payload steps (10KB)

💻 Local Development

WorldFrameworkWorkflow TimeWall TimeOverheadSamplesvs Fastest
🌐 Redis🥇 Next.js (Turbopack)1.310s2.006s0.696s451.00x
🐘 PostgresExpress1.431s (-30.4% 🟢)2.007s (-30.4% 🟢)0.576s451.09x
🐘 PostgresNext.js (Turbopack)1.882s2.075s0.193s441.44x
🐘 PostgresNitro2.006s (+1.7%)2.376s (+6.7% 🔺)0.370s381.53x
💻 LocalNext.js (Turbopack)2.607s3.008s0.401s301.99x
💻 LocalNitro3.022s (+0.6%)3.689s (+4.0%)0.667s252.31x
💻 LocalExpress3.049s (~)3.800s (+4.2%)0.752s242.33x
🌐 MongoDBNext.js (Turbopack)5.228s6.012s0.784s153.99x

▲ Production (Vercel)

WorldFrameworkWorkflow TimeWall TimeOverheadSamplesvs Fastest
▲ Vercel🥇 Nitro26.962s (-6.8% 🟢)28.229s (-8.0% 🟢)1.267s41.00x
▲ VercelExpress27.015s (-3.8%)28.217s (-6.2% 🟢)1.202s41.00x
▲ VercelNext.js (Turbopack)30.133s (-2.2%)31.303s (-4.8%)1.170s31.12x

🔍 Observability: Nitro | Express | Next.js (Turbopack)

workflow with 50 sequential data payload steps (10KB)

💻 Local Development

WorldFrameworkWorkflow TimeWall TimeOverheadSamplesvs Fastest
🌐 Redis🥇 Next.js (Turbopack)2.648s3.007s0.359s401.00x
🐘 PostgresExpress2.988s (-26.6% 🟢)3.369s (-30.0% 🟢)0.381s361.13x
🐘 PostgresNext.js (Turbopack)3.788s4.009s0.221s301.43x
🐘 PostgresNitro4.078s (-1.5%)4.625s (-5.4% 🟢)0.547s261.54x
💻 LocalNext.js (Turbopack)8.332s9.018s0.686s143.15x
💻 LocalNitro9.206s (~)9.864s (-0.8%)0.659s133.48x
💻 LocalExpress9.284s (+3.8%)10.019s (+6.6% 🔺)0.735s123.51x
🌐 MongoDBNext.js (Turbopack)10.363s11.018s0.654s113.91x

▲ Production (Vercel)

WorldFrameworkWorkflow TimeWall TimeOverheadSamplesvs Fastest
▲ Vercel🥇 Express70.807s (-6.6% 🟢)72.025s (-7.3% 🟢)1.218s21.00x
▲ VercelNitro73.198s (~)74.383s (-0.6%)1.186s21.03x
▲ VercelNext.js (Turbopack)76.448s (-8.4% 🟢)78.866s (-7.7% 🟢)2.417s21.08x

🔍 Observability: Express | Nitro | Next.js (Turbopack)

workflow with 10 concurrent data payload steps (10KB)

💻 Local Development

WorldFrameworkWorkflow TimeWall TimeOverheadSamplesvs Fastest
🐘 Postgres🥇 Express0.218s (-22.1% 🟢)1.007s (~)0.789s601.00x
🌐 RedisNext.js (Turbopack)0.230s1.004s0.774s601.06x
🐘 PostgresNext.js (Turbopack)0.239s1.007s0.768s601.10x
🐘 PostgresNitro0.274s (-4.4%)1.007s (~)0.732s601.26x
💻 LocalNext.js (Turbopack)0.527s1.004s0.477s602.42x
💻 LocalExpress0.581s (-1.6%)1.005s (~)0.424s602.67x
💻 LocalNitro0.591s (~)1.004s (~)0.413s602.72x
🌐 MongoDBNext.js (Turbopack)3.248s3.884s0.636s1614.93x

▲ Production (Vercel)

WorldFrameworkWorkflow TimeWall TimeOverheadSamplesvs Fastest
▲ Vercel🥇 Express1.458s (-23.6% 🟢)2.760s (-22.4% 🟢)1.302s221.00x
▲ VercelNitro1.459s (-18.8% 🟢)2.641s (-25.9% 🟢)1.182s231.00x
▲ VercelNext.js (Turbopack)1.576s (-5.2% 🟢)3.007s (-7.1% 🟢)1.431s201.08x

🔍 Observability: Express | Nitro | Next.js (Turbopack)

workflow with 25 concurrent data payload steps (10KB)

💻 Local Development

WorldFrameworkWorkflow TimeWall TimeOverheadSamplesvs Fastest
🐘 Postgres🥇 Express0.355s (-28.2% 🟢)1.006s (~)0.651s901.00x
🐘 PostgresNext.js (Turbopack)0.482s1.006s0.525s901.36x
🐘 PostgresNitro0.490s (-2.6%)1.007s (~)0.517s901.38x
🌐 RedisNext.js (Turbopack)1.032s1.641s0.609s552.91x
💻 LocalNext.js (Turbopack)2.442s3.009s0.567s306.88x
💻 LocalNitro2.530s (-1.2%)3.009s (~)0.479s307.13x
💻 LocalExpress2.546s (+4.1%)3.010s (~)0.464s307.17x
🌐 MongoDBNext.js (Turbopack)9.307s9.914s0.607s1026.22x

▲ Production (Vercel)

WorldFrameworkWorkflow TimeWall TimeOverheadSamplesvs Fastest
▲ Vercel🥇 Express2.619s (~)4.232s (-2.7%)1.613s221.00x
▲ VercelNitro2.644s (+6.7% 🔺)4.341s (+4.0%)1.697s221.01x
▲ VercelNext.js (Turbopack)3.238s (-8.8% 🟢)4.394s (-14.6% 🟢)1.156s211.24x

🔍 Observability: Express | Nitro | Next.js (Turbopack)

workflow with 50 concurrent data payload steps (10KB)

💻 Local Development

WorldFrameworkWorkflow TimeWall TimeOverheadSamplesvs Fastest
🐘 Postgres🥇 Express0.558s (-29.3% 🟢)1.007s (~)0.448s1201.00x
🐘 PostgresNext.js (Turbopack)0.744s1.006s0.262s1201.33x
🐘 PostgresNitro0.782s (-9.4% 🟢)1.007s (-5.3% 🟢)0.226s1201.40x
🌐 RedisNext.js (Turbopack)2.610s3.007s0.396s404.67x
💻 LocalNext.js (Turbopack)10.094s10.693s0.599s1218.07x
💻 LocalNitro11.192s (+1.2%)11.849s (+1.6%)0.657s1120.04x
💻 LocalExpress11.283s (+7.0% 🔺)11.939s (+8.2% 🔺)0.655s1120.20x
🌐 MongoDBNext.js (Turbopack)19.894s20.357s0.463s635.62x

▲ Production (Vercel)

WorldFrameworkWorkflow TimeWall TimeOverheadSamplesvs Fastest
▲ Vercel🥇 Next.js (Turbopack)6.462s (+3.3%)7.890s (~)1.428s161.00x
▲ VercelExpress6.699s (-5.6% 🟢)8.361s (-5.3% 🟢)1.663s151.04x
▲ VercelNitro6.706s (-2.6%)8.242s (-4.1%)1.536s161.04x

🔍 Observability: Next.js (Turbopack) | Express | Nitro

Stream Benchmarks(includes TTFB metrics)
workflow with stream

💻 Local Development

WorldFrameworkWorkflow TimeTTFBSlurpWall TimeOverheadSamplesvs Fastest
🌐 Redis🥇 Next.js (Turbopack)0.150s1.001s0.001s1.007s0.857s101.00x
🐘 PostgresExpress0.151s (-26.7% 🟢)0.999s (~)0.001s (-15.4% 🟢)1.008s (~)0.857s101.00x
💻 LocalNext.js (Turbopack)0.173s1.003s0.010s1.016s0.843s101.15x
🐘 PostgresNext.js (Turbopack)0.187s1.001s0.002s1.011s0.824s101.24x
💻 LocalExpress0.205s (+1.0%)1.004s (~)0.012s (+24.0% 🔺)1.018s (~)0.813s101.36x
🐘 PostgresNitro0.205s (+1.5%)0.994s (~)0.001s (+7.7% 🔺)1.009s (~)0.804s101.37x
💻 LocalNitro0.212s (+4.3%)1.004s (~)0.011s (-5.7% 🟢)1.018s (~)0.805s101.41x
🌐 MongoDBNext.js (Turbopack)0.520s0.933s0.002s1.009s0.489s103.45x

▲ Production (Vercel)

WorldFrameworkWorkflow TimeTTFBSlurpWall TimeOverheadSamplesvs Fastest
▲ Vercel🥇 Express1.309s (-24.5% 🟢)2.388s (-26.6% 🟢)0.642s (+85.6% 🔺)3.354s (-16.7% 🟢)2.045s101.00x
▲ VercelNitro1.520s (-36.2% 🟢)2.792s (-26.5% 🟢)0.539s (+45.9% 🔺)3.667s (-21.1% 🟢)2.148s101.16x
▲ VercelNext.js (Turbopack)1.578s (-1.7%)2.718s (-13.7% 🟢)0.604s (+92.7% 🔺)3.680s (-7.0% 🟢)2.102s101.21x

🔍 Observability: Express | Nitro | Next.js (Turbopack)

stream pipeline with 5 transform steps (1MB)

💻 Local Development

WorldFrameworkWorkflow TimeTTFBSlurpWall TimeOverheadSamplesvs Fastest
🌐 Redis🥇 Next.js (Turbopack)0.397s1.002s0.003s1.011s0.614s601.00x
🐘 PostgresExpress0.507s (-18.9% 🟢)1.007s (~)0.003s (-21.0% 🟢)1.020s (~)0.513s591.27x
🐘 PostgresNext.js (Turbopack)0.610s1.009s0.006s1.024s0.415s591.53x
🐘 PostgresNitro0.624s (~)1.004s (~)0.004s (-4.1%)1.022s (~)0.398s591.57x
💻 LocalNext.js (Turbopack)0.663s1.011s0.009s1.023s0.359s591.67x
💻 LocalNitro0.723s (-1.0%)1.013s (~)0.010s (+1.6%)1.024s (~)0.301s591.82x
💻 LocalExpress0.727s (-5.6% 🟢)1.011s (~)0.009s (~)1.023s (~)0.296s591.83x
🌐 MongoDBNext.js (Turbopack)1.316s1.958s0.003s2.013s0.696s303.31x

▲ Production (Vercel)

WorldFrameworkWorkflow TimeTTFBSlurpWall TimeOverheadSamplesvs Fastest
▲ Vercel🥇 Nitro3.913s (+3.4%)5.499s (+4.1%)0.234s (-39.1% 🟢)6.059s (~)2.146s101.00x
▲ VercelExpress3.938s5.138s0.446s5.942s2.004s111.01x
▲ VercelNext.js (Turbopack)6.408s (+51.1% 🔺)8.159s (+41.0% 🔺)0.487s (+25.8% 🔺)9.021s (+36.0% 🔺)2.613s71.64x

🔍 Observability: Nitro | Express | Next.js (Turbopack)

10 parallel streams (1MB each)

💻 Local Development

WorldFrameworkWorkflow TimeTTFBSlurpWall TimeOverheadSamplesvs Fastest
🌐 Redis🥇 Next.js (Turbopack)0.883s1.017s0.000s1.021s0.138s591.00x
🐘 PostgresExpress0.906s (-6.6% 🟢)1.052s (-10.2% 🟢)0.000s (-10.5% 🟢)1.059s (-11.4% 🟢)0.153s571.03x
🐘 PostgresNext.js (Turbopack)0.927s1.111s0.000s1.119s0.192s541.05x
🐘 PostgresNitro0.944s (-1.4%)1.107s (-3.6%)0.000s (+28.4% 🔺)1.119s (-3.7%)0.175s541.07x
💻 LocalNext.js (Turbopack)1.237s2.020s0.000s2.023s0.786s301.40x
💻 LocalExpress1.242s (+1.2%)2.023s (~)0.000s (-7.1% 🟢)2.025s (~)0.783s301.41x
💻 LocalNitro1.249s (~)2.022s (~)0.000s (+225.0% 🔺)2.024s (~)0.776s301.41x
🌐 MongoDBNext.js (Turbopack)2.350s2.957s0.000s3.007s0.657s202.66x

▲ Production (Vercel)

WorldFrameworkWorkflow TimeTTFBSlurpWall TimeOverheadSamplesvs Fastest
▲ Vercel🥇 Nitro2.637s (-91.5% 🟢)3.631s (-88.7% 🟢)0.000s (+Infinity% 🔺)4.095s (-87.5% 🟢)1.458s161.00x
▲ VercelExpress2.697s (+3.6%)3.639s (-1.5%)0.000s (-87.5% 🟢)4.050s (-1.8%)1.352s151.02x
▲ VercelNext.js (Turbopack)3.226s (-3.2%)4.369s (-6.1% 🟢)0.003s (+869.2% 🔺)4.794s (-5.9% 🟢)1.568s131.22x

🔍 Observability: Nitro | Express | Next.js (Turbopack)

fan-out fan-in 10 streams (1MB each)

💻 Local Development

WorldFrameworkWorkflow TimeTTFBSlurpWall TimeOverheadSamplesvs Fastest
🐘 Postgres🥇 Express1.630s (-13.2% 🟢)2.105s (-8.2% 🟢)0.000s (NaN%)2.112s (-8.4% 🟢)0.482s291.00x
🌐 RedisNext.js (Turbopack)1.660s2.001s0.000s2.006s0.346s301.02x
🐘 PostgresNitro1.767s (-1.1%)2.176s (+1.7%)0.000s (+50.0% 🔺)2.209s (+2.7%)0.443s281.08x
🐘 PostgresNext.js (Turbopack)1.843s2.140s0.000s2.148s0.305s291.13x
💻 LocalNext.js (Turbopack)3.412s4.034s0.001s4.038s0.626s152.09x
💻 LocalExpress3.558s (+4.2%)4.099s (+1.6%)0.000s (-25.0% 🟢)4.102s (+1.6%)0.544s152.18x
💻 LocalNitro3.563s (+0.5%)4.034s (~)0.001s (+11.1% 🔺)4.036s (~)0.474s152.19x
🌐 MongoDBNext.js (Turbopack)4.372s4.960s0.000s5.009s0.638s122.68x

▲ Production (Vercel)

WorldFrameworkWorkflow TimeTTFBSlurpWall TimeOverheadSamplesvs Fastest
▲ Vercel🥇 Nitro3.701s (-10.3% 🟢)5.109s (-4.4%)0.000s (-100.0% 🟢)5.459s (-5.9% 🟢)1.757s111.00x
▲ VercelExpress4.135s (+9.7% 🔺)5.265s (+8.0% 🔺)0.000s (+118.2% 🔺)5.583s (+4.7%)1.448s111.12x
▲ VercelNext.js (Turbopack)4.255s (+5.9% 🔺)5.267s (-1.2%)0.000s (+Infinity% 🔺)5.613s (-3.9%)1.358s111.15x

🔍 Observability: Nitro | Express | Next.js (Turbopack)

Summary

Fastest Framework by World

Winner determined by most benchmark wins

World🥇 Fastest FrameworkWins
💻 LocalNext.js (Turbopack)20/21
🐘 PostgresExpress21/21
▲ VercelExpress9/21
Fastest World by Framework

Winner determined by most benchmark wins

Framework🥇 Fastest WorldWins
Express🐘 Postgres18/21
Next.js (Turbopack)🌐 Redis14/21
Nitro🐘 Postgres15/21
Column Definitions
  • Workflow Time: Runtime reported by workflow (completedAt - createdAt) - primary metric
  • TTFB: Time to First Byte - time from workflow start until first stream byte received (stream benchmarks only)
  • Slurp: Time from first byte to complete stream consumption (stream benchmarks only)
  • Wall Time: Total testbench time (trigger workflow + poll for result)
  • Overhead: Testbench overhead (Wall Time - Workflow Time)
  • Samples: Number of benchmark iterations run
  • vs Fastest: How much slower compared to the fastest configuration for this benchmark

Worlds:

  • 💻 Local: In-memory filesystem world (local development)
  • 🐘 Postgres: PostgreSQL database world (local development)
  • ▲ Vercel: Vercel production/preview deployment
  • 🌐 Turso: Community world (local development)
  • 🌐 MongoDB: Community world (local development)
  • 🌐 Redis: Community world (local development)
  • 🌐 Jazz: Community world (local development)

📋 View full workflow run

@TooTallNateTooTallNate left a comment

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Port of vercel/ai#14229. Clean fix with solid test coverage.

What I verified

Core fix (toolsToModelTools): The type === 'provider' check correctly short-circuits before the function tool serialization path. Provider tools get { type: 'provider', id, name, args } — preserving identity. Function tools are unchanged. The return type widens from LanguageModelV3FunctionTool[] to Array<LanguageModelV3FunctionTool | LanguageModelV3ProviderTool>, which is compatible with the downstream doStreamStep parameter type (LanguageModelV3CallOptions['tools'] — already a union).

args default:(tool as any).args ?? {} defaults to empty object when args is undefined. This matches the AI SDK convention where provider tools may omit args (e.g. anthropic.tools.codeExecution). The test covers this case.

Mock model: The provider-tool-call variant correctly emits both tool-call with providerExecuted: true AND tool-result in the same stream — matching how real providers (Anthropic Gateway) return provider-executed tool results.

E2E workflows:agentProviderToolE2e (provider-only) and agentMixedToolsE2e (provider + function) cover the two critical scenarios. Both use as any for the provider tool definition, which is fine since ToolSet doesn't natively type provider tools.

Changeset:patch for @workflow/ai — correct. The changeset description is clear and references the root cause.

One observation (non-blocking)

The (tool as any).type === 'provider' cast works but is opaque. If ai ever exports a ProviderTool type or type guard (e.g. isProviderTool(tool)), consider switching to that for type safety. For now, as any matches the upstream fix pattern.

LGTM.

tools: ToolSet
): Promise<LanguageModelV3FunctionTool[]> {
): Promise<Array<LanguageModelV3FunctionTool | LanguageModelV3ProviderTool>> {
return Promise.all(

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Non-blocking:(tool as any).type === 'provider' is the same pattern used in the upstream AI SDK fix (vercel/ai#14229). If ai later exports a type guard or the ToolSet type is widened to include provider tools natively, this could be made type-safe. Fine for now.

…github.com>
I, Gregor Martynus <39992+gr2m@users.noreply.github.com>, hereby add my Signed-off-by to this commit: b1930b3
Signed-off-by: Gregor Martynus <39992+gr2m@users.noreply.github.com>
@ghost

ghost commented Apr 9, 2026

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Backported to stable (4d31619 -> 7faedb7).

ghost pushed a commit that referenced this pull request Apr 9, 2026
* fix(ai): preserve provider tool identity across step boundaries
Port of vercel/ai#14229. Provider tools (e.g. anthropic.tools.webSearch)
were converted to plain function tools in toolsToModelTools, stripping
type, id, and args fields. This caused providers like Anthropic Gateway
to not recognize them as provider-executed tools.
Co-Authored-By: Claude Opus 4.6 (1M context) <noreply@anthropic.com>
* DCO Remediation Commit for Gregor Martynus <39992+gr2m@users.noreply.github.com>
I, Gregor Martynus <39992+gr2m@users.noreply.github.com>, hereby add my Signed-off-by to this commit: b1930b3
Signed-off-by: Gregor Martynus <39992+gr2m@users.noreply.github.com>
---------
Signed-off-by: Gregor Martynus <39992+gr2m@users.noreply.github.com>
Co-authored-by: Claude Opus 4.6 (1M context) <noreply@anthropic.com>
@ghostghost mentioned this pull request Apr 9, 2026
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fix(ai): preserve provider tool identity across step boundaries - #1663

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gr2m merged 2 commits into
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fix/provider-tool-identity
Apr 9, 2026
Merged

fix(ai): preserve provider tool identity across step boundaries#1663
gr2m merged 2 commits into
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fix/provider-tool-identity

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@gr2m

@gr2mgr2m commented Apr 8, 2026

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Summary

  • Port of fix(workflow): preserve provider tool identity across step boundaries ai#14229 to the workflow SDK
  • toolsToModelTools was converting all tools into LanguageModelV3FunctionTool objects with type: 'function', stripping type: 'provider', id, and args from provider tools (e.g. anthropic.tools.webSearch, webFetch, codeExecution)
  • This caused the Anthropic Gateway to not recognize them as provider-executed tools, leading to errors like GatewayInternalServerError: Unexpected value(s) for the anthropic-beta header
  • The fix checks tool.type === 'provider' and returns a LanguageModelV3ProviderTool preserving identity, while regular function tools continue to be serialized as before
  • Adds provider-tool-call mock response type for testing provider-executed tool behavior end-to-end

Related issues & PRs

Changes

FileWhat changed
packages/ai/src/agent/tools-to-model-tools.tsCheck for type: 'provider' and return LanguageModelV3ProviderTool preserving id, name, args
packages/ai/src/agent/tools-to-model-tools.test.tsNew: 4 unit tests (function tools, provider tools, mixed, missing args default)
packages/ai/src/providers/mock.tsAdd provider-tool-call variant to MockResponseDescriptor (emits tool-call with providerExecuted: true + tool-result)
workbench/example/workflows/100_durable_agent_e2e.tsNew: agentProviderToolE2e and agentMixedToolsE2e workflow functions
packages/core/e2e/e2e-agent.test.tsNew: provider tools describe block with 2 E2E tests

Test plan

  • Unit tests pass (pnpm --filter @workflow/ai test — 173 tests, 10 files)
  • @workflow/ai builds cleanly (pnpm --filter @workflow/ai build)
  • Example workbench builds with new workflows (cd workbench/example && pnpm build)
  • New workflows appear in manifest
  • E2E: agentProviderToolE2e — provider tool identity preserved across step boundaries
  • E2E: agentMixedToolsE2e — mixed provider + function tools in same agent

Port of vercel/ai#14229. Provider tools (e.g. anthropic.tools.webSearch)
were converted to plain function tools in toolsToModelTools, stripping
type, id, and args fields. This caused providers like Anthropic Gateway
to not recognize them as provider-executed tools.
Co-Authored-By: Claude Opus 4.6 (1M context) <noreply@anthropic.com>
@gr2m
gr2m requested a review from a team as a code ownerApril 8, 2026 23:11
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🦋 Changeset detected

Latest commit: 9bc8db3

The changes in this PR will be included in the next version bump.

This PR includes changesets to release 1 package
NameType
@workflow/aiPatch

Not sure what this means? Click here to learn what changesets are.

Click here if you're a maintainer who wants to add another changeset to this PR

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🧪 E2E Test Results

Some tests failed

Summary

PassedFailedSkippedTotal
✅ ▲ Vercel Production912067979
✅ 💻 Local Development88601821068
✅ 📦 Local Production88601821068
✅ 🐘 Local Postgres88601821068
✅ 🪟 Windows810889
❌ 🌍 Community Worlds1376424225
✅ 📋 Other225042267
Total4013646874764

❌ Failed Tests

🌍 Community Worlds (64 failed)

mongodb (3 failed):

  • hookWorkflow is not resumable via public webhook endpoint | wrun_01KNSGFHPFFMAA8H38BRH1037T
  • concurrent hook token conflict - two workflows cannot use the same hook token simultaneously | wrun_01KNSGQY3GWBTG8ND3HPHKX47R
  • resilient start: addTenWorkflow completes when run_created returns 500 | wrun_01KNSGYACXRNBD7XDK8V1YH39S

redis (3 failed):

  • hookWorkflow is not resumable via public webhook endpoint | wrun_01KNSGFHPFFMAA8H38BRH1037T
  • concurrent hook token conflict - two workflows cannot use the same hook token simultaneously | wrun_01KNSGQY3GWBTG8ND3HPHKX47R
  • resilient start: addTenWorkflow completes when run_created returns 500 | wrun_01KNSGYACXRNBD7XDK8V1YH39S

turso (58 failed):

  • addTenWorkflow | wrun_01KNSGEARX3SK20464GQYH34C6
  • addTenWorkflow | wrun_01KNSGEARX3SK20464GQYH34C6
  • wellKnownAgentWorkflow (.well-known/agent) | wrun_01KNQW70VW9T3KB6GB889Q01SH
  • should work with react rendering in step
  • promiseAllWorkflow | wrun_01KNSGEHD68J2A9DT5VFCDVH0T
  • promiseRaceWorkflow | wrun_01KNSGEQ4SNX484AJ030YB3PF6
  • promiseAnyWorkflow | wrun_01KNSGES8WXH81XXJ4F8VER4WZ
  • importedStepOnlyWorkflow | wrun_01KNQW7BP2BT3QB90Y6S6K06H4
  • hookWorkflow | wrun_01KNSGF5XF3TZEJG4NZV6XRKYD
  • hookWorkflow is not resumable via public webhook endpoint | wrun_01KNSGFHPFFMAA8H38BRH1037T
  • webhookWorkflow | wrun_01KNSGFW96WVWTWERDY50KKWGS
  • sleepingWorkflow | wrun_01KNSGG332P8D3KHFW2787BTBT
  • parallelSleepWorkflow | wrun_01KNSGGFXEN2FFDCAHVFDB65WY
  • nullByteWorkflow | wrun_01KNSGGMC9Y92175VM97PHX9GS
  • workflowAndStepMetadataWorkflow | wrun_01KNSGGPRX2QY5D0PW07WM63FH
  • fetchWorkflow | wrun_01KNSGKJTBACJ4Z75A5JD4KMKY
  • promiseRaceStressTestWorkflow | wrun_01KNSGKP9MCDDXR15SC2YD85JT
  • error handling error propagation workflow errors nested function calls preserve message and stack trace
  • error handling error propagation workflow errors cross-file imports preserve message and stack trace
  • error handling error propagation step errors basic step error preserves message and stack trace
  • error handling error propagation step errors cross-file step error preserves message and function names in stack
  • error handling retry behavior regular Error retries until success
  • error handling retry behavior FatalError fails immediately without retries
  • error handling retry behavior RetryableError respects custom retryAfter delay
  • error handling retry behavior maxRetries=0 disables retries
  • error handling catchability FatalError can be caught and detected with FatalError.is()
  • error handling not registered WorkflowNotRegisteredError fails the run when workflow does not exist
  • error handling not registered StepNotRegisteredError fails the step but workflow can catch it
  • error handling not registered StepNotRegisteredError fails the run when not caught in workflow
  • hookCleanupTestWorkflow - hook token reuse after workflow completion | wrun_01KNSGQ8ZQSH649M39EVE8AYS8
  • concurrent hook token conflict - two workflows cannot use the same hook token simultaneously | wrun_01KNSGQY3GWBTG8ND3HPHKX47R
  • hookDisposeTestWorkflow - hook token reuse after explicit disposal while workflow still running | wrun_01KNSGRKVT3RQWZMHCYKY0HZ37
  • stepFunctionPassingWorkflow - step function references can be passed as arguments (without closure vars) | wrun_01KNSGS8E6NJV1EQXQS7CVPGDW
  • stepFunctionWithClosureWorkflow - step function with closure variables passed as argument | wrun_01KNSGSH1R595ZXGKJR5ZWASJX
  • closureVariableWorkflow - nested step functions with closure variables | wrun_01KNSGSPRYGW1RAN77QA54AKY2
  • spawnWorkflowFromStepWorkflow - spawning a child workflow using start() inside a step | wrun_01KNSGSS0DM9FDG1MYE08TZB41
  • health check (queue-based) - workflow and step endpoints respond to health check messages
  • pathsAliasWorkflow - TypeScript path aliases resolve correctly | wrun_01KNSGT746R2FDCYN8N48HAJ9S
  • Calculator.calculate - static workflow method using static step methods from another class | wrun_01KNSGTCXVCX0J8QC3KX34E5Q4
  • AllInOneService.processNumber - static workflow method using sibling static step methods | wrun_01KNSGTMPVNXKJG9HZ684CWVTM
  • ChainableService.processWithThis - static step methods using this to reference the class | wrun_01KNSGTVBGW24HV66DB3CM9BT0
  • thisSerializationWorkflow - step function invoked with .call() and .apply() | wrun_01KNSGV223PVAG0GGJ7D3ZTJJ9
  • customSerializationWorkflow - custom class serialization with WORKFLOW_SERIALIZE/WORKFLOW_DESERIALIZE | wrun_01KNSGV9TSRCMCARSG52190SDC
  • instanceMethodStepWorkflow - instance methods with "use step" directive | wrun_01KNSGVGD247K4HE02HPR2EV7Q
  • crossContextSerdeWorkflow - classes defined in step code are deserializable in workflow context | wrun_01KNSGVVMJQS639WC25H1ND3RE
  • stepFunctionAsStartArgWorkflow - step function reference passed as start() argument | wrun_01KNSGW3G3W1YXQ14KXH6SYP2K
  • cancelRun - cancelling a running workflow | wrun_01KNSGWA576RNBPCXTRV6HQF01
  • cancelRun via CLI - cancelling a running workflow | wrun_01KNSGWK96Y606FHSFJP6P7NM7
  • pages router addTenWorkflow via pages router
  • pages router promiseAllWorkflow via pages router
  • pages router sleepingWorkflow via pages router
  • hookWithSleepWorkflow - hook payloads delivered correctly with concurrent sleep | wrun_01KNSGWZ0B4TG2V5CVSWBB5PQR
  • sleepInLoopWorkflow - sleep inside loop with steps actually delays each iteration | wrun_01KNSGXKGZ469J60NVHKTT8S3M
  • sleepWithSequentialStepsWorkflow - sequential steps work with concurrent sleep (control) | wrun_01KNSGXZ8CA1YTQ890QJVWWW00
  • importMetaUrlWorkflow - import.meta.url is available in step bundles | wrun_01KNSGY5T3M5JWG9SQPR98T6T5
  • metadataFromHelperWorkflow - getWorkflowMetadata/getStepMetadata work from module-level helper (#1577) | wrun_01KNSGY860FA9ZSWY45X3FZ3DB
  • resilient start: addTenWorkflow completes when run_created returns 500 | wrun_01KNSGYACXRNBD7XDK8V1YH39S
  • getterStepWorkflow - getter functions with "use step" directive | wrun_01KNSGYDW8RFVMFT59A3XDR00C

Details by Category

✅ ▲ Vercel Production
AppPassedFailedSkipped
✅ astro8207
✅ example8207
✅ express8207
✅ fastify8207
✅ hono8207
✅ nextjs-turbopack8702
✅ nextjs-webpack8702
✅ nitro8207
✅ nuxt8207
✅ sveltekit8207
✅ vite8207
✅ 💻 Local Development
AppPassedFailedSkipped
✅ astro-stable75014
✅ express-stable75014
✅ fastify-stable75014
✅ hono-stable75014
✅ nextjs-turbopack-canary62027
✅ nextjs-turbopack-stable8108
✅ nextjs-webpack-canary62027
✅ nextjs-webpack-stable8108
✅ nitro-stable75014
✅ nuxt-stable75014
✅ sveltekit-stable75014
✅ vite-stable75014
✅ 📦 Local Production
AppPassedFailedSkipped
✅ astro-stable75014
✅ express-stable75014
✅ fastify-stable75014
✅ hono-stable75014
✅ nextjs-turbopack-canary62027
✅ nextjs-turbopack-stable8108
✅ nextjs-webpack-canary62027
✅ nextjs-webpack-stable8108
✅ nitro-stable75014
✅ nuxt-stable75014
✅ sveltekit-stable75014
✅ vite-stable75014
✅ 🐘 Local Postgres
AppPassedFailedSkipped
✅ astro-stable75014
✅ express-stable75014
✅ fastify-stable75014
✅ hono-stable75014
✅ nextjs-turbopack-canary62027
✅ nextjs-turbopack-stable8108
✅ nextjs-webpack-canary62027
✅ nextjs-webpack-stable8108
✅ nitro-stable75014
✅ nuxt-stable75014
✅ sveltekit-stable75014
✅ vite-stable75014
✅ 🪟 Windows
AppPassedFailedSkipped
✅ nextjs-turbopack8108
❌ 🌍 Community Worlds
AppPassedFailedSkipped
✅ mongodb-dev500
❌ mongodb5938
✅ redis-dev500
❌ redis5938
✅ turso-dev500
❌ turso4588
✅ 📋 Other
AppPassedFailedSkipped
✅ e2e-local-dev-nest-stable75014
✅ e2e-local-postgres-nest-stable75014
✅ e2e-local-prod-nest-stable75014

📋 View full workflow run

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📊 Benchmark Results

📈 Comparing against baseline from main branch. Green 🟢 = faster, Red 🔺 = slower.

workflow with no steps

💻 Local Development

WorldFrameworkWorkflow TimeWall TimeOverheadSamplesvs Fastest
💻 Local🥇 Express0.042s (-3.7%)1.006s (~)0.964s101.00x
🐘 PostgresExpress0.043s (-26.3% 🟢)1.009s (~)0.966s101.03x
💻 LocalNitro0.043s (~)1.005s (~)0.962s101.04x
🌐 RedisNext.js (Turbopack)0.046s1.005s0.959s101.10x
💻 LocalNext.js (Turbopack)0.050s1.005s0.955s101.18x
🐘 PostgresNitro0.054s (-13.7% 🟢)1.009s (~)0.955s101.30x
🐘 PostgresNext.js (Turbopack)0.058s1.010s0.952s101.37x
🌐 MongoDBNext.js (Turbopack)0.095s1.007s0.912s102.27x

▲ Production (Vercel)

WorldFrameworkWorkflow TimeWall TimeOverheadSamplesvs Fastest
▲ Vercel🥇 Express0.256s (+22.5% 🔺)2.425s (+11.6% 🔺)2.168s101.00x
▲ VercelNitro0.306s (+31.4% 🔺)2.018s (-3.5%)1.711s101.20x
▲ VercelNext.js (Turbopack)0.417s (+81.3% 🔺)2.150s (-5.1% 🟢)1.733s101.63x

🔍 Observability: Express | Nitro | Next.js (Turbopack)

workflow with 1 step

💻 Local Development

WorldFrameworkWorkflow TimeWall TimeOverheadSamplesvs Fastest
🌐 Redis🥇 Next.js (Turbopack)1.106s2.006s0.901s101.00x
🐘 PostgresExpress1.112s (-2.8%)2.008s (~)0.896s101.01x
💻 LocalNext.js (Turbopack)1.123s2.006s0.883s101.02x
💻 LocalExpress1.127s (~)2.007s (~)0.880s101.02x
💻 LocalNitro1.129s (~)2.006s (~)0.877s101.02x
🐘 PostgresNext.js (Turbopack)1.136s2.009s0.874s101.03x
🐘 PostgresNitro1.138s (-0.6%)2.010s (~)0.873s101.03x
🌐 MongoDBNext.js (Turbopack)1.317s2.009s0.692s101.19x

▲ Production (Vercel)

WorldFrameworkWorkflow TimeWall TimeOverheadSamplesvs Fastest
▲ Vercel🥇 Express1.878s (+1.7%)3.541s (-3.2%)1.663s101.00x
▲ VercelNext.js (Turbopack)1.956s (-5.1% 🟢)3.678s (-3.7%)1.723s101.04x
▲ VercelNitro2.040s (+7.1% 🔺)3.600s (-4.8%)1.560s101.09x

🔍 Observability: Express | Next.js (Turbopack) | Nitro

workflow with 10 sequential steps

💻 Local Development

WorldFrameworkWorkflow TimeWall TimeOverheadSamplesvs Fastest
🌐 Redis🥇 Next.js (Turbopack)10.590s11.023s0.433s31.00x
🐘 PostgresExpress10.690s (-2.0%)11.019s (~)0.329s31.01x
💻 LocalNext.js (Turbopack)10.795s11.024s0.229s31.02x
💻 LocalExpress10.912s (~)11.024s (~)0.112s31.03x
💻 LocalNitro10.923s (~)11.023s (~)0.100s31.03x
🐘 PostgresNext.js (Turbopack)10.944s11.019s0.075s31.03x
🐘 PostgresNitro10.947s (~)11.023s (~)0.075s31.03x
🌐 MongoDBNext.js (Turbopack)12.278s13.024s0.746s31.16x

▲ Production (Vercel)

WorldFrameworkWorkflow TimeWall TimeOverheadSamplesvs Fastest
▲ Vercel🥇 Nitro16.907s (-1.2%)18.602s (-5.8% 🟢)1.694s21.00x
▲ VercelNext.js (Turbopack)17.256s (~)19.035s (-2.0%)1.779s21.02x
▲ VercelExpress17.674s (-7.1% 🟢)18.832s (-10.2% 🟢)1.158s21.05x

🔍 Observability: Nitro | Next.js (Turbopack) | Express

workflow with 25 sequential steps

💻 Local Development

WorldFrameworkWorkflow TimeWall TimeOverheadSamplesvs Fastest
🌐 Redis🥇 Next.js (Turbopack)13.911s14.028s0.117s51.00x
🐘 PostgresExpress14.006s (-3.7%)14.219s (-5.3% 🟢)0.213s51.01x
🐘 PostgresNext.js (Turbopack)14.486s15.023s0.536s41.04x
🐘 PostgresNitro14.524s (-0.6%)15.017s (~)0.493s41.04x
💻 LocalNext.js (Turbopack)14.801s15.030s0.229s41.06x
💻 LocalExpress14.973s (~)15.280s (+1.7%)0.306s41.08x
💻 LocalNitro14.992s (~)15.280s (+1.7%)0.287s41.08x
🌐 MongoDBNext.js (Turbopack)17.859s18.028s0.169s41.28x

▲ Production (Vercel)

WorldFrameworkWorkflow TimeWall TimeOverheadSamplesvs Fastest
▲ Vercel🥇 Nitro30.966s (-6.1% 🟢)32.187s (-7.8% 🟢)1.221s21.00x
▲ VercelNext.js (Turbopack)31.012s (-8.4% 🟢)32.629s (-9.0% 🟢)1.616s21.00x
▲ VercelExpress31.672s (-1.2%)33.365s (~)1.693s21.02x

🔍 Observability: Nitro | Next.js (Turbopack) | Express

workflow with 50 sequential steps

💻 Local Development

WorldFrameworkWorkflow TimeWall TimeOverheadSamplesvs Fastest
🌐 Redis🥇 Next.js (Turbopack)12.779s13.169s0.390s71.00x
🐘 PostgresExpress12.912s (-8.8% 🟢)13.161s (-12.4% 🟢)0.249s71.01x
🐘 PostgresNext.js (Turbopack)13.837s14.166s0.330s71.08x
🐘 PostgresNitro14.039s (-0.7%)14.597s (-1.0%)0.558s71.10x
💻 LocalNext.js (Turbopack)15.866s16.029s0.163s61.24x
💻 LocalExpress16.746s (+2.3%)17.031s (~)0.285s61.31x
💻 LocalNitro16.789s (+1.4%)17.031s (~)0.241s61.31x
🌐 MongoDBNext.js (Turbopack)20.344s21.027s0.683s51.59x

▲ Production (Vercel)

WorldFrameworkWorkflow TimeWall TimeOverheadSamplesvs Fastest
▲ Vercel🥇 Express47.932s (-76.8% 🟢)49.164s (-76.4% 🟢)1.232s21.00x
▲ VercelNext.js (Turbopack)51.169s (-15.6% 🟢)52.170s (-16.6% 🟢)1.001s21.07x
▲ VercelNitro53.916s (-73.9% 🟢)55.513s (-73.4% 🟢)1.596s21.12x

🔍 Observability: Express | Next.js (Turbopack) | Nitro

Promise.all with 10 concurrent steps

💻 Local Development

WorldFrameworkWorkflow TimeWall TimeOverheadSamplesvs Fastest
🐘 Postgres🥇 Express1.201s (-4.7%)2.010s (~)0.809s151.00x
🐘 PostgresNext.js (Turbopack)1.223s2.009s0.787s151.02x
🌐 RedisNext.js (Turbopack)1.248s2.006s0.758s151.04x
🐘 PostgresNitro1.266s (-1.9%)2.009s (~)0.743s151.05x
💻 LocalNext.js (Turbopack)1.471s2.006s0.534s151.23x
💻 LocalExpress1.498s (~)2.006s (~)0.508s151.25x
💻 LocalNitro1.925s (+25.2% 🔺)2.391s (+19.2% 🔺)0.466s131.60x
🌐 MongoDBNext.js (Turbopack)2.265s3.108s0.843s101.89x

▲ Production (Vercel)

WorldFrameworkWorkflow TimeWall TimeOverheadSamplesvs Fastest
▲ Vercel🥇 Nitro2.297s (-11.9% 🟢)3.580s (-17.2% 🟢)1.284s91.00x
▲ VercelExpress2.388s (-13.1% 🟢)3.699s (-17.0% 🟢)1.311s91.04x
▲ VercelNext.js (Turbopack)2.447s (~)4.007s (-11.6% 🟢)1.559s81.07x

🔍 Observability: Nitro | Express | Next.js (Turbopack)

Promise.all with 25 concurrent steps

💻 Local Development

WorldFrameworkWorkflow TimeWall TimeOverheadSamplesvs Fastest
🐘 Postgres🥇 Express2.286s (-3.9%)3.009s (~)0.723s101.00x
🐘 PostgresNitro2.354s (~)3.009s (~)0.654s101.03x
🌐 RedisNext.js (Turbopack)2.394s3.008s0.614s101.05x
🐘 PostgresNext.js (Turbopack)2.403s3.008s0.605s101.05x
💻 LocalNext.js (Turbopack)2.778s3.108s0.330s101.21x
💻 LocalExpress2.974s (+5.2% 🔺)3.564s (+14.6% 🔺)0.590s91.30x
💻 LocalNitro3.024s (+3.3%)3.760s (+21.0% 🔺)0.736s81.32x
🌐 MongoDBNext.js (Turbopack)9.639s10.015s0.376s34.22x

▲ Production (Vercel)

WorldFrameworkWorkflow TimeWall TimeOverheadSamplesvs Fastest
▲ Vercel🥇 Next.js (Turbopack)2.637s (-7.2% 🟢)4.090s (-14.6% 🟢)1.453s81.00x
▲ VercelExpress2.736s (-10.5% 🟢)4.057s (-13.2% 🟢)1.321s91.04x
▲ VercelNitro2.825s (-17.7% 🟢)4.342s (-13.8% 🟢)1.517s71.07x

🔍 Observability: Next.js (Turbopack) | Express | Nitro

Promise.all with 50 concurrent steps

💻 Local Development

WorldFrameworkWorkflow TimeWall TimeOverheadSamplesvs Fastest
🐘 Postgres🥇 Express3.368s (-3.1%)4.011s (~)0.643s81.00x
🐘 PostgresNitro3.456s (~)4.013s (~)0.557s81.03x
🐘 PostgresNext.js (Turbopack)3.653s4.009s0.356s81.08x
🌐 RedisNext.js (Turbopack)3.929s4.295s0.366s71.17x
💻 LocalNext.js (Turbopack)7.156s7.766s0.610s42.13x
💻 LocalNitro8.258s (+0.9%)9.023s (~)0.765s42.45x
💻 LocalExpress8.354s (+9.7% 🔺)9.022s (+9.1% 🔺)0.668s42.48x
🌐 MongoDBNext.js (Turbopack)20.324s20.521s0.197s26.04x

▲ Production (Vercel)

WorldFrameworkWorkflow TimeWall TimeOverheadSamplesvs Fastest
▲ Vercel🥇 Nitro2.764s (-15.7% 🟢)4.584s (-6.8% 🟢)1.819s71.00x
▲ VercelExpress2.794s (-8.8% 🟢)4.453s (-7.3% 🟢)1.659s71.01x
▲ VercelNext.js (Turbopack)3.647s (-10.3% 🟢)5.366s (-14.5% 🟢)1.719s61.32x

🔍 Observability: Nitro | Express | Next.js (Turbopack)

Promise.race with 10 concurrent steps

💻 Local Development

WorldFrameworkWorkflow TimeWall TimeOverheadSamplesvs Fastest
🐘 Postgres🥇 Express1.193s (-5.7% 🟢)2.008s (~)0.815s151.00x
🐘 PostgresNext.js (Turbopack)1.229s2.009s0.779s151.03x
🐘 PostgresNitro1.255s (~)2.008s (~)0.753s151.05x
🌐 RedisNext.js (Turbopack)1.262s2.006s0.744s151.06x
💻 LocalNext.js (Turbopack)1.479s2.006s0.527s151.24x
💻 LocalNitro1.550s (+1.2%)2.006s (~)0.456s151.30x
💻 LocalExpress1.562s (+3.7%)2.006s (~)0.445s151.31x
🌐 MongoDBNext.js (Turbopack)3.029s3.758s0.729s82.54x

▲ Production (Vercel)

WorldFrameworkWorkflow TimeWall TimeOverheadSamplesvs Fastest
▲ Vercel🥇 Next.js (Turbopack)2.040s (-12.9% 🟢)3.115s (-25.4% 🟢)1.075s101.00x
▲ VercelNitro2.044s (-10.9% 🟢)3.397s (-14.1% 🟢)1.353s91.00x
▲ VercelExpress2.170s (-4.8%)3.806s (-4.0%)1.636s91.06x

🔍 Observability: Next.js (Turbopack) | Nitro | Express

Promise.race with 25 concurrent steps

💻 Local Development

WorldFrameworkWorkflow TimeWall TimeOverheadSamplesvs Fastest
🐘 Postgres🥇 Express2.243s (-4.6%)3.009s (~)0.766s101.00x
🐘 PostgresNitro2.353s (-0.9%)3.009s (~)0.657s101.05x
🐘 PostgresNext.js (Turbopack)2.368s3.007s0.639s101.06x
🌐 RedisNext.js (Turbopack)2.386s3.008s0.622s101.06x
💻 LocalNext.js (Turbopack)3.022s3.760s0.737s81.35x
💻 LocalExpress3.160s (+10.5% 🔺)4.010s (+33.3% 🔺)0.850s81.41x
💻 LocalNitro3.245s (+4.7%)4.013s (+3.3%)0.768s81.45x
🌐 MongoDBNext.js (Turbopack)9.059s9.763s0.704s44.04x

▲ Production (Vercel)

WorldFrameworkWorkflow TimeWall TimeOverheadSamplesvs Fastest
▲ Vercel🥇 Nitro2.152s (-99.3% 🟢)3.635s (-98.8% 🟢)1.483s91.00x
▲ VercelExpress2.374s (-97.0% 🟢)3.577s (-95.6% 🟢)1.203s91.10x
▲ VercelNext.js (Turbopack)2.831s (~)3.983s (-16.1% 🟢)1.152s81.32x

🔍 Observability: Nitro | Express | Next.js (Turbopack)

Promise.race with 50 concurrent steps

💻 Local Development

WorldFrameworkWorkflow TimeWall TimeOverheadSamplesvs Fastest
🐘 Postgres🥇 Express3.392s (-2.4%)4.011s (~)0.618s81.00x
🐘 PostgresNitro3.470s (~)4.011s (~)0.542s81.02x
🐘 PostgresNext.js (Turbopack)3.638s4.010s0.372s81.07x
🌐 RedisNext.js (Turbopack)3.996s4.440s0.443s71.18x
💻 LocalNext.js (Turbopack)8.087s8.773s0.686s42.38x
💻 LocalNitro8.774s (-2.1%)9.023s (-2.7%)0.249s42.59x
💻 LocalExpress8.909s (+11.1% 🔺)9.273s (+5.7% 🔺)0.364s42.63x
🌐 MongoDBNext.js (Turbopack)19.413s20.019s0.606s25.72x

▲ Production (Vercel)

WorldFrameworkWorkflow TimeWall TimeOverheadSamplesvs Fastest
▲ Vercel🥇 Express2.888s (-35.2% 🟢)4.274s (-28.9% 🟢)1.387s81.00x
▲ VercelNitro3.001s (~)4.347s (-7.2% 🟢)1.347s71.04x
▲ VercelNext.js (Turbopack)3.638s (+1.3%)5.217s (-2.2%)1.579s61.26x

🔍 Observability: Express | Nitro | Next.js (Turbopack)

workflow with 10 sequential data payload steps (10KB)

💻 Local Development

WorldFrameworkWorkflow TimeWall TimeOverheadSamplesvs Fastest
🌐 Redis🥇 Next.js (Turbopack)0.559s1.004s0.446s601.00x
🐘 PostgresExpress0.593s (-30.5% 🟢)1.006s (~)0.413s601.06x
🐘 PostgresNext.js (Turbopack)0.765s1.006s0.241s601.37x
🐘 PostgresNitro0.833s (+1.1%)1.006s (~)0.172s601.49x
💻 LocalNext.js (Turbopack)0.840s1.021s0.181s591.50x
💻 LocalExpress0.984s (-3.6%)1.076s (-30.3% 🟢)0.091s561.76x
💻 LocalNitro1.001s (+1.7%)1.303s (+10.3% 🔺)0.301s471.79x
🌐 MongoDBNext.js (Turbopack)2.122s3.007s0.885s203.80x

▲ Production (Vercel)

WorldFrameworkWorkflow TimeWall TimeOverheadSamplesvs Fastest
▲ Vercel🥇 Express8.561s (-16.9% 🟢)10.244s (-14.8% 🟢)1.683s61.00x
▲ VercelNitro8.938s (-1.8%)10.767s (-3.7%)1.829s61.04x
▲ VercelNext.js (Turbopack)9.169s (-11.3% 🟢)11.004s (-11.7% 🟢)1.834s61.07x

🔍 Observability: Express | Nitro | Next.js (Turbopack)

workflow with 25 sequential data payload steps (10KB)

💻 Local Development

WorldFrameworkWorkflow TimeWall TimeOverheadSamplesvs Fastest
🌐 Redis🥇 Next.js (Turbopack)1.310s2.006s0.696s451.00x
🐘 PostgresExpress1.431s (-30.4% 🟢)2.007s (-30.4% 🟢)0.576s451.09x
🐘 PostgresNext.js (Turbopack)1.882s2.075s0.193s441.44x
🐘 PostgresNitro2.006s (+1.7%)2.376s (+6.7% 🔺)0.370s381.53x
💻 LocalNext.js (Turbopack)2.607s3.008s0.401s301.99x
💻 LocalNitro3.022s (+0.6%)3.689s (+4.0%)0.667s252.31x
💻 LocalExpress3.049s (~)3.800s (+4.2%)0.752s242.33x
🌐 MongoDBNext.js (Turbopack)5.228s6.012s0.784s153.99x

▲ Production (Vercel)

WorldFrameworkWorkflow TimeWall TimeOverheadSamplesvs Fastest
▲ Vercel🥇 Nitro26.962s (-6.8% 🟢)28.229s (-8.0% 🟢)1.267s41.00x
▲ VercelExpress27.015s (-3.8%)28.217s (-6.2% 🟢)1.202s41.00x
▲ VercelNext.js (Turbopack)30.133s (-2.2%)31.303s (-4.8%)1.170s31.12x

🔍 Observability: Nitro | Express | Next.js (Turbopack)

workflow with 50 sequential data payload steps (10KB)

💻 Local Development

WorldFrameworkWorkflow TimeWall TimeOverheadSamplesvs Fastest
🌐 Redis🥇 Next.js (Turbopack)2.648s3.007s0.359s401.00x
🐘 PostgresExpress2.988s (-26.6% 🟢)3.369s (-30.0% 🟢)0.381s361.13x
🐘 PostgresNext.js (Turbopack)3.788s4.009s0.221s301.43x
🐘 PostgresNitro4.078s (-1.5%)4.625s (-5.4% 🟢)0.547s261.54x
💻 LocalNext.js (Turbopack)8.332s9.018s0.686s143.15x
💻 LocalNitro9.206s (~)9.864s (-0.8%)0.659s133.48x
💻 LocalExpress9.284s (+3.8%)10.019s (+6.6% 🔺)0.735s123.51x
🌐 MongoDBNext.js (Turbopack)10.363s11.018s0.654s113.91x

▲ Production (Vercel)

WorldFrameworkWorkflow TimeWall TimeOverheadSamplesvs Fastest
▲ Vercel🥇 Express70.807s (-6.6% 🟢)72.025s (-7.3% 🟢)1.218s21.00x
▲ VercelNitro73.198s (~)74.383s (-0.6%)1.186s21.03x
▲ VercelNext.js (Turbopack)76.448s (-8.4% 🟢)78.866s (-7.7% 🟢)2.417s21.08x

🔍 Observability: Express | Nitro | Next.js (Turbopack)

workflow with 10 concurrent data payload steps (10KB)

💻 Local Development

WorldFrameworkWorkflow TimeWall TimeOverheadSamplesvs Fastest
🐘 Postgres🥇 Express0.218s (-22.1% 🟢)1.007s (~)0.789s601.00x
🌐 RedisNext.js (Turbopack)0.230s1.004s0.774s601.06x
🐘 PostgresNext.js (Turbopack)0.239s1.007s0.768s601.10x
🐘 PostgresNitro0.274s (-4.4%)1.007s (~)0.732s601.26x
💻 LocalNext.js (Turbopack)0.527s1.004s0.477s602.42x
💻 LocalExpress0.581s (-1.6%)1.005s (~)0.424s602.67x
💻 LocalNitro0.591s (~)1.004s (~)0.413s602.72x
🌐 MongoDBNext.js (Turbopack)3.248s3.884s0.636s1614.93x

▲ Production (Vercel)

WorldFrameworkWorkflow TimeWall TimeOverheadSamplesvs Fastest
▲ Vercel🥇 Express1.458s (-23.6% 🟢)2.760s (-22.4% 🟢)1.302s221.00x
▲ VercelNitro1.459s (-18.8% 🟢)2.641s (-25.9% 🟢)1.182s231.00x
▲ VercelNext.js (Turbopack)1.576s (-5.2% 🟢)3.007s (-7.1% 🟢)1.431s201.08x

🔍 Observability: Express | Nitro | Next.js (Turbopack)

workflow with 25 concurrent data payload steps (10KB)

💻 Local Development

WorldFrameworkWorkflow TimeWall TimeOverheadSamplesvs Fastest
🐘 Postgres🥇 Express0.355s (-28.2% 🟢)1.006s (~)0.651s901.00x
🐘 PostgresNext.js (Turbopack)0.482s1.006s0.525s901.36x
🐘 PostgresNitro0.490s (-2.6%)1.007s (~)0.517s901.38x
🌐 RedisNext.js (Turbopack)1.032s1.641s0.609s552.91x
💻 LocalNext.js (Turbopack)2.442s3.009s0.567s306.88x
💻 LocalNitro2.530s (-1.2%)3.009s (~)0.479s307.13x
💻 LocalExpress2.546s (+4.1%)3.010s (~)0.464s307.17x
🌐 MongoDBNext.js (Turbopack)9.307s9.914s0.607s1026.22x

▲ Production (Vercel)

WorldFrameworkWorkflow TimeWall TimeOverheadSamplesvs Fastest
▲ Vercel🥇 Express2.619s (~)4.232s (-2.7%)1.613s221.00x
▲ VercelNitro2.644s (+6.7% 🔺)4.341s (+4.0%)1.697s221.01x
▲ VercelNext.js (Turbopack)3.238s (-8.8% 🟢)4.394s (-14.6% 🟢)1.156s211.24x

🔍 Observability: Express | Nitro | Next.js (Turbopack)

workflow with 50 concurrent data payload steps (10KB)

💻 Local Development

WorldFrameworkWorkflow TimeWall TimeOverheadSamplesvs Fastest
🐘 Postgres🥇 Express0.558s (-29.3% 🟢)1.007s (~)0.448s1201.00x
🐘 PostgresNext.js (Turbopack)0.744s1.006s0.262s1201.33x
🐘 PostgresNitro0.782s (-9.4% 🟢)1.007s (-5.3% 🟢)0.226s1201.40x
🌐 RedisNext.js (Turbopack)2.610s3.007s0.396s404.67x
💻 LocalNext.js (Turbopack)10.094s10.693s0.599s1218.07x
💻 LocalNitro11.192s (+1.2%)11.849s (+1.6%)0.657s1120.04x
💻 LocalExpress11.283s (+7.0% 🔺)11.939s (+8.2% 🔺)0.655s1120.20x
🌐 MongoDBNext.js (Turbopack)19.894s20.357s0.463s635.62x

▲ Production (Vercel)

WorldFrameworkWorkflow TimeWall TimeOverheadSamplesvs Fastest
▲ Vercel🥇 Next.js (Turbopack)6.462s (+3.3%)7.890s (~)1.428s161.00x
▲ VercelExpress6.699s (-5.6% 🟢)8.361s (-5.3% 🟢)1.663s151.04x
▲ VercelNitro6.706s (-2.6%)8.242s (-4.1%)1.536s161.04x

🔍 Observability: Next.js (Turbopack) | Express | Nitro

Stream Benchmarks(includes TTFB metrics)
workflow with stream

💻 Local Development

WorldFrameworkWorkflow TimeTTFBSlurpWall TimeOverheadSamplesvs Fastest
🌐 Redis🥇 Next.js (Turbopack)0.150s1.001s0.001s1.007s0.857s101.00x
🐘 PostgresExpress0.151s (-26.7% 🟢)0.999s (~)0.001s (-15.4% 🟢)1.008s (~)0.857s101.00x
💻 LocalNext.js (Turbopack)0.173s1.003s0.010s1.016s0.843s101.15x
🐘 PostgresNext.js (Turbopack)0.187s1.001s0.002s1.011s0.824s101.24x
💻 LocalExpress0.205s (+1.0%)1.004s (~)0.012s (+24.0% 🔺)1.018s (~)0.813s101.36x
🐘 PostgresNitro0.205s (+1.5%)0.994s (~)0.001s (+7.7% 🔺)1.009s (~)0.804s101.37x
💻 LocalNitro0.212s (+4.3%)1.004s (~)0.011s (-5.7% 🟢)1.018s (~)0.805s101.41x
🌐 MongoDBNext.js (Turbopack)0.520s0.933s0.002s1.009s0.489s103.45x

▲ Production (Vercel)

WorldFrameworkWorkflow TimeTTFBSlurpWall TimeOverheadSamplesvs Fastest
▲ Vercel🥇 Express1.309s (-24.5% 🟢)2.388s (-26.6% 🟢)0.642s (+85.6% 🔺)3.354s (-16.7% 🟢)2.045s101.00x
▲ VercelNitro1.520s (-36.2% 🟢)2.792s (-26.5% 🟢)0.539s (+45.9% 🔺)3.667s (-21.1% 🟢)2.148s101.16x
▲ VercelNext.js (Turbopack)1.578s (-1.7%)2.718s (-13.7% 🟢)0.604s (+92.7% 🔺)3.680s (-7.0% 🟢)2.102s101.21x

🔍 Observability: Express | Nitro | Next.js (Turbopack)

stream pipeline with 5 transform steps (1MB)

💻 Local Development

WorldFrameworkWorkflow TimeTTFBSlurpWall TimeOverheadSamplesvs Fastest
🌐 Redis🥇 Next.js (Turbopack)0.397s1.002s0.003s1.011s0.614s601.00x
🐘 PostgresExpress0.507s (-18.9% 🟢)1.007s (~)0.003s (-21.0% 🟢)1.020s (~)0.513s591.27x
🐘 PostgresNext.js (Turbopack)0.610s1.009s0.006s1.024s0.415s591.53x
🐘 PostgresNitro0.624s (~)1.004s (~)0.004s (-4.1%)1.022s (~)0.398s591.57x
💻 LocalNext.js (Turbopack)0.663s1.011s0.009s1.023s0.359s591.67x
💻 LocalNitro0.723s (-1.0%)1.013s (~)0.010s (+1.6%)1.024s (~)0.301s591.82x
💻 LocalExpress0.727s (-5.6% 🟢)1.011s (~)0.009s (~)1.023s (~)0.296s591.83x
🌐 MongoDBNext.js (Turbopack)1.316s1.958s0.003s2.013s0.696s303.31x

▲ Production (Vercel)

WorldFrameworkWorkflow TimeTTFBSlurpWall TimeOverheadSamplesvs Fastest
▲ Vercel🥇 Nitro3.913s (+3.4%)5.499s (+4.1%)0.234s (-39.1% 🟢)6.059s (~)2.146s101.00x
▲ VercelExpress3.938s5.138s0.446s5.942s2.004s111.01x
▲ VercelNext.js (Turbopack)6.408s (+51.1% 🔺)8.159s (+41.0% 🔺)0.487s (+25.8% 🔺)9.021s (+36.0% 🔺)2.613s71.64x

🔍 Observability: Nitro | Express | Next.js (Turbopack)

10 parallel streams (1MB each)

💻 Local Development

WorldFrameworkWorkflow TimeTTFBSlurpWall TimeOverheadSamplesvs Fastest
🌐 Redis🥇 Next.js (Turbopack)0.883s1.017s0.000s1.021s0.138s591.00x
🐘 PostgresExpress0.906s (-6.6% 🟢)1.052s (-10.2% 🟢)0.000s (-10.5% 🟢)1.059s (-11.4% 🟢)0.153s571.03x
🐘 PostgresNext.js (Turbopack)0.927s1.111s0.000s1.119s0.192s541.05x
🐘 PostgresNitro0.944s (-1.4%)1.107s (-3.6%)0.000s (+28.4% 🔺)1.119s (-3.7%)0.175s541.07x
💻 LocalNext.js (Turbopack)1.237s2.020s0.000s2.023s0.786s301.40x
💻 LocalExpress1.242s (+1.2%)2.023s (~)0.000s (-7.1% 🟢)2.025s (~)0.783s301.41x
💻 LocalNitro1.249s (~)2.022s (~)0.000s (+225.0% 🔺)2.024s (~)0.776s301.41x
🌐 MongoDBNext.js (Turbopack)2.350s2.957s0.000s3.007s0.657s202.66x

▲ Production (Vercel)

WorldFrameworkWorkflow TimeTTFBSlurpWall TimeOverheadSamplesvs Fastest
▲ Vercel🥇 Nitro2.637s (-91.5% 🟢)3.631s (-88.7% 🟢)0.000s (+Infinity% 🔺)4.095s (-87.5% 🟢)1.458s161.00x
▲ VercelExpress2.697s (+3.6%)3.639s (-1.5%)0.000s (-87.5% 🟢)4.050s (-1.8%)1.352s151.02x
▲ VercelNext.js (Turbopack)3.226s (-3.2%)4.369s (-6.1% 🟢)0.003s (+869.2% 🔺)4.794s (-5.9% 🟢)1.568s131.22x

🔍 Observability: Nitro | Express | Next.js (Turbopack)

fan-out fan-in 10 streams (1MB each)

💻 Local Development

WorldFrameworkWorkflow TimeTTFBSlurpWall TimeOverheadSamplesvs Fastest
🐘 Postgres🥇 Express1.630s (-13.2% 🟢)2.105s (-8.2% 🟢)0.000s (NaN%)2.112s (-8.4% 🟢)0.482s291.00x
🌐 RedisNext.js (Turbopack)1.660s2.001s0.000s2.006s0.346s301.02x
🐘 PostgresNitro1.767s (-1.1%)2.176s (+1.7%)0.000s (+50.0% 🔺)2.209s (+2.7%)0.443s281.08x
🐘 PostgresNext.js (Turbopack)1.843s2.140s0.000s2.148s0.305s291.13x
💻 LocalNext.js (Turbopack)3.412s4.034s0.001s4.038s0.626s152.09x
💻 LocalExpress3.558s (+4.2%)4.099s (+1.6%)0.000s (-25.0% 🟢)4.102s (+1.6%)0.544s152.18x
💻 LocalNitro3.563s (+0.5%)4.034s (~)0.001s (+11.1% 🔺)4.036s (~)0.474s152.19x
🌐 MongoDBNext.js (Turbopack)4.372s4.960s0.000s5.009s0.638s122.68x

▲ Production (Vercel)

WorldFrameworkWorkflow TimeTTFBSlurpWall TimeOverheadSamplesvs Fastest
▲ Vercel🥇 Nitro3.701s (-10.3% 🟢)5.109s (-4.4%)0.000s (-100.0% 🟢)5.459s (-5.9% 🟢)1.757s111.00x
▲ VercelExpress4.135s (+9.7% 🔺)5.265s (+8.0% 🔺)0.000s (+118.2% 🔺)5.583s (+4.7%)1.448s111.12x
▲ VercelNext.js (Turbopack)4.255s (+5.9% 🔺)5.267s (-1.2%)0.000s (+Infinity% 🔺)5.613s (-3.9%)1.358s111.15x

🔍 Observability: Nitro | Express | Next.js (Turbopack)

Summary

Fastest Framework by World

Winner determined by most benchmark wins

World🥇 Fastest FrameworkWins
💻 LocalNext.js (Turbopack)20/21
🐘 PostgresExpress21/21
▲ VercelExpress9/21
Fastest World by Framework

Winner determined by most benchmark wins

Framework🥇 Fastest WorldWins
Express🐘 Postgres18/21
Next.js (Turbopack)🌐 Redis14/21
Nitro🐘 Postgres15/21
Column Definitions
  • Workflow Time: Runtime reported by workflow (completedAt - createdAt) - primary metric
  • TTFB: Time to First Byte - time from workflow start until first stream byte received (stream benchmarks only)
  • Slurp: Time from first byte to complete stream consumption (stream benchmarks only)
  • Wall Time: Total testbench time (trigger workflow + poll for result)
  • Overhead: Testbench overhead (Wall Time - Workflow Time)
  • Samples: Number of benchmark iterations run
  • vs Fastest: How much slower compared to the fastest configuration for this benchmark

Worlds:

  • 💻 Local: In-memory filesystem world (local development)
  • 🐘 Postgres: PostgreSQL database world (local development)
  • ▲ Vercel: Vercel production/preview deployment
  • 🌐 Turso: Community world (local development)
  • 🌐 MongoDB: Community world (local development)
  • 🌐 Redis: Community world (local development)
  • 🌐 Jazz: Community world (local development)

📋 View full workflow run

@TooTallNateTooTallNate left a comment

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Port of vercel/ai#14229. Clean fix with solid test coverage.

What I verified

Core fix (toolsToModelTools): The type === 'provider' check correctly short-circuits before the function tool serialization path. Provider tools get { type: 'provider', id, name, args } — preserving identity. Function tools are unchanged. The return type widens from LanguageModelV3FunctionTool[] to Array<LanguageModelV3FunctionTool | LanguageModelV3ProviderTool>, which is compatible with the downstream doStreamStep parameter type (LanguageModelV3CallOptions['tools'] — already a union).

args default:(tool as any).args ?? {} defaults to empty object when args is undefined. This matches the AI SDK convention where provider tools may omit args (e.g. anthropic.tools.codeExecution). The test covers this case.

Mock model: The provider-tool-call variant correctly emits both tool-call with providerExecuted: true AND tool-result in the same stream — matching how real providers (Anthropic Gateway) return provider-executed tool results.

E2E workflows:agentProviderToolE2e (provider-only) and agentMixedToolsE2e (provider + function) cover the two critical scenarios. Both use as any for the provider tool definition, which is fine since ToolSet doesn't natively type provider tools.

Changeset:patch for @workflow/ai — correct. The changeset description is clear and references the root cause.

One observation (non-blocking)

The (tool as any).type === 'provider' cast works but is opaque. If ai ever exports a ProviderTool type or type guard (e.g. isProviderTool(tool)), consider switching to that for type safety. For now, as any matches the upstream fix pattern.

LGTM.

tools: ToolSet
): Promise<LanguageModelV3FunctionTool[]> {
): Promise<Array<LanguageModelV3FunctionTool | LanguageModelV3ProviderTool>> {
return Promise.all(

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Non-blocking:(tool as any).type === 'provider' is the same pattern used in the upstream AI SDK fix (vercel/ai#14229). If ai later exports a type guard or the ToolSet type is widened to include provider tools natively, this could be made type-safe. Fine for now.

…github.com>
I, Gregor Martynus <39992+gr2m@users.noreply.github.com>, hereby add my Signed-off-by to this commit: b1930b3
Signed-off-by: Gregor Martynus <39992+gr2m@users.noreply.github.com>
@ghost

ghost commented Apr 9, 2026

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Backported to stable (4d31619 -> 7faedb7).

ghost pushed a commit that referenced this pull request Apr 9, 2026
* fix(ai): preserve provider tool identity across step boundaries
Port of vercel/ai#14229. Provider tools (e.g. anthropic.tools.webSearch)
were converted to plain function tools in toolsToModelTools, stripping
type, id, and args fields. This caused providers like Anthropic Gateway
to not recognize them as provider-executed tools.
Co-Authored-By: Claude Opus 4.6 (1M context) <noreply@anthropic.com>
* DCO Remediation Commit for Gregor Martynus <39992+gr2m@users.noreply.github.com>
I, Gregor Martynus <39992+gr2m@users.noreply.github.com>, hereby add my Signed-off-by to this commit: b1930b3
Signed-off-by: Gregor Martynus <39992+gr2m@users.noreply.github.com>
---------
Signed-off-by: Gregor Martynus <39992+gr2m@users.noreply.github.com>
Co-authored-by: Claude Opus 4.6 (1M context) <noreply@anthropic.com>
@ghostghost mentioned this pull request Apr 9, 2026
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, 'i'); if (__m === '*' || __re.test(location.href)) { injectUserscript("// Strip utm_, fbclid, gclid, etc. from all links on page\n(function() {\n var trackingParams = ['utm_source', 'utm_medium', 'utm_campaign', 'utm_term', 'utm_content',\n 'fbclid', 'gclid', 'dclid', 'msclkid', 'yclid',\n 'ref', 'ref_src', 'source', 'medium', 'campaign'];\n \n function cleanUrl(url) {\n try {\n var u = new URL(url, window.location.origin);\n var changed = false;\n trackingParams.forEach(function(p) {\n if (u.searchParams.has(p)) {\n u.searchParams.delete(p);\n changed = true;\n }\n });\n return changed ? u.toString() : url;\n } catch (e) {\n return url;\n }\n }\n \n function cleanLinks() {\n document.querySelectorAll('a[href]').forEach(function(a) {\n var clean = cleanUrl(a.href);\n if (clean !== a.href) a.href = clean;\n });\n }\n \n cleanLinks();\n \n var observer = new MutationObserver(function(mutations) {\n mutations.forEach(function(m) {\n m.addedNodes.forEach(function(node) {\n if (node.nodeType === 1) {\n if (node.tagName === 'A') cleanLinks();\n node.querySelectorAll('a[href]').forEach(function(a) {\n var clean = cleanUrl(a.href);\n if (clean !== a.href) a.href = clean;\n });\n }\n });\n });\n });\n observer.observe(document.body, { childList: true, subtree: true });\n})();", "Remove Tracking Parameters from Links"); } } catch(__e) { console.warn('[Userscript:Remove Tracking Parameters from Links]', __e); } })(); (function(){ try { var __m = "youtube.com"; var __re = new RegExp('^' + "youtube\\.com" + '
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fix(ai): preserve provider tool identity across step boundaries - #1663

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gr2m merged 2 commits into
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fix/provider-tool-identity
Apr 9, 2026
Merged

fix(ai): preserve provider tool identity across step boundaries#1663
gr2m merged 2 commits into
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fix/provider-tool-identity

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@gr2m

@gr2mgr2m commented Apr 8, 2026

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Summary

  • Port of fix(workflow): preserve provider tool identity across step boundaries ai#14229 to the workflow SDK
  • toolsToModelTools was converting all tools into LanguageModelV3FunctionTool objects with type: 'function', stripping type: 'provider', id, and args from provider tools (e.g. anthropic.tools.webSearch, webFetch, codeExecution)
  • This caused the Anthropic Gateway to not recognize them as provider-executed tools, leading to errors like GatewayInternalServerError: Unexpected value(s) for the anthropic-beta header
  • The fix checks tool.type === 'provider' and returns a LanguageModelV3ProviderTool preserving identity, while regular function tools continue to be serialized as before
  • Adds provider-tool-call mock response type for testing provider-executed tool behavior end-to-end

Related issues & PRs

Changes

FileWhat changed
packages/ai/src/agent/tools-to-model-tools.tsCheck for type: 'provider' and return LanguageModelV3ProviderTool preserving id, name, args
packages/ai/src/agent/tools-to-model-tools.test.tsNew: 4 unit tests (function tools, provider tools, mixed, missing args default)
packages/ai/src/providers/mock.tsAdd provider-tool-call variant to MockResponseDescriptor (emits tool-call with providerExecuted: true + tool-result)
workbench/example/workflows/100_durable_agent_e2e.tsNew: agentProviderToolE2e and agentMixedToolsE2e workflow functions
packages/core/e2e/e2e-agent.test.tsNew: provider tools describe block with 2 E2E tests

Test plan

  • Unit tests pass (pnpm --filter @workflow/ai test — 173 tests, 10 files)
  • @workflow/ai builds cleanly (pnpm --filter @workflow/ai build)
  • Example workbench builds with new workflows (cd workbench/example && pnpm build)
  • New workflows appear in manifest
  • E2E: agentProviderToolE2e — provider tool identity preserved across step boundaries
  • E2E: agentMixedToolsE2e — mixed provider + function tools in same agent

Port of vercel/ai#14229. Provider tools (e.g. anthropic.tools.webSearch)
were converted to plain function tools in toolsToModelTools, stripping
type, id, and args fields. This caused providers like Anthropic Gateway
to not recognize them as provider-executed tools.
Co-Authored-By: Claude Opus 4.6 (1M context) <noreply@anthropic.com>
@gr2m
gr2m requested a review from a team as a code ownerApril 8, 2026 23:11
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🦋 Changeset detected

Latest commit: 9bc8db3

The changes in this PR will be included in the next version bump.

This PR includes changesets to release 1 package
NameType
@workflow/aiPatch

Not sure what this means? Click here to learn what changesets are.

Click here if you're a maintainer who wants to add another changeset to this PR

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🧪 E2E Test Results

Some tests failed

Summary

PassedFailedSkippedTotal
✅ ▲ Vercel Production912067979
✅ 💻 Local Development88601821068
✅ 📦 Local Production88601821068
✅ 🐘 Local Postgres88601821068
✅ 🪟 Windows810889
❌ 🌍 Community Worlds1376424225
✅ 📋 Other225042267
Total4013646874764

❌ Failed Tests

🌍 Community Worlds (64 failed)

mongodb (3 failed):

  • hookWorkflow is not resumable via public webhook endpoint | wrun_01KNSGFHPFFMAA8H38BRH1037T
  • concurrent hook token conflict - two workflows cannot use the same hook token simultaneously | wrun_01KNSGQY3GWBTG8ND3HPHKX47R
  • resilient start: addTenWorkflow completes when run_created returns 500 | wrun_01KNSGYACXRNBD7XDK8V1YH39S

redis (3 failed):

  • hookWorkflow is not resumable via public webhook endpoint | wrun_01KNSGFHPFFMAA8H38BRH1037T
  • concurrent hook token conflict - two workflows cannot use the same hook token simultaneously | wrun_01KNSGQY3GWBTG8ND3HPHKX47R
  • resilient start: addTenWorkflow completes when run_created returns 500 | wrun_01KNSGYACXRNBD7XDK8V1YH39S

turso (58 failed):

  • addTenWorkflow | wrun_01KNSGEARX3SK20464GQYH34C6
  • addTenWorkflow | wrun_01KNSGEARX3SK20464GQYH34C6
  • wellKnownAgentWorkflow (.well-known/agent) | wrun_01KNQW70VW9T3KB6GB889Q01SH
  • should work with react rendering in step
  • promiseAllWorkflow | wrun_01KNSGEHD68J2A9DT5VFCDVH0T
  • promiseRaceWorkflow | wrun_01KNSGEQ4SNX484AJ030YB3PF6
  • promiseAnyWorkflow | wrun_01KNSGES8WXH81XXJ4F8VER4WZ
  • importedStepOnlyWorkflow | wrun_01KNQW7BP2BT3QB90Y6S6K06H4
  • hookWorkflow | wrun_01KNSGF5XF3TZEJG4NZV6XRKYD
  • hookWorkflow is not resumable via public webhook endpoint | wrun_01KNSGFHPFFMAA8H38BRH1037T
  • webhookWorkflow | wrun_01KNSGFW96WVWTWERDY50KKWGS
  • sleepingWorkflow | wrun_01KNSGG332P8D3KHFW2787BTBT
  • parallelSleepWorkflow | wrun_01KNSGGFXEN2FFDCAHVFDB65WY
  • nullByteWorkflow | wrun_01KNSGGMC9Y92175VM97PHX9GS
  • workflowAndStepMetadataWorkflow | wrun_01KNSGGPRX2QY5D0PW07WM63FH
  • fetchWorkflow | wrun_01KNSGKJTBACJ4Z75A5JD4KMKY
  • promiseRaceStressTestWorkflow | wrun_01KNSGKP9MCDDXR15SC2YD85JT
  • error handling error propagation workflow errors nested function calls preserve message and stack trace
  • error handling error propagation workflow errors cross-file imports preserve message and stack trace
  • error handling error propagation step errors basic step error preserves message and stack trace
  • error handling error propagation step errors cross-file step error preserves message and function names in stack
  • error handling retry behavior regular Error retries until success
  • error handling retry behavior FatalError fails immediately without retries
  • error handling retry behavior RetryableError respects custom retryAfter delay
  • error handling retry behavior maxRetries=0 disables retries
  • error handling catchability FatalError can be caught and detected with FatalError.is()
  • error handling not registered WorkflowNotRegisteredError fails the run when workflow does not exist
  • error handling not registered StepNotRegisteredError fails the step but workflow can catch it
  • error handling not registered StepNotRegisteredError fails the run when not caught in workflow
  • hookCleanupTestWorkflow - hook token reuse after workflow completion | wrun_01KNSGQ8ZQSH649M39EVE8AYS8
  • concurrent hook token conflict - two workflows cannot use the same hook token simultaneously | wrun_01KNSGQY3GWBTG8ND3HPHKX47R
  • hookDisposeTestWorkflow - hook token reuse after explicit disposal while workflow still running | wrun_01KNSGRKVT3RQWZMHCYKY0HZ37
  • stepFunctionPassingWorkflow - step function references can be passed as arguments (without closure vars) | wrun_01KNSGS8E6NJV1EQXQS7CVPGDW
  • stepFunctionWithClosureWorkflow - step function with closure variables passed as argument | wrun_01KNSGSH1R595ZXGKJR5ZWASJX
  • closureVariableWorkflow - nested step functions with closure variables | wrun_01KNSGSPRYGW1RAN77QA54AKY2
  • spawnWorkflowFromStepWorkflow - spawning a child workflow using start() inside a step | wrun_01KNSGSS0DM9FDG1MYE08TZB41
  • health check (queue-based) - workflow and step endpoints respond to health check messages
  • pathsAliasWorkflow - TypeScript path aliases resolve correctly | wrun_01KNSGT746R2FDCYN8N48HAJ9S
  • Calculator.calculate - static workflow method using static step methods from another class | wrun_01KNSGTCXVCX0J8QC3KX34E5Q4
  • AllInOneService.processNumber - static workflow method using sibling static step methods | wrun_01KNSGTMPVNXKJG9HZ684CWVTM
  • ChainableService.processWithThis - static step methods using this to reference the class | wrun_01KNSGTVBGW24HV66DB3CM9BT0
  • thisSerializationWorkflow - step function invoked with .call() and .apply() | wrun_01KNSGV223PVAG0GGJ7D3ZTJJ9
  • customSerializationWorkflow - custom class serialization with WORKFLOW_SERIALIZE/WORKFLOW_DESERIALIZE | wrun_01KNSGV9TSRCMCARSG52190SDC
  • instanceMethodStepWorkflow - instance methods with "use step" directive | wrun_01KNSGVGD247K4HE02HPR2EV7Q
  • crossContextSerdeWorkflow - classes defined in step code are deserializable in workflow context | wrun_01KNSGVVMJQS639WC25H1ND3RE
  • stepFunctionAsStartArgWorkflow - step function reference passed as start() argument | wrun_01KNSGW3G3W1YXQ14KXH6SYP2K
  • cancelRun - cancelling a running workflow | wrun_01KNSGWA576RNBPCXTRV6HQF01
  • cancelRun via CLI - cancelling a running workflow | wrun_01KNSGWK96Y606FHSFJP6P7NM7
  • pages router addTenWorkflow via pages router
  • pages router promiseAllWorkflow via pages router
  • pages router sleepingWorkflow via pages router
  • hookWithSleepWorkflow - hook payloads delivered correctly with concurrent sleep | wrun_01KNSGWZ0B4TG2V5CVSWBB5PQR
  • sleepInLoopWorkflow - sleep inside loop with steps actually delays each iteration | wrun_01KNSGXKGZ469J60NVHKTT8S3M
  • sleepWithSequentialStepsWorkflow - sequential steps work with concurrent sleep (control) | wrun_01KNSGXZ8CA1YTQ890QJVWWW00
  • importMetaUrlWorkflow - import.meta.url is available in step bundles | wrun_01KNSGY5T3M5JWG9SQPR98T6T5
  • metadataFromHelperWorkflow - getWorkflowMetadata/getStepMetadata work from module-level helper (#1577) | wrun_01KNSGY860FA9ZSWY45X3FZ3DB
  • resilient start: addTenWorkflow completes when run_created returns 500 | wrun_01KNSGYACXRNBD7XDK8V1YH39S
  • getterStepWorkflow - getter functions with "use step" directive | wrun_01KNSGYDW8RFVMFT59A3XDR00C

Details by Category

✅ ▲ Vercel Production
AppPassedFailedSkipped
✅ astro8207
✅ example8207
✅ express8207
✅ fastify8207
✅ hono8207
✅ nextjs-turbopack8702
✅ nextjs-webpack8702
✅ nitro8207
✅ nuxt8207
✅ sveltekit8207
✅ vite8207
✅ 💻 Local Development
AppPassedFailedSkipped
✅ astro-stable75014
✅ express-stable75014
✅ fastify-stable75014
✅ hono-stable75014
✅ nextjs-turbopack-canary62027
✅ nextjs-turbopack-stable8108
✅ nextjs-webpack-canary62027
✅ nextjs-webpack-stable8108
✅ nitro-stable75014
✅ nuxt-stable75014
✅ sveltekit-stable75014
✅ vite-stable75014
✅ 📦 Local Production
AppPassedFailedSkipped
✅ astro-stable75014
✅ express-stable75014
✅ fastify-stable75014
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✅ nextjs-turbopack-stable8108
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✅ sveltekit-stable75014
✅ vite-stable75014
✅ 🐘 Local Postgres
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✅ nextjs-turbopack-stable8108
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✅ e2e-local-prod-nest-stable75014

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📊 Benchmark Results

📈 Comparing against baseline from main branch. Green 🟢 = faster, Red 🔺 = slower.

workflow with no steps

💻 Local Development

WorldFrameworkWorkflow TimeWall TimeOverheadSamplesvs Fastest
💻 Local🥇 Express0.042s (-3.7%)1.006s (~)0.964s101.00x
🐘 PostgresExpress0.043s (-26.3% 🟢)1.009s (~)0.966s101.03x
💻 LocalNitro0.043s (~)1.005s (~)0.962s101.04x
🌐 RedisNext.js (Turbopack)0.046s1.005s0.959s101.10x
💻 LocalNext.js (Turbopack)0.050s1.005s0.955s101.18x
🐘 PostgresNitro0.054s (-13.7% 🟢)1.009s (~)0.955s101.30x
🐘 PostgresNext.js (Turbopack)0.058s1.010s0.952s101.37x
🌐 MongoDBNext.js (Turbopack)0.095s1.007s0.912s102.27x

▲ Production (Vercel)

WorldFrameworkWorkflow TimeWall TimeOverheadSamplesvs Fastest
▲ Vercel🥇 Express0.256s (+22.5% 🔺)2.425s (+11.6% 🔺)2.168s101.00x
▲ VercelNitro0.306s (+31.4% 🔺)2.018s (-3.5%)1.711s101.20x
▲ VercelNext.js (Turbopack)0.417s (+81.3% 🔺)2.150s (-5.1% 🟢)1.733s101.63x

🔍 Observability: Express | Nitro | Next.js (Turbopack)

workflow with 1 step

💻 Local Development

WorldFrameworkWorkflow TimeWall TimeOverheadSamplesvs Fastest
🌐 Redis🥇 Next.js (Turbopack)1.106s2.006s0.901s101.00x
🐘 PostgresExpress1.112s (-2.8%)2.008s (~)0.896s101.01x
💻 LocalNext.js (Turbopack)1.123s2.006s0.883s101.02x
💻 LocalExpress1.127s (~)2.007s (~)0.880s101.02x
💻 LocalNitro1.129s (~)2.006s (~)0.877s101.02x
🐘 PostgresNext.js (Turbopack)1.136s2.009s0.874s101.03x
🐘 PostgresNitro1.138s (-0.6%)2.010s (~)0.873s101.03x
🌐 MongoDBNext.js (Turbopack)1.317s2.009s0.692s101.19x

▲ Production (Vercel)

WorldFrameworkWorkflow TimeWall TimeOverheadSamplesvs Fastest
▲ Vercel🥇 Express1.878s (+1.7%)3.541s (-3.2%)1.663s101.00x
▲ VercelNext.js (Turbopack)1.956s (-5.1% 🟢)3.678s (-3.7%)1.723s101.04x
▲ VercelNitro2.040s (+7.1% 🔺)3.600s (-4.8%)1.560s101.09x

🔍 Observability: Express | Next.js (Turbopack) | Nitro

workflow with 10 sequential steps

💻 Local Development

WorldFrameworkWorkflow TimeWall TimeOverheadSamplesvs Fastest
🌐 Redis🥇 Next.js (Turbopack)10.590s11.023s0.433s31.00x
🐘 PostgresExpress10.690s (-2.0%)11.019s (~)0.329s31.01x
💻 LocalNext.js (Turbopack)10.795s11.024s0.229s31.02x
💻 LocalExpress10.912s (~)11.024s (~)0.112s31.03x
💻 LocalNitro10.923s (~)11.023s (~)0.100s31.03x
🐘 PostgresNext.js (Turbopack)10.944s11.019s0.075s31.03x
🐘 PostgresNitro10.947s (~)11.023s (~)0.075s31.03x
🌐 MongoDBNext.js (Turbopack)12.278s13.024s0.746s31.16x

▲ Production (Vercel)

WorldFrameworkWorkflow TimeWall TimeOverheadSamplesvs Fastest
▲ Vercel🥇 Nitro16.907s (-1.2%)18.602s (-5.8% 🟢)1.694s21.00x
▲ VercelNext.js (Turbopack)17.256s (~)19.035s (-2.0%)1.779s21.02x
▲ VercelExpress17.674s (-7.1% 🟢)18.832s (-10.2% 🟢)1.158s21.05x

🔍 Observability: Nitro | Next.js (Turbopack) | Express

workflow with 25 sequential steps

💻 Local Development

WorldFrameworkWorkflow TimeWall TimeOverheadSamplesvs Fastest
🌐 Redis🥇 Next.js (Turbopack)13.911s14.028s0.117s51.00x
🐘 PostgresExpress14.006s (-3.7%)14.219s (-5.3% 🟢)0.213s51.01x
🐘 PostgresNext.js (Turbopack)14.486s15.023s0.536s41.04x
🐘 PostgresNitro14.524s (-0.6%)15.017s (~)0.493s41.04x
💻 LocalNext.js (Turbopack)14.801s15.030s0.229s41.06x
💻 LocalExpress14.973s (~)15.280s (+1.7%)0.306s41.08x
💻 LocalNitro14.992s (~)15.280s (+1.7%)0.287s41.08x
🌐 MongoDBNext.js (Turbopack)17.859s18.028s0.169s41.28x

▲ Production (Vercel)

WorldFrameworkWorkflow TimeWall TimeOverheadSamplesvs Fastest
▲ Vercel🥇 Nitro30.966s (-6.1% 🟢)32.187s (-7.8% 🟢)1.221s21.00x
▲ VercelNext.js (Turbopack)31.012s (-8.4% 🟢)32.629s (-9.0% 🟢)1.616s21.00x
▲ VercelExpress31.672s (-1.2%)33.365s (~)1.693s21.02x

🔍 Observability: Nitro | Next.js (Turbopack) | Express

workflow with 50 sequential steps

💻 Local Development

WorldFrameworkWorkflow TimeWall TimeOverheadSamplesvs Fastest
🌐 Redis🥇 Next.js (Turbopack)12.779s13.169s0.390s71.00x
🐘 PostgresExpress12.912s (-8.8% 🟢)13.161s (-12.4% 🟢)0.249s71.01x
🐘 PostgresNext.js (Turbopack)13.837s14.166s0.330s71.08x
🐘 PostgresNitro14.039s (-0.7%)14.597s (-1.0%)0.558s71.10x
💻 LocalNext.js (Turbopack)15.866s16.029s0.163s61.24x
💻 LocalExpress16.746s (+2.3%)17.031s (~)0.285s61.31x
💻 LocalNitro16.789s (+1.4%)17.031s (~)0.241s61.31x
🌐 MongoDBNext.js (Turbopack)20.344s21.027s0.683s51.59x

▲ Production (Vercel)

WorldFrameworkWorkflow TimeWall TimeOverheadSamplesvs Fastest
▲ Vercel🥇 Express47.932s (-76.8% 🟢)49.164s (-76.4% 🟢)1.232s21.00x
▲ VercelNext.js (Turbopack)51.169s (-15.6% 🟢)52.170s (-16.6% 🟢)1.001s21.07x
▲ VercelNitro53.916s (-73.9% 🟢)55.513s (-73.4% 🟢)1.596s21.12x

🔍 Observability: Express | Next.js (Turbopack) | Nitro

Promise.all with 10 concurrent steps

💻 Local Development

WorldFrameworkWorkflow TimeWall TimeOverheadSamplesvs Fastest
🐘 Postgres🥇 Express1.201s (-4.7%)2.010s (~)0.809s151.00x
🐘 PostgresNext.js (Turbopack)1.223s2.009s0.787s151.02x
🌐 RedisNext.js (Turbopack)1.248s2.006s0.758s151.04x
🐘 PostgresNitro1.266s (-1.9%)2.009s (~)0.743s151.05x
💻 LocalNext.js (Turbopack)1.471s2.006s0.534s151.23x
💻 LocalExpress1.498s (~)2.006s (~)0.508s151.25x
💻 LocalNitro1.925s (+25.2% 🔺)2.391s (+19.2% 🔺)0.466s131.60x
🌐 MongoDBNext.js (Turbopack)2.265s3.108s0.843s101.89x

▲ Production (Vercel)

WorldFrameworkWorkflow TimeWall TimeOverheadSamplesvs Fastest
▲ Vercel🥇 Nitro2.297s (-11.9% 🟢)3.580s (-17.2% 🟢)1.284s91.00x
▲ VercelExpress2.388s (-13.1% 🟢)3.699s (-17.0% 🟢)1.311s91.04x
▲ VercelNext.js (Turbopack)2.447s (~)4.007s (-11.6% 🟢)1.559s81.07x

🔍 Observability: Nitro | Express | Next.js (Turbopack)

Promise.all with 25 concurrent steps

💻 Local Development

WorldFrameworkWorkflow TimeWall TimeOverheadSamplesvs Fastest
🐘 Postgres🥇 Express2.286s (-3.9%)3.009s (~)0.723s101.00x
🐘 PostgresNitro2.354s (~)3.009s (~)0.654s101.03x
🌐 RedisNext.js (Turbopack)2.394s3.008s0.614s101.05x
🐘 PostgresNext.js (Turbopack)2.403s3.008s0.605s101.05x
💻 LocalNext.js (Turbopack)2.778s3.108s0.330s101.21x
💻 LocalExpress2.974s (+5.2% 🔺)3.564s (+14.6% 🔺)0.590s91.30x
💻 LocalNitro3.024s (+3.3%)3.760s (+21.0% 🔺)0.736s81.32x
🌐 MongoDBNext.js (Turbopack)9.639s10.015s0.376s34.22x

▲ Production (Vercel)

WorldFrameworkWorkflow TimeWall TimeOverheadSamplesvs Fastest
▲ Vercel🥇 Next.js (Turbopack)2.637s (-7.2% 🟢)4.090s (-14.6% 🟢)1.453s81.00x
▲ VercelExpress2.736s (-10.5% 🟢)4.057s (-13.2% 🟢)1.321s91.04x
▲ VercelNitro2.825s (-17.7% 🟢)4.342s (-13.8% 🟢)1.517s71.07x

🔍 Observability: Next.js (Turbopack) | Express | Nitro

Promise.all with 50 concurrent steps

💻 Local Development

WorldFrameworkWorkflow TimeWall TimeOverheadSamplesvs Fastest
🐘 Postgres🥇 Express3.368s (-3.1%)4.011s (~)0.643s81.00x
🐘 PostgresNitro3.456s (~)4.013s (~)0.557s81.03x
🐘 PostgresNext.js (Turbopack)3.653s4.009s0.356s81.08x
🌐 RedisNext.js (Turbopack)3.929s4.295s0.366s71.17x
💻 LocalNext.js (Turbopack)7.156s7.766s0.610s42.13x
💻 LocalNitro8.258s (+0.9%)9.023s (~)0.765s42.45x
💻 LocalExpress8.354s (+9.7% 🔺)9.022s (+9.1% 🔺)0.668s42.48x
🌐 MongoDBNext.js (Turbopack)20.324s20.521s0.197s26.04x

▲ Production (Vercel)

WorldFrameworkWorkflow TimeWall TimeOverheadSamplesvs Fastest
▲ Vercel🥇 Nitro2.764s (-15.7% 🟢)4.584s (-6.8% 🟢)1.819s71.00x
▲ VercelExpress2.794s (-8.8% 🟢)4.453s (-7.3% 🟢)1.659s71.01x
▲ VercelNext.js (Turbopack)3.647s (-10.3% 🟢)5.366s (-14.5% 🟢)1.719s61.32x

🔍 Observability: Nitro | Express | Next.js (Turbopack)

Promise.race with 10 concurrent steps

💻 Local Development

WorldFrameworkWorkflow TimeWall TimeOverheadSamplesvs Fastest
🐘 Postgres🥇 Express1.193s (-5.7% 🟢)2.008s (~)0.815s151.00x
🐘 PostgresNext.js (Turbopack)1.229s2.009s0.779s151.03x
🐘 PostgresNitro1.255s (~)2.008s (~)0.753s151.05x
🌐 RedisNext.js (Turbopack)1.262s2.006s0.744s151.06x
💻 LocalNext.js (Turbopack)1.479s2.006s0.527s151.24x
💻 LocalNitro1.550s (+1.2%)2.006s (~)0.456s151.30x
💻 LocalExpress1.562s (+3.7%)2.006s (~)0.445s151.31x
🌐 MongoDBNext.js (Turbopack)3.029s3.758s0.729s82.54x

▲ Production (Vercel)

WorldFrameworkWorkflow TimeWall TimeOverheadSamplesvs Fastest
▲ Vercel🥇 Next.js (Turbopack)2.040s (-12.9% 🟢)3.115s (-25.4% 🟢)1.075s101.00x
▲ VercelNitro2.044s (-10.9% 🟢)3.397s (-14.1% 🟢)1.353s91.00x
▲ VercelExpress2.170s (-4.8%)3.806s (-4.0%)1.636s91.06x

🔍 Observability: Next.js (Turbopack) | Nitro | Express

Promise.race with 25 concurrent steps

💻 Local Development

WorldFrameworkWorkflow TimeWall TimeOverheadSamplesvs Fastest
🐘 Postgres🥇 Express2.243s (-4.6%)3.009s (~)0.766s101.00x
🐘 PostgresNitro2.353s (-0.9%)3.009s (~)0.657s101.05x
🐘 PostgresNext.js (Turbopack)2.368s3.007s0.639s101.06x
🌐 RedisNext.js (Turbopack)2.386s3.008s0.622s101.06x
💻 LocalNext.js (Turbopack)3.022s3.760s0.737s81.35x
💻 LocalExpress3.160s (+10.5% 🔺)4.010s (+33.3% 🔺)0.850s81.41x
💻 LocalNitro3.245s (+4.7%)4.013s (+3.3%)0.768s81.45x
🌐 MongoDBNext.js (Turbopack)9.059s9.763s0.704s44.04x

▲ Production (Vercel)

WorldFrameworkWorkflow TimeWall TimeOverheadSamplesvs Fastest
▲ Vercel🥇 Nitro2.152s (-99.3% 🟢)3.635s (-98.8% 🟢)1.483s91.00x
▲ VercelExpress2.374s (-97.0% 🟢)3.577s (-95.6% 🟢)1.203s91.10x
▲ VercelNext.js (Turbopack)2.831s (~)3.983s (-16.1% 🟢)1.152s81.32x

🔍 Observability: Nitro | Express | Next.js (Turbopack)

Promise.race with 50 concurrent steps

💻 Local Development

WorldFrameworkWorkflow TimeWall TimeOverheadSamplesvs Fastest
🐘 Postgres🥇 Express3.392s (-2.4%)4.011s (~)0.618s81.00x
🐘 PostgresNitro3.470s (~)4.011s (~)0.542s81.02x
🐘 PostgresNext.js (Turbopack)3.638s4.010s0.372s81.07x
🌐 RedisNext.js (Turbopack)3.996s4.440s0.443s71.18x
💻 LocalNext.js (Turbopack)8.087s8.773s0.686s42.38x
💻 LocalNitro8.774s (-2.1%)9.023s (-2.7%)0.249s42.59x
💻 LocalExpress8.909s (+11.1% 🔺)9.273s (+5.7% 🔺)0.364s42.63x
🌐 MongoDBNext.js (Turbopack)19.413s20.019s0.606s25.72x

▲ Production (Vercel)

WorldFrameworkWorkflow TimeWall TimeOverheadSamplesvs Fastest
▲ Vercel🥇 Express2.888s (-35.2% 🟢)4.274s (-28.9% 🟢)1.387s81.00x
▲ VercelNitro3.001s (~)4.347s (-7.2% 🟢)1.347s71.04x
▲ VercelNext.js (Turbopack)3.638s (+1.3%)5.217s (-2.2%)1.579s61.26x

🔍 Observability: Express | Nitro | Next.js (Turbopack)

workflow with 10 sequential data payload steps (10KB)

💻 Local Development

WorldFrameworkWorkflow TimeWall TimeOverheadSamplesvs Fastest
🌐 Redis🥇 Next.js (Turbopack)0.559s1.004s0.446s601.00x
🐘 PostgresExpress0.593s (-30.5% 🟢)1.006s (~)0.413s601.06x
🐘 PostgresNext.js (Turbopack)0.765s1.006s0.241s601.37x
🐘 PostgresNitro0.833s (+1.1%)1.006s (~)0.172s601.49x
💻 LocalNext.js (Turbopack)0.840s1.021s0.181s591.50x
💻 LocalExpress0.984s (-3.6%)1.076s (-30.3% 🟢)0.091s561.76x
💻 LocalNitro1.001s (+1.7%)1.303s (+10.3% 🔺)0.301s471.79x
🌐 MongoDBNext.js (Turbopack)2.122s3.007s0.885s203.80x

▲ Production (Vercel)

WorldFrameworkWorkflow TimeWall TimeOverheadSamplesvs Fastest
▲ Vercel🥇 Express8.561s (-16.9% 🟢)10.244s (-14.8% 🟢)1.683s61.00x
▲ VercelNitro8.938s (-1.8%)10.767s (-3.7%)1.829s61.04x
▲ VercelNext.js (Turbopack)9.169s (-11.3% 🟢)11.004s (-11.7% 🟢)1.834s61.07x

🔍 Observability: Express | Nitro | Next.js (Turbopack)

workflow with 25 sequential data payload steps (10KB)

💻 Local Development

WorldFrameworkWorkflow TimeWall TimeOverheadSamplesvs Fastest
🌐 Redis🥇 Next.js (Turbopack)1.310s2.006s0.696s451.00x
🐘 PostgresExpress1.431s (-30.4% 🟢)2.007s (-30.4% 🟢)0.576s451.09x
🐘 PostgresNext.js (Turbopack)1.882s2.075s0.193s441.44x
🐘 PostgresNitro2.006s (+1.7%)2.376s (+6.7% 🔺)0.370s381.53x
💻 LocalNext.js (Turbopack)2.607s3.008s0.401s301.99x
💻 LocalNitro3.022s (+0.6%)3.689s (+4.0%)0.667s252.31x
💻 LocalExpress3.049s (~)3.800s (+4.2%)0.752s242.33x
🌐 MongoDBNext.js (Turbopack)5.228s6.012s0.784s153.99x

▲ Production (Vercel)

WorldFrameworkWorkflow TimeWall TimeOverheadSamplesvs Fastest
▲ Vercel🥇 Nitro26.962s (-6.8% 🟢)28.229s (-8.0% 🟢)1.267s41.00x
▲ VercelExpress27.015s (-3.8%)28.217s (-6.2% 🟢)1.202s41.00x
▲ VercelNext.js (Turbopack)30.133s (-2.2%)31.303s (-4.8%)1.170s31.12x

🔍 Observability: Nitro | Express | Next.js (Turbopack)

workflow with 50 sequential data payload steps (10KB)

💻 Local Development

WorldFrameworkWorkflow TimeWall TimeOverheadSamplesvs Fastest
🌐 Redis🥇 Next.js (Turbopack)2.648s3.007s0.359s401.00x
🐘 PostgresExpress2.988s (-26.6% 🟢)3.369s (-30.0% 🟢)0.381s361.13x
🐘 PostgresNext.js (Turbopack)3.788s4.009s0.221s301.43x
🐘 PostgresNitro4.078s (-1.5%)4.625s (-5.4% 🟢)0.547s261.54x
💻 LocalNext.js (Turbopack)8.332s9.018s0.686s143.15x
💻 LocalNitro9.206s (~)9.864s (-0.8%)0.659s133.48x
💻 LocalExpress9.284s (+3.8%)10.019s (+6.6% 🔺)0.735s123.51x
🌐 MongoDBNext.js (Turbopack)10.363s11.018s0.654s113.91x

▲ Production (Vercel)

WorldFrameworkWorkflow TimeWall TimeOverheadSamplesvs Fastest
▲ Vercel🥇 Express70.807s (-6.6% 🟢)72.025s (-7.3% 🟢)1.218s21.00x
▲ VercelNitro73.198s (~)74.383s (-0.6%)1.186s21.03x
▲ VercelNext.js (Turbopack)76.448s (-8.4% 🟢)78.866s (-7.7% 🟢)2.417s21.08x

🔍 Observability: Express | Nitro | Next.js (Turbopack)

workflow with 10 concurrent data payload steps (10KB)

💻 Local Development

WorldFrameworkWorkflow TimeWall TimeOverheadSamplesvs Fastest
🐘 Postgres🥇 Express0.218s (-22.1% 🟢)1.007s (~)0.789s601.00x
🌐 RedisNext.js (Turbopack)0.230s1.004s0.774s601.06x
🐘 PostgresNext.js (Turbopack)0.239s1.007s0.768s601.10x
🐘 PostgresNitro0.274s (-4.4%)1.007s (~)0.732s601.26x
💻 LocalNext.js (Turbopack)0.527s1.004s0.477s602.42x
💻 LocalExpress0.581s (-1.6%)1.005s (~)0.424s602.67x
💻 LocalNitro0.591s (~)1.004s (~)0.413s602.72x
🌐 MongoDBNext.js (Turbopack)3.248s3.884s0.636s1614.93x

▲ Production (Vercel)

WorldFrameworkWorkflow TimeWall TimeOverheadSamplesvs Fastest
▲ Vercel🥇 Express1.458s (-23.6% 🟢)2.760s (-22.4% 🟢)1.302s221.00x
▲ VercelNitro1.459s (-18.8% 🟢)2.641s (-25.9% 🟢)1.182s231.00x
▲ VercelNext.js (Turbopack)1.576s (-5.2% 🟢)3.007s (-7.1% 🟢)1.431s201.08x

🔍 Observability: Express | Nitro | Next.js (Turbopack)

workflow with 25 concurrent data payload steps (10KB)

💻 Local Development

WorldFrameworkWorkflow TimeWall TimeOverheadSamplesvs Fastest
🐘 Postgres🥇 Express0.355s (-28.2% 🟢)1.006s (~)0.651s901.00x
🐘 PostgresNext.js (Turbopack)0.482s1.006s0.525s901.36x
🐘 PostgresNitro0.490s (-2.6%)1.007s (~)0.517s901.38x
🌐 RedisNext.js (Turbopack)1.032s1.641s0.609s552.91x
💻 LocalNext.js (Turbopack)2.442s3.009s0.567s306.88x
💻 LocalNitro2.530s (-1.2%)3.009s (~)0.479s307.13x
💻 LocalExpress2.546s (+4.1%)3.010s (~)0.464s307.17x
🌐 MongoDBNext.js (Turbopack)9.307s9.914s0.607s1026.22x

▲ Production (Vercel)

WorldFrameworkWorkflow TimeWall TimeOverheadSamplesvs Fastest
▲ Vercel🥇 Express2.619s (~)4.232s (-2.7%)1.613s221.00x
▲ VercelNitro2.644s (+6.7% 🔺)4.341s (+4.0%)1.697s221.01x
▲ VercelNext.js (Turbopack)3.238s (-8.8% 🟢)4.394s (-14.6% 🟢)1.156s211.24x

🔍 Observability: Express | Nitro | Next.js (Turbopack)

workflow with 50 concurrent data payload steps (10KB)

💻 Local Development

WorldFrameworkWorkflow TimeWall TimeOverheadSamplesvs Fastest
🐘 Postgres🥇 Express0.558s (-29.3% 🟢)1.007s (~)0.448s1201.00x
🐘 PostgresNext.js (Turbopack)0.744s1.006s0.262s1201.33x
🐘 PostgresNitro0.782s (-9.4% 🟢)1.007s (-5.3% 🟢)0.226s1201.40x
🌐 RedisNext.js (Turbopack)2.610s3.007s0.396s404.67x
💻 LocalNext.js (Turbopack)10.094s10.693s0.599s1218.07x
💻 LocalNitro11.192s (+1.2%)11.849s (+1.6%)0.657s1120.04x
💻 LocalExpress11.283s (+7.0% 🔺)11.939s (+8.2% 🔺)0.655s1120.20x
🌐 MongoDBNext.js (Turbopack)19.894s20.357s0.463s635.62x

▲ Production (Vercel)

WorldFrameworkWorkflow TimeWall TimeOverheadSamplesvs Fastest
▲ Vercel🥇 Next.js (Turbopack)6.462s (+3.3%)7.890s (~)1.428s161.00x
▲ VercelExpress6.699s (-5.6% 🟢)8.361s (-5.3% 🟢)1.663s151.04x
▲ VercelNitro6.706s (-2.6%)8.242s (-4.1%)1.536s161.04x

🔍 Observability: Next.js (Turbopack) | Express | Nitro

Stream Benchmarks(includes TTFB metrics)
workflow with stream

💻 Local Development

WorldFrameworkWorkflow TimeTTFBSlurpWall TimeOverheadSamplesvs Fastest
🌐 Redis🥇 Next.js (Turbopack)0.150s1.001s0.001s1.007s0.857s101.00x
🐘 PostgresExpress0.151s (-26.7% 🟢)0.999s (~)0.001s (-15.4% 🟢)1.008s (~)0.857s101.00x
💻 LocalNext.js (Turbopack)0.173s1.003s0.010s1.016s0.843s101.15x
🐘 PostgresNext.js (Turbopack)0.187s1.001s0.002s1.011s0.824s101.24x
💻 LocalExpress0.205s (+1.0%)1.004s (~)0.012s (+24.0% 🔺)1.018s (~)0.813s101.36x
🐘 PostgresNitro0.205s (+1.5%)0.994s (~)0.001s (+7.7% 🔺)1.009s (~)0.804s101.37x
💻 LocalNitro0.212s (+4.3%)1.004s (~)0.011s (-5.7% 🟢)1.018s (~)0.805s101.41x
🌐 MongoDBNext.js (Turbopack)0.520s0.933s0.002s1.009s0.489s103.45x

▲ Production (Vercel)

WorldFrameworkWorkflow TimeTTFBSlurpWall TimeOverheadSamplesvs Fastest
▲ Vercel🥇 Express1.309s (-24.5% 🟢)2.388s (-26.6% 🟢)0.642s (+85.6% 🔺)3.354s (-16.7% 🟢)2.045s101.00x
▲ VercelNitro1.520s (-36.2% 🟢)2.792s (-26.5% 🟢)0.539s (+45.9% 🔺)3.667s (-21.1% 🟢)2.148s101.16x
▲ VercelNext.js (Turbopack)1.578s (-1.7%)2.718s (-13.7% 🟢)0.604s (+92.7% 🔺)3.680s (-7.0% 🟢)2.102s101.21x

🔍 Observability: Express | Nitro | Next.js (Turbopack)

stream pipeline with 5 transform steps (1MB)

💻 Local Development

WorldFrameworkWorkflow TimeTTFBSlurpWall TimeOverheadSamplesvs Fastest
🌐 Redis🥇 Next.js (Turbopack)0.397s1.002s0.003s1.011s0.614s601.00x
🐘 PostgresExpress0.507s (-18.9% 🟢)1.007s (~)0.003s (-21.0% 🟢)1.020s (~)0.513s591.27x
🐘 PostgresNext.js (Turbopack)0.610s1.009s0.006s1.024s0.415s591.53x
🐘 PostgresNitro0.624s (~)1.004s (~)0.004s (-4.1%)1.022s (~)0.398s591.57x
💻 LocalNext.js (Turbopack)0.663s1.011s0.009s1.023s0.359s591.67x
💻 LocalNitro0.723s (-1.0%)1.013s (~)0.010s (+1.6%)1.024s (~)0.301s591.82x
💻 LocalExpress0.727s (-5.6% 🟢)1.011s (~)0.009s (~)1.023s (~)0.296s591.83x
🌐 MongoDBNext.js (Turbopack)1.316s1.958s0.003s2.013s0.696s303.31x

▲ Production (Vercel)

WorldFrameworkWorkflow TimeTTFBSlurpWall TimeOverheadSamplesvs Fastest
▲ Vercel🥇 Nitro3.913s (+3.4%)5.499s (+4.1%)0.234s (-39.1% 🟢)6.059s (~)2.146s101.00x
▲ VercelExpress3.938s5.138s0.446s5.942s2.004s111.01x
▲ VercelNext.js (Turbopack)6.408s (+51.1% 🔺)8.159s (+41.0% 🔺)0.487s (+25.8% 🔺)9.021s (+36.0% 🔺)2.613s71.64x

🔍 Observability: Nitro | Express | Next.js (Turbopack)

10 parallel streams (1MB each)

💻 Local Development

WorldFrameworkWorkflow TimeTTFBSlurpWall TimeOverheadSamplesvs Fastest
🌐 Redis🥇 Next.js (Turbopack)0.883s1.017s0.000s1.021s0.138s591.00x
🐘 PostgresExpress0.906s (-6.6% 🟢)1.052s (-10.2% 🟢)0.000s (-10.5% 🟢)1.059s (-11.4% 🟢)0.153s571.03x
🐘 PostgresNext.js (Turbopack)0.927s1.111s0.000s1.119s0.192s541.05x
🐘 PostgresNitro0.944s (-1.4%)1.107s (-3.6%)0.000s (+28.4% 🔺)1.119s (-3.7%)0.175s541.07x
💻 LocalNext.js (Turbopack)1.237s2.020s0.000s2.023s0.786s301.40x
💻 LocalExpress1.242s (+1.2%)2.023s (~)0.000s (-7.1% 🟢)2.025s (~)0.783s301.41x
💻 LocalNitro1.249s (~)2.022s (~)0.000s (+225.0% 🔺)2.024s (~)0.776s301.41x
🌐 MongoDBNext.js (Turbopack)2.350s2.957s0.000s3.007s0.657s202.66x

▲ Production (Vercel)

WorldFrameworkWorkflow TimeTTFBSlurpWall TimeOverheadSamplesvs Fastest
▲ Vercel🥇 Nitro2.637s (-91.5% 🟢)3.631s (-88.7% 🟢)0.000s (+Infinity% 🔺)4.095s (-87.5% 🟢)1.458s161.00x
▲ VercelExpress2.697s (+3.6%)3.639s (-1.5%)0.000s (-87.5% 🟢)4.050s (-1.8%)1.352s151.02x
▲ VercelNext.js (Turbopack)3.226s (-3.2%)4.369s (-6.1% 🟢)0.003s (+869.2% 🔺)4.794s (-5.9% 🟢)1.568s131.22x

🔍 Observability: Nitro | Express | Next.js (Turbopack)

fan-out fan-in 10 streams (1MB each)

💻 Local Development

WorldFrameworkWorkflow TimeTTFBSlurpWall TimeOverheadSamplesvs Fastest
🐘 Postgres🥇 Express1.630s (-13.2% 🟢)2.105s (-8.2% 🟢)0.000s (NaN%)2.112s (-8.4% 🟢)0.482s291.00x
🌐 RedisNext.js (Turbopack)1.660s2.001s0.000s2.006s0.346s301.02x
🐘 PostgresNitro1.767s (-1.1%)2.176s (+1.7%)0.000s (+50.0% 🔺)2.209s (+2.7%)0.443s281.08x
🐘 PostgresNext.js (Turbopack)1.843s2.140s0.000s2.148s0.305s291.13x
💻 LocalNext.js (Turbopack)3.412s4.034s0.001s4.038s0.626s152.09x
💻 LocalExpress3.558s (+4.2%)4.099s (+1.6%)0.000s (-25.0% 🟢)4.102s (+1.6%)0.544s152.18x
💻 LocalNitro3.563s (+0.5%)4.034s (~)0.001s (+11.1% 🔺)4.036s (~)0.474s152.19x
🌐 MongoDBNext.js (Turbopack)4.372s4.960s0.000s5.009s0.638s122.68x

▲ Production (Vercel)

WorldFrameworkWorkflow TimeTTFBSlurpWall TimeOverheadSamplesvs Fastest
▲ Vercel🥇 Nitro3.701s (-10.3% 🟢)5.109s (-4.4%)0.000s (-100.0% 🟢)5.459s (-5.9% 🟢)1.757s111.00x
▲ VercelExpress4.135s (+9.7% 🔺)5.265s (+8.0% 🔺)0.000s (+118.2% 🔺)5.583s (+4.7%)1.448s111.12x
▲ VercelNext.js (Turbopack)4.255s (+5.9% 🔺)5.267s (-1.2%)0.000s (+Infinity% 🔺)5.613s (-3.9%)1.358s111.15x

🔍 Observability: Nitro | Express | Next.js (Turbopack)

Summary

Fastest Framework by World

Winner determined by most benchmark wins

World🥇 Fastest FrameworkWins
💻 LocalNext.js (Turbopack)20/21
🐘 PostgresExpress21/21
▲ VercelExpress9/21
Fastest World by Framework

Winner determined by most benchmark wins

Framework🥇 Fastest WorldWins
Express🐘 Postgres18/21
Next.js (Turbopack)🌐 Redis14/21
Nitro🐘 Postgres15/21
Column Definitions
  • Workflow Time: Runtime reported by workflow (completedAt - createdAt) - primary metric
  • TTFB: Time to First Byte - time from workflow start until first stream byte received (stream benchmarks only)
  • Slurp: Time from first byte to complete stream consumption (stream benchmarks only)
  • Wall Time: Total testbench time (trigger workflow + poll for result)
  • Overhead: Testbench overhead (Wall Time - Workflow Time)
  • Samples: Number of benchmark iterations run
  • vs Fastest: How much slower compared to the fastest configuration for this benchmark

Worlds:

  • 💻 Local: In-memory filesystem world (local development)
  • 🐘 Postgres: PostgreSQL database world (local development)
  • ▲ Vercel: Vercel production/preview deployment
  • 🌐 Turso: Community world (local development)
  • 🌐 MongoDB: Community world (local development)
  • 🌐 Redis: Community world (local development)
  • 🌐 Jazz: Community world (local development)

📋 View full workflow run

@TooTallNateTooTallNate left a comment

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Port of vercel/ai#14229. Clean fix with solid test coverage.

What I verified

Core fix (toolsToModelTools): The type === 'provider' check correctly short-circuits before the function tool serialization path. Provider tools get { type: 'provider', id, name, args } — preserving identity. Function tools are unchanged. The return type widens from LanguageModelV3FunctionTool[] to Array<LanguageModelV3FunctionTool | LanguageModelV3ProviderTool>, which is compatible with the downstream doStreamStep parameter type (LanguageModelV3CallOptions['tools'] — already a union).

args default:(tool as any).args ?? {} defaults to empty object when args is undefined. This matches the AI SDK convention where provider tools may omit args (e.g. anthropic.tools.codeExecution). The test covers this case.

Mock model: The provider-tool-call variant correctly emits both tool-call with providerExecuted: true AND tool-result in the same stream — matching how real providers (Anthropic Gateway) return provider-executed tool results.

E2E workflows:agentProviderToolE2e (provider-only) and agentMixedToolsE2e (provider + function) cover the two critical scenarios. Both use as any for the provider tool definition, which is fine since ToolSet doesn't natively type provider tools.

Changeset:patch for @workflow/ai — correct. The changeset description is clear and references the root cause.

One observation (non-blocking)

The (tool as any).type === 'provider' cast works but is opaque. If ai ever exports a ProviderTool type or type guard (e.g. isProviderTool(tool)), consider switching to that for type safety. For now, as any matches the upstream fix pattern.

LGTM.

tools: ToolSet
): Promise<LanguageModelV3FunctionTool[]> {
): Promise<Array<LanguageModelV3FunctionTool | LanguageModelV3ProviderTool>> {
return Promise.all(

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Non-blocking:(tool as any).type === 'provider' is the same pattern used in the upstream AI SDK fix (vercel/ai#14229). If ai later exports a type guard or the ToolSet type is widened to include provider tools natively, this could be made type-safe. Fine for now.

…github.com>
I, Gregor Martynus <39992+gr2m@users.noreply.github.com>, hereby add my Signed-off-by to this commit: b1930b3
Signed-off-by: Gregor Martynus <39992+gr2m@users.noreply.github.com>
@ghost

ghost commented Apr 9, 2026

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Backported to stable (4d31619 -> 7faedb7).

ghost pushed a commit that referenced this pull request Apr 9, 2026
* fix(ai): preserve provider tool identity across step boundaries
Port of vercel/ai#14229. Provider tools (e.g. anthropic.tools.webSearch)
were converted to plain function tools in toolsToModelTools, stripping
type, id, and args fields. This caused providers like Anthropic Gateway
to not recognize them as provider-executed tools.
Co-Authored-By: Claude Opus 4.6 (1M context) <noreply@anthropic.com>
* DCO Remediation Commit for Gregor Martynus <39992+gr2m@users.noreply.github.com>
I, Gregor Martynus <39992+gr2m@users.noreply.github.com>, hereby add my Signed-off-by to this commit: b1930b3
Signed-off-by: Gregor Martynus <39992+gr2m@users.noreply.github.com>
---------
Signed-off-by: Gregor Martynus <39992+gr2m@users.noreply.github.com>
Co-authored-by: Claude Opus 4.6 (1M context) <noreply@anthropic.com>
@ghostghost mentioned this pull request Apr 9, 2026
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fix(ai): preserve provider tool identity across step boundaries - #1663

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gr2m merged 2 commits into
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fix/provider-tool-identity
Apr 9, 2026
Merged

fix(ai): preserve provider tool identity across step boundaries#1663
gr2m merged 2 commits into
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fix/provider-tool-identity

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@gr2m

@gr2mgr2m commented Apr 8, 2026

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Summary

  • Port of fix(workflow): preserve provider tool identity across step boundaries ai#14229 to the workflow SDK
  • toolsToModelTools was converting all tools into LanguageModelV3FunctionTool objects with type: 'function', stripping type: 'provider', id, and args from provider tools (e.g. anthropic.tools.webSearch, webFetch, codeExecution)
  • This caused the Anthropic Gateway to not recognize them as provider-executed tools, leading to errors like GatewayInternalServerError: Unexpected value(s) for the anthropic-beta header
  • The fix checks tool.type === 'provider' and returns a LanguageModelV3ProviderTool preserving identity, while regular function tools continue to be serialized as before
  • Adds provider-tool-call mock response type for testing provider-executed tool behavior end-to-end

Related issues & PRs

Changes

FileWhat changed
packages/ai/src/agent/tools-to-model-tools.tsCheck for type: 'provider' and return LanguageModelV3ProviderTool preserving id, name, args
packages/ai/src/agent/tools-to-model-tools.test.tsNew: 4 unit tests (function tools, provider tools, mixed, missing args default)
packages/ai/src/providers/mock.tsAdd provider-tool-call variant to MockResponseDescriptor (emits tool-call with providerExecuted: true + tool-result)
workbench/example/workflows/100_durable_agent_e2e.tsNew: agentProviderToolE2e and agentMixedToolsE2e workflow functions
packages/core/e2e/e2e-agent.test.tsNew: provider tools describe block with 2 E2E tests

Test plan

  • Unit tests pass (pnpm --filter @workflow/ai test — 173 tests, 10 files)
  • @workflow/ai builds cleanly (pnpm --filter @workflow/ai build)
  • Example workbench builds with new workflows (cd workbench/example && pnpm build)
  • New workflows appear in manifest
  • E2E: agentProviderToolE2e — provider tool identity preserved across step boundaries
  • E2E: agentMixedToolsE2e — mixed provider + function tools in same agent

Port of vercel/ai#14229. Provider tools (e.g. anthropic.tools.webSearch)
were converted to plain function tools in toolsToModelTools, stripping
type, id, and args fields. This caused providers like Anthropic Gateway
to not recognize them as provider-executed tools.
Co-Authored-By: Claude Opus 4.6 (1M context) <noreply@anthropic.com>
@gr2m
gr2m requested a review from a team as a code ownerApril 8, 2026 23:11
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changeset-botBot commented Apr 8, 2026

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🦋 Changeset detected

Latest commit: 9bc8db3

The changes in this PR will be included in the next version bump.

This PR includes changesets to release 1 package
NameType
@workflow/aiPatch

Not sure what this means? Click here to learn what changesets are.

Click here if you're a maintainer who wants to add another changeset to this PR

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🧪 E2E Test Results

Some tests failed

Summary

PassedFailedSkippedTotal
✅ ▲ Vercel Production912067979
✅ 💻 Local Development88601821068
✅ 📦 Local Production88601821068
✅ 🐘 Local Postgres88601821068
✅ 🪟 Windows810889
❌ 🌍 Community Worlds1376424225
✅ 📋 Other225042267
Total4013646874764

❌ Failed Tests

🌍 Community Worlds (64 failed)

mongodb (3 failed):

  • hookWorkflow is not resumable via public webhook endpoint | wrun_01KNSGFHPFFMAA8H38BRH1037T
  • concurrent hook token conflict - two workflows cannot use the same hook token simultaneously | wrun_01KNSGQY3GWBTG8ND3HPHKX47R
  • resilient start: addTenWorkflow completes when run_created returns 500 | wrun_01KNSGYACXRNBD7XDK8V1YH39S

redis (3 failed):

  • hookWorkflow is not resumable via public webhook endpoint | wrun_01KNSGFHPFFMAA8H38BRH1037T
  • concurrent hook token conflict - two workflows cannot use the same hook token simultaneously | wrun_01KNSGQY3GWBTG8ND3HPHKX47R
  • resilient start: addTenWorkflow completes when run_created returns 500 | wrun_01KNSGYACXRNBD7XDK8V1YH39S

turso (58 failed):

  • addTenWorkflow | wrun_01KNSGEARX3SK20464GQYH34C6
  • addTenWorkflow | wrun_01KNSGEARX3SK20464GQYH34C6
  • wellKnownAgentWorkflow (.well-known/agent) | wrun_01KNQW70VW9T3KB6GB889Q01SH
  • should work with react rendering in step
  • promiseAllWorkflow | wrun_01KNSGEHD68J2A9DT5VFCDVH0T
  • promiseRaceWorkflow | wrun_01KNSGEQ4SNX484AJ030YB3PF6
  • promiseAnyWorkflow | wrun_01KNSGES8WXH81XXJ4F8VER4WZ
  • importedStepOnlyWorkflow | wrun_01KNQW7BP2BT3QB90Y6S6K06H4
  • hookWorkflow | wrun_01KNSGF5XF3TZEJG4NZV6XRKYD
  • hookWorkflow is not resumable via public webhook endpoint | wrun_01KNSGFHPFFMAA8H38BRH1037T
  • webhookWorkflow | wrun_01KNSGFW96WVWTWERDY50KKWGS
  • sleepingWorkflow | wrun_01KNSGG332P8D3KHFW2787BTBT
  • parallelSleepWorkflow | wrun_01KNSGGFXEN2FFDCAHVFDB65WY
  • nullByteWorkflow | wrun_01KNSGGMC9Y92175VM97PHX9GS
  • workflowAndStepMetadataWorkflow | wrun_01KNSGGPRX2QY5D0PW07WM63FH
  • fetchWorkflow | wrun_01KNSGKJTBACJ4Z75A5JD4KMKY
  • promiseRaceStressTestWorkflow | wrun_01KNSGKP9MCDDXR15SC2YD85JT
  • error handling error propagation workflow errors nested function calls preserve message and stack trace
  • error handling error propagation workflow errors cross-file imports preserve message and stack trace
  • error handling error propagation step errors basic step error preserves message and stack trace
  • error handling error propagation step errors cross-file step error preserves message and function names in stack
  • error handling retry behavior regular Error retries until success
  • error handling retry behavior FatalError fails immediately without retries
  • error handling retry behavior RetryableError respects custom retryAfter delay
  • error handling retry behavior maxRetries=0 disables retries
  • error handling catchability FatalError can be caught and detected with FatalError.is()
  • error handling not registered WorkflowNotRegisteredError fails the run when workflow does not exist
  • error handling not registered StepNotRegisteredError fails the step but workflow can catch it
  • error handling not registered StepNotRegisteredError fails the run when not caught in workflow
  • hookCleanupTestWorkflow - hook token reuse after workflow completion | wrun_01KNSGQ8ZQSH649M39EVE8AYS8
  • concurrent hook token conflict - two workflows cannot use the same hook token simultaneously | wrun_01KNSGQY3GWBTG8ND3HPHKX47R
  • hookDisposeTestWorkflow - hook token reuse after explicit disposal while workflow still running | wrun_01KNSGRKVT3RQWZMHCYKY0HZ37
  • stepFunctionPassingWorkflow - step function references can be passed as arguments (without closure vars) | wrun_01KNSGS8E6NJV1EQXQS7CVPGDW
  • stepFunctionWithClosureWorkflow - step function with closure variables passed as argument | wrun_01KNSGSH1R595ZXGKJR5ZWASJX
  • closureVariableWorkflow - nested step functions with closure variables | wrun_01KNSGSPRYGW1RAN77QA54AKY2
  • spawnWorkflowFromStepWorkflow - spawning a child workflow using start() inside a step | wrun_01KNSGSS0DM9FDG1MYE08TZB41
  • health check (queue-based) - workflow and step endpoints respond to health check messages
  • pathsAliasWorkflow - TypeScript path aliases resolve correctly | wrun_01KNSGT746R2FDCYN8N48HAJ9S
  • Calculator.calculate - static workflow method using static step methods from another class | wrun_01KNSGTCXVCX0J8QC3KX34E5Q4
  • AllInOneService.processNumber - static workflow method using sibling static step methods | wrun_01KNSGTMPVNXKJG9HZ684CWVTM
  • ChainableService.processWithThis - static step methods using this to reference the class | wrun_01KNSGTVBGW24HV66DB3CM9BT0
  • thisSerializationWorkflow - step function invoked with .call() and .apply() | wrun_01KNSGV223PVAG0GGJ7D3ZTJJ9
  • customSerializationWorkflow - custom class serialization with WORKFLOW_SERIALIZE/WORKFLOW_DESERIALIZE | wrun_01KNSGV9TSRCMCARSG52190SDC
  • instanceMethodStepWorkflow - instance methods with "use step" directive | wrun_01KNSGVGD247K4HE02HPR2EV7Q
  • crossContextSerdeWorkflow - classes defined in step code are deserializable in workflow context | wrun_01KNSGVVMJQS639WC25H1ND3RE
  • stepFunctionAsStartArgWorkflow - step function reference passed as start() argument | wrun_01KNSGW3G3W1YXQ14KXH6SYP2K
  • cancelRun - cancelling a running workflow | wrun_01KNSGWA576RNBPCXTRV6HQF01
  • cancelRun via CLI - cancelling a running workflow | wrun_01KNSGWK96Y606FHSFJP6P7NM7
  • pages router addTenWorkflow via pages router
  • pages router promiseAllWorkflow via pages router
  • pages router sleepingWorkflow via pages router
  • hookWithSleepWorkflow - hook payloads delivered correctly with concurrent sleep | wrun_01KNSGWZ0B4TG2V5CVSWBB5PQR
  • sleepInLoopWorkflow - sleep inside loop with steps actually delays each iteration | wrun_01KNSGXKGZ469J60NVHKTT8S3M
  • sleepWithSequentialStepsWorkflow - sequential steps work with concurrent sleep (control) | wrun_01KNSGXZ8CA1YTQ890QJVWWW00
  • importMetaUrlWorkflow - import.meta.url is available in step bundles | wrun_01KNSGY5T3M5JWG9SQPR98T6T5
  • metadataFromHelperWorkflow - getWorkflowMetadata/getStepMetadata work from module-level helper (#1577) | wrun_01KNSGY860FA9ZSWY45X3FZ3DB
  • resilient start: addTenWorkflow completes when run_created returns 500 | wrun_01KNSGYACXRNBD7XDK8V1YH39S
  • getterStepWorkflow - getter functions with "use step" directive | wrun_01KNSGYDW8RFVMFT59A3XDR00C

Details by Category

✅ ▲ Vercel Production
AppPassedFailedSkipped
✅ astro8207
✅ example8207
✅ express8207
✅ fastify8207
✅ hono8207
✅ nextjs-turbopack8702
✅ nextjs-webpack8702
✅ nitro8207
✅ nuxt8207
✅ sveltekit8207
✅ vite8207
✅ 💻 Local Development
AppPassedFailedSkipped
✅ astro-stable75014
✅ express-stable75014
✅ fastify-stable75014
✅ hono-stable75014
✅ nextjs-turbopack-canary62027
✅ nextjs-turbopack-stable8108
✅ nextjs-webpack-canary62027
✅ nextjs-webpack-stable8108
✅ nitro-stable75014
✅ nuxt-stable75014
✅ sveltekit-stable75014
✅ vite-stable75014
✅ 📦 Local Production
AppPassedFailedSkipped
✅ astro-stable75014
✅ express-stable75014
✅ fastify-stable75014
✅ hono-stable75014
✅ nextjs-turbopack-canary62027
✅ nextjs-turbopack-stable8108
✅ nextjs-webpack-canary62027
✅ nextjs-webpack-stable8108
✅ nitro-stable75014
✅ nuxt-stable75014
✅ sveltekit-stable75014
✅ vite-stable75014
✅ 🐘 Local Postgres
AppPassedFailedSkipped
✅ astro-stable75014
✅ express-stable75014
✅ fastify-stable75014
✅ hono-stable75014
✅ nextjs-turbopack-canary62027
✅ nextjs-turbopack-stable8108
✅ nextjs-webpack-canary62027
✅ nextjs-webpack-stable8108
✅ nitro-stable75014
✅ nuxt-stable75014
✅ sveltekit-stable75014
✅ vite-stable75014
✅ 🪟 Windows
AppPassedFailedSkipped
✅ nextjs-turbopack8108
❌ 🌍 Community Worlds
AppPassedFailedSkipped
✅ mongodb-dev500
❌ mongodb5938
✅ redis-dev500
❌ redis5938
✅ turso-dev500
❌ turso4588
✅ 📋 Other
AppPassedFailedSkipped
✅ e2e-local-dev-nest-stable75014
✅ e2e-local-postgres-nest-stable75014
✅ e2e-local-prod-nest-stable75014

📋 View full workflow run

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📊 Benchmark Results

📈 Comparing against baseline from main branch. Green 🟢 = faster, Red 🔺 = slower.

workflow with no steps

💻 Local Development

WorldFrameworkWorkflow TimeWall TimeOverheadSamplesvs Fastest
💻 Local🥇 Express0.042s (-3.7%)1.006s (~)0.964s101.00x
🐘 PostgresExpress0.043s (-26.3% 🟢)1.009s (~)0.966s101.03x
💻 LocalNitro0.043s (~)1.005s (~)0.962s101.04x
🌐 RedisNext.js (Turbopack)0.046s1.005s0.959s101.10x
💻 LocalNext.js (Turbopack)0.050s1.005s0.955s101.18x
🐘 PostgresNitro0.054s (-13.7% 🟢)1.009s (~)0.955s101.30x
🐘 PostgresNext.js (Turbopack)0.058s1.010s0.952s101.37x
🌐 MongoDBNext.js (Turbopack)0.095s1.007s0.912s102.27x

▲ Production (Vercel)

WorldFrameworkWorkflow TimeWall TimeOverheadSamplesvs Fastest
▲ Vercel🥇 Express0.256s (+22.5% 🔺)2.425s (+11.6% 🔺)2.168s101.00x
▲ VercelNitro0.306s (+31.4% 🔺)2.018s (-3.5%)1.711s101.20x
▲ VercelNext.js (Turbopack)0.417s (+81.3% 🔺)2.150s (-5.1% 🟢)1.733s101.63x

🔍 Observability: Express | Nitro | Next.js (Turbopack)

workflow with 1 step

💻 Local Development

WorldFrameworkWorkflow TimeWall TimeOverheadSamplesvs Fastest
🌐 Redis🥇 Next.js (Turbopack)1.106s2.006s0.901s101.00x
🐘 PostgresExpress1.112s (-2.8%)2.008s (~)0.896s101.01x
💻 LocalNext.js (Turbopack)1.123s2.006s0.883s101.02x
💻 LocalExpress1.127s (~)2.007s (~)0.880s101.02x
💻 LocalNitro1.129s (~)2.006s (~)0.877s101.02x
🐘 PostgresNext.js (Turbopack)1.136s2.009s0.874s101.03x
🐘 PostgresNitro1.138s (-0.6%)2.010s (~)0.873s101.03x
🌐 MongoDBNext.js (Turbopack)1.317s2.009s0.692s101.19x

▲ Production (Vercel)

WorldFrameworkWorkflow TimeWall TimeOverheadSamplesvs Fastest
▲ Vercel🥇 Express1.878s (+1.7%)3.541s (-3.2%)1.663s101.00x
▲ VercelNext.js (Turbopack)1.956s (-5.1% 🟢)3.678s (-3.7%)1.723s101.04x
▲ VercelNitro2.040s (+7.1% 🔺)3.600s (-4.8%)1.560s101.09x

🔍 Observability: Express | Next.js (Turbopack) | Nitro

workflow with 10 sequential steps

💻 Local Development

WorldFrameworkWorkflow TimeWall TimeOverheadSamplesvs Fastest
🌐 Redis🥇 Next.js (Turbopack)10.590s11.023s0.433s31.00x
🐘 PostgresExpress10.690s (-2.0%)11.019s (~)0.329s31.01x
💻 LocalNext.js (Turbopack)10.795s11.024s0.229s31.02x
💻 LocalExpress10.912s (~)11.024s (~)0.112s31.03x
💻 LocalNitro10.923s (~)11.023s (~)0.100s31.03x
🐘 PostgresNext.js (Turbopack)10.944s11.019s0.075s31.03x
🐘 PostgresNitro10.947s (~)11.023s (~)0.075s31.03x
🌐 MongoDBNext.js (Turbopack)12.278s13.024s0.746s31.16x

▲ Production (Vercel)

WorldFrameworkWorkflow TimeWall TimeOverheadSamplesvs Fastest
▲ Vercel🥇 Nitro16.907s (-1.2%)18.602s (-5.8% 🟢)1.694s21.00x
▲ VercelNext.js (Turbopack)17.256s (~)19.035s (-2.0%)1.779s21.02x
▲ VercelExpress17.674s (-7.1% 🟢)18.832s (-10.2% 🟢)1.158s21.05x

🔍 Observability: Nitro | Next.js (Turbopack) | Express

workflow with 25 sequential steps

💻 Local Development

WorldFrameworkWorkflow TimeWall TimeOverheadSamplesvs Fastest
🌐 Redis🥇 Next.js (Turbopack)13.911s14.028s0.117s51.00x
🐘 PostgresExpress14.006s (-3.7%)14.219s (-5.3% 🟢)0.213s51.01x
🐘 PostgresNext.js (Turbopack)14.486s15.023s0.536s41.04x
🐘 PostgresNitro14.524s (-0.6%)15.017s (~)0.493s41.04x
💻 LocalNext.js (Turbopack)14.801s15.030s0.229s41.06x
💻 LocalExpress14.973s (~)15.280s (+1.7%)0.306s41.08x
💻 LocalNitro14.992s (~)15.280s (+1.7%)0.287s41.08x
🌐 MongoDBNext.js (Turbopack)17.859s18.028s0.169s41.28x

▲ Production (Vercel)

WorldFrameworkWorkflow TimeWall TimeOverheadSamplesvs Fastest
▲ Vercel🥇 Nitro30.966s (-6.1% 🟢)32.187s (-7.8% 🟢)1.221s21.00x
▲ VercelNext.js (Turbopack)31.012s (-8.4% 🟢)32.629s (-9.0% 🟢)1.616s21.00x
▲ VercelExpress31.672s (-1.2%)33.365s (~)1.693s21.02x

🔍 Observability: Nitro | Next.js (Turbopack) | Express

workflow with 50 sequential steps

💻 Local Development

WorldFrameworkWorkflow TimeWall TimeOverheadSamplesvs Fastest
🌐 Redis🥇 Next.js (Turbopack)12.779s13.169s0.390s71.00x
🐘 PostgresExpress12.912s (-8.8% 🟢)13.161s (-12.4% 🟢)0.249s71.01x
🐘 PostgresNext.js (Turbopack)13.837s14.166s0.330s71.08x
🐘 PostgresNitro14.039s (-0.7%)14.597s (-1.0%)0.558s71.10x
💻 LocalNext.js (Turbopack)15.866s16.029s0.163s61.24x
💻 LocalExpress16.746s (+2.3%)17.031s (~)0.285s61.31x
💻 LocalNitro16.789s (+1.4%)17.031s (~)0.241s61.31x
🌐 MongoDBNext.js (Turbopack)20.344s21.027s0.683s51.59x

▲ Production (Vercel)

WorldFrameworkWorkflow TimeWall TimeOverheadSamplesvs Fastest
▲ Vercel🥇 Express47.932s (-76.8% 🟢)49.164s (-76.4% 🟢)1.232s21.00x
▲ VercelNext.js (Turbopack)51.169s (-15.6% 🟢)52.170s (-16.6% 🟢)1.001s21.07x
▲ VercelNitro53.916s (-73.9% 🟢)55.513s (-73.4% 🟢)1.596s21.12x

🔍 Observability: Express | Next.js (Turbopack) | Nitro

Promise.all with 10 concurrent steps

💻 Local Development

WorldFrameworkWorkflow TimeWall TimeOverheadSamplesvs Fastest
🐘 Postgres🥇 Express1.201s (-4.7%)2.010s (~)0.809s151.00x
🐘 PostgresNext.js (Turbopack)1.223s2.009s0.787s151.02x
🌐 RedisNext.js (Turbopack)1.248s2.006s0.758s151.04x
🐘 PostgresNitro1.266s (-1.9%)2.009s (~)0.743s151.05x
💻 LocalNext.js (Turbopack)1.471s2.006s0.534s151.23x
💻 LocalExpress1.498s (~)2.006s (~)0.508s151.25x
💻 LocalNitro1.925s (+25.2% 🔺)2.391s (+19.2% 🔺)0.466s131.60x
🌐 MongoDBNext.js (Turbopack)2.265s3.108s0.843s101.89x

▲ Production (Vercel)

WorldFrameworkWorkflow TimeWall TimeOverheadSamplesvs Fastest
▲ Vercel🥇 Nitro2.297s (-11.9% 🟢)3.580s (-17.2% 🟢)1.284s91.00x
▲ VercelExpress2.388s (-13.1% 🟢)3.699s (-17.0% 🟢)1.311s91.04x
▲ VercelNext.js (Turbopack)2.447s (~)4.007s (-11.6% 🟢)1.559s81.07x

🔍 Observability: Nitro | Express | Next.js (Turbopack)

Promise.all with 25 concurrent steps

💻 Local Development

WorldFrameworkWorkflow TimeWall TimeOverheadSamplesvs Fastest
🐘 Postgres🥇 Express2.286s (-3.9%)3.009s (~)0.723s101.00x
🐘 PostgresNitro2.354s (~)3.009s (~)0.654s101.03x
🌐 RedisNext.js (Turbopack)2.394s3.008s0.614s101.05x
🐘 PostgresNext.js (Turbopack)2.403s3.008s0.605s101.05x
💻 LocalNext.js (Turbopack)2.778s3.108s0.330s101.21x
💻 LocalExpress2.974s (+5.2% 🔺)3.564s (+14.6% 🔺)0.590s91.30x
💻 LocalNitro3.024s (+3.3%)3.760s (+21.0% 🔺)0.736s81.32x
🌐 MongoDBNext.js (Turbopack)9.639s10.015s0.376s34.22x

▲ Production (Vercel)

WorldFrameworkWorkflow TimeWall TimeOverheadSamplesvs Fastest
▲ Vercel🥇 Next.js (Turbopack)2.637s (-7.2% 🟢)4.090s (-14.6% 🟢)1.453s81.00x
▲ VercelExpress2.736s (-10.5% 🟢)4.057s (-13.2% 🟢)1.321s91.04x
▲ VercelNitro2.825s (-17.7% 🟢)4.342s (-13.8% 🟢)1.517s71.07x

🔍 Observability: Next.js (Turbopack) | Express | Nitro

Promise.all with 50 concurrent steps

💻 Local Development

WorldFrameworkWorkflow TimeWall TimeOverheadSamplesvs Fastest
🐘 Postgres🥇 Express3.368s (-3.1%)4.011s (~)0.643s81.00x
🐘 PostgresNitro3.456s (~)4.013s (~)0.557s81.03x
🐘 PostgresNext.js (Turbopack)3.653s4.009s0.356s81.08x
🌐 RedisNext.js (Turbopack)3.929s4.295s0.366s71.17x
💻 LocalNext.js (Turbopack)7.156s7.766s0.610s42.13x
💻 LocalNitro8.258s (+0.9%)9.023s (~)0.765s42.45x
💻 LocalExpress8.354s (+9.7% 🔺)9.022s (+9.1% 🔺)0.668s42.48x
🌐 MongoDBNext.js (Turbopack)20.324s20.521s0.197s26.04x

▲ Production (Vercel)

WorldFrameworkWorkflow TimeWall TimeOverheadSamplesvs Fastest
▲ Vercel🥇 Nitro2.764s (-15.7% 🟢)4.584s (-6.8% 🟢)1.819s71.00x
▲ VercelExpress2.794s (-8.8% 🟢)4.453s (-7.3% 🟢)1.659s71.01x
▲ VercelNext.js (Turbopack)3.647s (-10.3% 🟢)5.366s (-14.5% 🟢)1.719s61.32x

🔍 Observability: Nitro | Express | Next.js (Turbopack)

Promise.race with 10 concurrent steps

💻 Local Development

WorldFrameworkWorkflow TimeWall TimeOverheadSamplesvs Fastest
🐘 Postgres🥇 Express1.193s (-5.7% 🟢)2.008s (~)0.815s151.00x
🐘 PostgresNext.js (Turbopack)1.229s2.009s0.779s151.03x
🐘 PostgresNitro1.255s (~)2.008s (~)0.753s151.05x
🌐 RedisNext.js (Turbopack)1.262s2.006s0.744s151.06x
💻 LocalNext.js (Turbopack)1.479s2.006s0.527s151.24x
💻 LocalNitro1.550s (+1.2%)2.006s (~)0.456s151.30x
💻 LocalExpress1.562s (+3.7%)2.006s (~)0.445s151.31x
🌐 MongoDBNext.js (Turbopack)3.029s3.758s0.729s82.54x

▲ Production (Vercel)

WorldFrameworkWorkflow TimeWall TimeOverheadSamplesvs Fastest
▲ Vercel🥇 Next.js (Turbopack)2.040s (-12.9% 🟢)3.115s (-25.4% 🟢)1.075s101.00x
▲ VercelNitro2.044s (-10.9% 🟢)3.397s (-14.1% 🟢)1.353s91.00x
▲ VercelExpress2.170s (-4.8%)3.806s (-4.0%)1.636s91.06x

🔍 Observability: Next.js (Turbopack) | Nitro | Express

Promise.race with 25 concurrent steps

💻 Local Development

WorldFrameworkWorkflow TimeWall TimeOverheadSamplesvs Fastest
🐘 Postgres🥇 Express2.243s (-4.6%)3.009s (~)0.766s101.00x
🐘 PostgresNitro2.353s (-0.9%)3.009s (~)0.657s101.05x
🐘 PostgresNext.js (Turbopack)2.368s3.007s0.639s101.06x
🌐 RedisNext.js (Turbopack)2.386s3.008s0.622s101.06x
💻 LocalNext.js (Turbopack)3.022s3.760s0.737s81.35x
💻 LocalExpress3.160s (+10.5% 🔺)4.010s (+33.3% 🔺)0.850s81.41x
💻 LocalNitro3.245s (+4.7%)4.013s (+3.3%)0.768s81.45x
🌐 MongoDBNext.js (Turbopack)9.059s9.763s0.704s44.04x

▲ Production (Vercel)

WorldFrameworkWorkflow TimeWall TimeOverheadSamplesvs Fastest
▲ Vercel🥇 Nitro2.152s (-99.3% 🟢)3.635s (-98.8% 🟢)1.483s91.00x
▲ VercelExpress2.374s (-97.0% 🟢)3.577s (-95.6% 🟢)1.203s91.10x
▲ VercelNext.js (Turbopack)2.831s (~)3.983s (-16.1% 🟢)1.152s81.32x

🔍 Observability: Nitro | Express | Next.js (Turbopack)

Promise.race with 50 concurrent steps

💻 Local Development

WorldFrameworkWorkflow TimeWall TimeOverheadSamplesvs Fastest
🐘 Postgres🥇 Express3.392s (-2.4%)4.011s (~)0.618s81.00x
🐘 PostgresNitro3.470s (~)4.011s (~)0.542s81.02x
🐘 PostgresNext.js (Turbopack)3.638s4.010s0.372s81.07x
🌐 RedisNext.js (Turbopack)3.996s4.440s0.443s71.18x
💻 LocalNext.js (Turbopack)8.087s8.773s0.686s42.38x
💻 LocalNitro8.774s (-2.1%)9.023s (-2.7%)0.249s42.59x
💻 LocalExpress8.909s (+11.1% 🔺)9.273s (+5.7% 🔺)0.364s42.63x
🌐 MongoDBNext.js (Turbopack)19.413s20.019s0.606s25.72x

▲ Production (Vercel)

WorldFrameworkWorkflow TimeWall TimeOverheadSamplesvs Fastest
▲ Vercel🥇 Express2.888s (-35.2% 🟢)4.274s (-28.9% 🟢)1.387s81.00x
▲ VercelNitro3.001s (~)4.347s (-7.2% 🟢)1.347s71.04x
▲ VercelNext.js (Turbopack)3.638s (+1.3%)5.217s (-2.2%)1.579s61.26x

🔍 Observability: Express | Nitro | Next.js (Turbopack)

workflow with 10 sequential data payload steps (10KB)

💻 Local Development

WorldFrameworkWorkflow TimeWall TimeOverheadSamplesvs Fastest
🌐 Redis🥇 Next.js (Turbopack)0.559s1.004s0.446s601.00x
🐘 PostgresExpress0.593s (-30.5% 🟢)1.006s (~)0.413s601.06x
🐘 PostgresNext.js (Turbopack)0.765s1.006s0.241s601.37x
🐘 PostgresNitro0.833s (+1.1%)1.006s (~)0.172s601.49x
💻 LocalNext.js (Turbopack)0.840s1.021s0.181s591.50x
💻 LocalExpress0.984s (-3.6%)1.076s (-30.3% 🟢)0.091s561.76x
💻 LocalNitro1.001s (+1.7%)1.303s (+10.3% 🔺)0.301s471.79x
🌐 MongoDBNext.js (Turbopack)2.122s3.007s0.885s203.80x

▲ Production (Vercel)

WorldFrameworkWorkflow TimeWall TimeOverheadSamplesvs Fastest
▲ Vercel🥇 Express8.561s (-16.9% 🟢)10.244s (-14.8% 🟢)1.683s61.00x
▲ VercelNitro8.938s (-1.8%)10.767s (-3.7%)1.829s61.04x
▲ VercelNext.js (Turbopack)9.169s (-11.3% 🟢)11.004s (-11.7% 🟢)1.834s61.07x

🔍 Observability: Express | Nitro | Next.js (Turbopack)

workflow with 25 sequential data payload steps (10KB)

💻 Local Development

WorldFrameworkWorkflow TimeWall TimeOverheadSamplesvs Fastest
🌐 Redis🥇 Next.js (Turbopack)1.310s2.006s0.696s451.00x
🐘 PostgresExpress1.431s (-30.4% 🟢)2.007s (-30.4% 🟢)0.576s451.09x
🐘 PostgresNext.js (Turbopack)1.882s2.075s0.193s441.44x
🐘 PostgresNitro2.006s (+1.7%)2.376s (+6.7% 🔺)0.370s381.53x
💻 LocalNext.js (Turbopack)2.607s3.008s0.401s301.99x
💻 LocalNitro3.022s (+0.6%)3.689s (+4.0%)0.667s252.31x
💻 LocalExpress3.049s (~)3.800s (+4.2%)0.752s242.33x
🌐 MongoDBNext.js (Turbopack)5.228s6.012s0.784s153.99x

▲ Production (Vercel)

WorldFrameworkWorkflow TimeWall TimeOverheadSamplesvs Fastest
▲ Vercel🥇 Nitro26.962s (-6.8% 🟢)28.229s (-8.0% 🟢)1.267s41.00x
▲ VercelExpress27.015s (-3.8%)28.217s (-6.2% 🟢)1.202s41.00x
▲ VercelNext.js (Turbopack)30.133s (-2.2%)31.303s (-4.8%)1.170s31.12x

🔍 Observability: Nitro | Express | Next.js (Turbopack)

workflow with 50 sequential data payload steps (10KB)

💻 Local Development

WorldFrameworkWorkflow TimeWall TimeOverheadSamplesvs Fastest
🌐 Redis🥇 Next.js (Turbopack)2.648s3.007s0.359s401.00x
🐘 PostgresExpress2.988s (-26.6% 🟢)3.369s (-30.0% 🟢)0.381s361.13x
🐘 PostgresNext.js (Turbopack)3.788s4.009s0.221s301.43x
🐘 PostgresNitro4.078s (-1.5%)4.625s (-5.4% 🟢)0.547s261.54x
💻 LocalNext.js (Turbopack)8.332s9.018s0.686s143.15x
💻 LocalNitro9.206s (~)9.864s (-0.8%)0.659s133.48x
💻 LocalExpress9.284s (+3.8%)10.019s (+6.6% 🔺)0.735s123.51x
🌐 MongoDBNext.js (Turbopack)10.363s11.018s0.654s113.91x

▲ Production (Vercel)

WorldFrameworkWorkflow TimeWall TimeOverheadSamplesvs Fastest
▲ Vercel🥇 Express70.807s (-6.6% 🟢)72.025s (-7.3% 🟢)1.218s21.00x
▲ VercelNitro73.198s (~)74.383s (-0.6%)1.186s21.03x
▲ VercelNext.js (Turbopack)76.448s (-8.4% 🟢)78.866s (-7.7% 🟢)2.417s21.08x

🔍 Observability: Express | Nitro | Next.js (Turbopack)

workflow with 10 concurrent data payload steps (10KB)

💻 Local Development

WorldFrameworkWorkflow TimeWall TimeOverheadSamplesvs Fastest
🐘 Postgres🥇 Express0.218s (-22.1% 🟢)1.007s (~)0.789s601.00x
🌐 RedisNext.js (Turbopack)0.230s1.004s0.774s601.06x
🐘 PostgresNext.js (Turbopack)0.239s1.007s0.768s601.10x
🐘 PostgresNitro0.274s (-4.4%)1.007s (~)0.732s601.26x
💻 LocalNext.js (Turbopack)0.527s1.004s0.477s602.42x
💻 LocalExpress0.581s (-1.6%)1.005s (~)0.424s602.67x
💻 LocalNitro0.591s (~)1.004s (~)0.413s602.72x
🌐 MongoDBNext.js (Turbopack)3.248s3.884s0.636s1614.93x

▲ Production (Vercel)

WorldFrameworkWorkflow TimeWall TimeOverheadSamplesvs Fastest
▲ Vercel🥇 Express1.458s (-23.6% 🟢)2.760s (-22.4% 🟢)1.302s221.00x
▲ VercelNitro1.459s (-18.8% 🟢)2.641s (-25.9% 🟢)1.182s231.00x
▲ VercelNext.js (Turbopack)1.576s (-5.2% 🟢)3.007s (-7.1% 🟢)1.431s201.08x

🔍 Observability: Express | Nitro | Next.js (Turbopack)

workflow with 25 concurrent data payload steps (10KB)

💻 Local Development

WorldFrameworkWorkflow TimeWall TimeOverheadSamplesvs Fastest
🐘 Postgres🥇 Express0.355s (-28.2% 🟢)1.006s (~)0.651s901.00x
🐘 PostgresNext.js (Turbopack)0.482s1.006s0.525s901.36x
🐘 PostgresNitro0.490s (-2.6%)1.007s (~)0.517s901.38x
🌐 RedisNext.js (Turbopack)1.032s1.641s0.609s552.91x
💻 LocalNext.js (Turbopack)2.442s3.009s0.567s306.88x
💻 LocalNitro2.530s (-1.2%)3.009s (~)0.479s307.13x
💻 LocalExpress2.546s (+4.1%)3.010s (~)0.464s307.17x
🌐 MongoDBNext.js (Turbopack)9.307s9.914s0.607s1026.22x

▲ Production (Vercel)

WorldFrameworkWorkflow TimeWall TimeOverheadSamplesvs Fastest
▲ Vercel🥇 Express2.619s (~)4.232s (-2.7%)1.613s221.00x
▲ VercelNitro2.644s (+6.7% 🔺)4.341s (+4.0%)1.697s221.01x
▲ VercelNext.js (Turbopack)3.238s (-8.8% 🟢)4.394s (-14.6% 🟢)1.156s211.24x

🔍 Observability: Express | Nitro | Next.js (Turbopack)

workflow with 50 concurrent data payload steps (10KB)

💻 Local Development

WorldFrameworkWorkflow TimeWall TimeOverheadSamplesvs Fastest
🐘 Postgres🥇 Express0.558s (-29.3% 🟢)1.007s (~)0.448s1201.00x
🐘 PostgresNext.js (Turbopack)0.744s1.006s0.262s1201.33x
🐘 PostgresNitro0.782s (-9.4% 🟢)1.007s (-5.3% 🟢)0.226s1201.40x
🌐 RedisNext.js (Turbopack)2.610s3.007s0.396s404.67x
💻 LocalNext.js (Turbopack)10.094s10.693s0.599s1218.07x
💻 LocalNitro11.192s (+1.2%)11.849s (+1.6%)0.657s1120.04x
💻 LocalExpress11.283s (+7.0% 🔺)11.939s (+8.2% 🔺)0.655s1120.20x
🌐 MongoDBNext.js (Turbopack)19.894s20.357s0.463s635.62x

▲ Production (Vercel)

WorldFrameworkWorkflow TimeWall TimeOverheadSamplesvs Fastest
▲ Vercel🥇 Next.js (Turbopack)6.462s (+3.3%)7.890s (~)1.428s161.00x
▲ VercelExpress6.699s (-5.6% 🟢)8.361s (-5.3% 🟢)1.663s151.04x
▲ VercelNitro6.706s (-2.6%)8.242s (-4.1%)1.536s161.04x

🔍 Observability: Next.js (Turbopack) | Express | Nitro

Stream Benchmarks(includes TTFB metrics)
workflow with stream

💻 Local Development

WorldFrameworkWorkflow TimeTTFBSlurpWall TimeOverheadSamplesvs Fastest
🌐 Redis🥇 Next.js (Turbopack)0.150s1.001s0.001s1.007s0.857s101.00x
🐘 PostgresExpress0.151s (-26.7% 🟢)0.999s (~)0.001s (-15.4% 🟢)1.008s (~)0.857s101.00x
💻 LocalNext.js (Turbopack)0.173s1.003s0.010s1.016s0.843s101.15x
🐘 PostgresNext.js (Turbopack)0.187s1.001s0.002s1.011s0.824s101.24x
💻 LocalExpress0.205s (+1.0%)1.004s (~)0.012s (+24.0% 🔺)1.018s (~)0.813s101.36x
🐘 PostgresNitro0.205s (+1.5%)0.994s (~)0.001s (+7.7% 🔺)1.009s (~)0.804s101.37x
💻 LocalNitro0.212s (+4.3%)1.004s (~)0.011s (-5.7% 🟢)1.018s (~)0.805s101.41x
🌐 MongoDBNext.js (Turbopack)0.520s0.933s0.002s1.009s0.489s103.45x

▲ Production (Vercel)

WorldFrameworkWorkflow TimeTTFBSlurpWall TimeOverheadSamplesvs Fastest
▲ Vercel🥇 Express1.309s (-24.5% 🟢)2.388s (-26.6% 🟢)0.642s (+85.6% 🔺)3.354s (-16.7% 🟢)2.045s101.00x
▲ VercelNitro1.520s (-36.2% 🟢)2.792s (-26.5% 🟢)0.539s (+45.9% 🔺)3.667s (-21.1% 🟢)2.148s101.16x
▲ VercelNext.js (Turbopack)1.578s (-1.7%)2.718s (-13.7% 🟢)0.604s (+92.7% 🔺)3.680s (-7.0% 🟢)2.102s101.21x

🔍 Observability: Express | Nitro | Next.js (Turbopack)

stream pipeline with 5 transform steps (1MB)

💻 Local Development

WorldFrameworkWorkflow TimeTTFBSlurpWall TimeOverheadSamplesvs Fastest
🌐 Redis🥇 Next.js (Turbopack)0.397s1.002s0.003s1.011s0.614s601.00x
🐘 PostgresExpress0.507s (-18.9% 🟢)1.007s (~)0.003s (-21.0% 🟢)1.020s (~)0.513s591.27x
🐘 PostgresNext.js (Turbopack)0.610s1.009s0.006s1.024s0.415s591.53x
🐘 PostgresNitro0.624s (~)1.004s (~)0.004s (-4.1%)1.022s (~)0.398s591.57x
💻 LocalNext.js (Turbopack)0.663s1.011s0.009s1.023s0.359s591.67x
💻 LocalNitro0.723s (-1.0%)1.013s (~)0.010s (+1.6%)1.024s (~)0.301s591.82x
💻 LocalExpress0.727s (-5.6% 🟢)1.011s (~)0.009s (~)1.023s (~)0.296s591.83x
🌐 MongoDBNext.js (Turbopack)1.316s1.958s0.003s2.013s0.696s303.31x

▲ Production (Vercel)

WorldFrameworkWorkflow TimeTTFBSlurpWall TimeOverheadSamplesvs Fastest
▲ Vercel🥇 Nitro3.913s (+3.4%)5.499s (+4.1%)0.234s (-39.1% 🟢)6.059s (~)2.146s101.00x
▲ VercelExpress3.938s5.138s0.446s5.942s2.004s111.01x
▲ VercelNext.js (Turbopack)6.408s (+51.1% 🔺)8.159s (+41.0% 🔺)0.487s (+25.8% 🔺)9.021s (+36.0% 🔺)2.613s71.64x

🔍 Observability: Nitro | Express | Next.js (Turbopack)

10 parallel streams (1MB each)

💻 Local Development

WorldFrameworkWorkflow TimeTTFBSlurpWall TimeOverheadSamplesvs Fastest
🌐 Redis🥇 Next.js (Turbopack)0.883s1.017s0.000s1.021s0.138s591.00x
🐘 PostgresExpress0.906s (-6.6% 🟢)1.052s (-10.2% 🟢)0.000s (-10.5% 🟢)1.059s (-11.4% 🟢)0.153s571.03x
🐘 PostgresNext.js (Turbopack)0.927s1.111s0.000s1.119s0.192s541.05x
🐘 PostgresNitro0.944s (-1.4%)1.107s (-3.6%)0.000s (+28.4% 🔺)1.119s (-3.7%)0.175s541.07x
💻 LocalNext.js (Turbopack)1.237s2.020s0.000s2.023s0.786s301.40x
💻 LocalExpress1.242s (+1.2%)2.023s (~)0.000s (-7.1% 🟢)2.025s (~)0.783s301.41x
💻 LocalNitro1.249s (~)2.022s (~)0.000s (+225.0% 🔺)2.024s (~)0.776s301.41x
🌐 MongoDBNext.js (Turbopack)2.350s2.957s0.000s3.007s0.657s202.66x

▲ Production (Vercel)

WorldFrameworkWorkflow TimeTTFBSlurpWall TimeOverheadSamplesvs Fastest
▲ Vercel🥇 Nitro2.637s (-91.5% 🟢)3.631s (-88.7% 🟢)0.000s (+Infinity% 🔺)4.095s (-87.5% 🟢)1.458s161.00x
▲ VercelExpress2.697s (+3.6%)3.639s (-1.5%)0.000s (-87.5% 🟢)4.050s (-1.8%)1.352s151.02x
▲ VercelNext.js (Turbopack)3.226s (-3.2%)4.369s (-6.1% 🟢)0.003s (+869.2% 🔺)4.794s (-5.9% 🟢)1.568s131.22x

🔍 Observability: Nitro | Express | Next.js (Turbopack)

fan-out fan-in 10 streams (1MB each)

💻 Local Development

WorldFrameworkWorkflow TimeTTFBSlurpWall TimeOverheadSamplesvs Fastest
🐘 Postgres🥇 Express1.630s (-13.2% 🟢)2.105s (-8.2% 🟢)0.000s (NaN%)2.112s (-8.4% 🟢)0.482s291.00x
🌐 RedisNext.js (Turbopack)1.660s2.001s0.000s2.006s0.346s301.02x
🐘 PostgresNitro1.767s (-1.1%)2.176s (+1.7%)0.000s (+50.0% 🔺)2.209s (+2.7%)0.443s281.08x
🐘 PostgresNext.js (Turbopack)1.843s2.140s0.000s2.148s0.305s291.13x
💻 LocalNext.js (Turbopack)3.412s4.034s0.001s4.038s0.626s152.09x
💻 LocalExpress3.558s (+4.2%)4.099s (+1.6%)0.000s (-25.0% 🟢)4.102s (+1.6%)0.544s152.18x
💻 LocalNitro3.563s (+0.5%)4.034s (~)0.001s (+11.1% 🔺)4.036s (~)0.474s152.19x
🌐 MongoDBNext.js (Turbopack)4.372s4.960s0.000s5.009s0.638s122.68x

▲ Production (Vercel)

WorldFrameworkWorkflow TimeTTFBSlurpWall TimeOverheadSamplesvs Fastest
▲ Vercel🥇 Nitro3.701s (-10.3% 🟢)5.109s (-4.4%)0.000s (-100.0% 🟢)5.459s (-5.9% 🟢)1.757s111.00x
▲ VercelExpress4.135s (+9.7% 🔺)5.265s (+8.0% 🔺)0.000s (+118.2% 🔺)5.583s (+4.7%)1.448s111.12x
▲ VercelNext.js (Turbopack)4.255s (+5.9% 🔺)5.267s (-1.2%)0.000s (+Infinity% 🔺)5.613s (-3.9%)1.358s111.15x

🔍 Observability: Nitro | Express | Next.js (Turbopack)

Summary

Fastest Framework by World

Winner determined by most benchmark wins

World🥇 Fastest FrameworkWins
💻 LocalNext.js (Turbopack)20/21
🐘 PostgresExpress21/21
▲ VercelExpress9/21
Fastest World by Framework

Winner determined by most benchmark wins

Framework🥇 Fastest WorldWins
Express🐘 Postgres18/21
Next.js (Turbopack)🌐 Redis14/21
Nitro🐘 Postgres15/21
Column Definitions
  • Workflow Time: Runtime reported by workflow (completedAt - createdAt) - primary metric
  • TTFB: Time to First Byte - time from workflow start until first stream byte received (stream benchmarks only)
  • Slurp: Time from first byte to complete stream consumption (stream benchmarks only)
  • Wall Time: Total testbench time (trigger workflow + poll for result)
  • Overhead: Testbench overhead (Wall Time - Workflow Time)
  • Samples: Number of benchmark iterations run
  • vs Fastest: How much slower compared to the fastest configuration for this benchmark

Worlds:

  • 💻 Local: In-memory filesystem world (local development)
  • 🐘 Postgres: PostgreSQL database world (local development)
  • ▲ Vercel: Vercel production/preview deployment
  • 🌐 Turso: Community world (local development)
  • 🌐 MongoDB: Community world (local development)
  • 🌐 Redis: Community world (local development)
  • 🌐 Jazz: Community world (local development)

📋 View full workflow run

@TooTallNateTooTallNate left a comment

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Port of vercel/ai#14229. Clean fix with solid test coverage.

What I verified

Core fix (toolsToModelTools): The type === 'provider' check correctly short-circuits before the function tool serialization path. Provider tools get { type: 'provider', id, name, args } — preserving identity. Function tools are unchanged. The return type widens from LanguageModelV3FunctionTool[] to Array<LanguageModelV3FunctionTool | LanguageModelV3ProviderTool>, which is compatible with the downstream doStreamStep parameter type (LanguageModelV3CallOptions['tools'] — already a union).

args default:(tool as any).args ?? {} defaults to empty object when args is undefined. This matches the AI SDK convention where provider tools may omit args (e.g. anthropic.tools.codeExecution). The test covers this case.

Mock model: The provider-tool-call variant correctly emits both tool-call with providerExecuted: true AND tool-result in the same stream — matching how real providers (Anthropic Gateway) return provider-executed tool results.

E2E workflows:agentProviderToolE2e (provider-only) and agentMixedToolsE2e (provider + function) cover the two critical scenarios. Both use as any for the provider tool definition, which is fine since ToolSet doesn't natively type provider tools.

Changeset:patch for @workflow/ai — correct. The changeset description is clear and references the root cause.

One observation (non-blocking)

The (tool as any).type === 'provider' cast works but is opaque. If ai ever exports a ProviderTool type or type guard (e.g. isProviderTool(tool)), consider switching to that for type safety. For now, as any matches the upstream fix pattern.

LGTM.

tools: ToolSet
): Promise<LanguageModelV3FunctionTool[]> {
): Promise<Array<LanguageModelV3FunctionTool | LanguageModelV3ProviderTool>> {
return Promise.all(

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Non-blocking:(tool as any).type === 'provider' is the same pattern used in the upstream AI SDK fix (vercel/ai#14229). If ai later exports a type guard or the ToolSet type is widened to include provider tools natively, this could be made type-safe. Fine for now.

…github.com>
I, Gregor Martynus <39992+gr2m@users.noreply.github.com>, hereby add my Signed-off-by to this commit: b1930b3
Signed-off-by: Gregor Martynus <39992+gr2m@users.noreply.github.com>
@ghost

ghost commented Apr 9, 2026

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Backported to stable (4d31619 -> 7faedb7).

ghost pushed a commit that referenced this pull request Apr 9, 2026
* fix(ai): preserve provider tool identity across step boundaries
Port of vercel/ai#14229. Provider tools (e.g. anthropic.tools.webSearch)
were converted to plain function tools in toolsToModelTools, stripping
type, id, and args fields. This caused providers like Anthropic Gateway
to not recognize them as provider-executed tools.
Co-Authored-By: Claude Opus 4.6 (1M context) <noreply@anthropic.com>
* DCO Remediation Commit for Gregor Martynus <39992+gr2m@users.noreply.github.com>
I, Gregor Martynus <39992+gr2m@users.noreply.github.com>, hereby add my Signed-off-by to this commit: b1930b3
Signed-off-by: Gregor Martynus <39992+gr2m@users.noreply.github.com>
---------
Signed-off-by: Gregor Martynus <39992+gr2m@users.noreply.github.com>
Co-authored-by: Claude Opus 4.6 (1M context) <noreply@anthropic.com>
@ghostghost mentioned this pull request Apr 9, 2026
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fix(ai): preserve provider tool identity across step boundaries - #1663

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fix/provider-tool-identity
Apr 9, 2026
Merged

fix(ai): preserve provider tool identity across step boundaries#1663
gr2m merged 2 commits into
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fix/provider-tool-identity

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@gr2m

@gr2mgr2m commented Apr 8, 2026

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Summary

  • Port of fix(workflow): preserve provider tool identity across step boundaries ai#14229 to the workflow SDK
  • toolsToModelTools was converting all tools into LanguageModelV3FunctionTool objects with type: 'function', stripping type: 'provider', id, and args from provider tools (e.g. anthropic.tools.webSearch, webFetch, codeExecution)
  • This caused the Anthropic Gateway to not recognize them as provider-executed tools, leading to errors like GatewayInternalServerError: Unexpected value(s) for the anthropic-beta header
  • The fix checks tool.type === 'provider' and returns a LanguageModelV3ProviderTool preserving identity, while regular function tools continue to be serialized as before
  • Adds provider-tool-call mock response type for testing provider-executed tool behavior end-to-end

Related issues & PRs

Changes

FileWhat changed
packages/ai/src/agent/tools-to-model-tools.tsCheck for type: 'provider' and return LanguageModelV3ProviderTool preserving id, name, args
packages/ai/src/agent/tools-to-model-tools.test.tsNew: 4 unit tests (function tools, provider tools, mixed, missing args default)
packages/ai/src/providers/mock.tsAdd provider-tool-call variant to MockResponseDescriptor (emits tool-call with providerExecuted: true + tool-result)
workbench/example/workflows/100_durable_agent_e2e.tsNew: agentProviderToolE2e and agentMixedToolsE2e workflow functions
packages/core/e2e/e2e-agent.test.tsNew: provider tools describe block with 2 E2E tests

Test plan

  • Unit tests pass (pnpm --filter @workflow/ai test — 173 tests, 10 files)
  • @workflow/ai builds cleanly (pnpm --filter @workflow/ai build)
  • Example workbench builds with new workflows (cd workbench/example && pnpm build)
  • New workflows appear in manifest
  • E2E: agentProviderToolE2e — provider tool identity preserved across step boundaries
  • E2E: agentMixedToolsE2e — mixed provider + function tools in same agent

Port of vercel/ai#14229. Provider tools (e.g. anthropic.tools.webSearch)
were converted to plain function tools in toolsToModelTools, stripping
type, id, and args fields. This caused providers like Anthropic Gateway
to not recognize them as provider-executed tools.
Co-Authored-By: Claude Opus 4.6 (1M context) <noreply@anthropic.com>
@gr2m
gr2m requested a review from a team as a code ownerApril 8, 2026 23:11
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changeset-botBot commented Apr 8, 2026

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🦋 Changeset detected

Latest commit: 9bc8db3

The changes in this PR will be included in the next version bump.

This PR includes changesets to release 1 package
NameType
@workflow/aiPatch

Not sure what this means? Click here to learn what changesets are.

Click here if you're a maintainer who wants to add another changeset to this PR

@vercel

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🧪 E2E Test Results

Some tests failed

Summary

PassedFailedSkippedTotal
✅ ▲ Vercel Production912067979
✅ 💻 Local Development88601821068
✅ 📦 Local Production88601821068
✅ 🐘 Local Postgres88601821068
✅ 🪟 Windows810889
❌ 🌍 Community Worlds1376424225
✅ 📋 Other225042267
Total4013646874764

❌ Failed Tests

🌍 Community Worlds (64 failed)

mongodb (3 failed):

  • hookWorkflow is not resumable via public webhook endpoint | wrun_01KNSGFHPFFMAA8H38BRH1037T
  • concurrent hook token conflict - two workflows cannot use the same hook token simultaneously | wrun_01KNSGQY3GWBTG8ND3HPHKX47R
  • resilient start: addTenWorkflow completes when run_created returns 500 | wrun_01KNSGYACXRNBD7XDK8V1YH39S

redis (3 failed):

  • hookWorkflow is not resumable via public webhook endpoint | wrun_01KNSGFHPFFMAA8H38BRH1037T
  • concurrent hook token conflict - two workflows cannot use the same hook token simultaneously | wrun_01KNSGQY3GWBTG8ND3HPHKX47R
  • resilient start: addTenWorkflow completes when run_created returns 500 | wrun_01KNSGYACXRNBD7XDK8V1YH39S

turso (58 failed):

  • addTenWorkflow | wrun_01KNSGEARX3SK20464GQYH34C6
  • addTenWorkflow | wrun_01KNSGEARX3SK20464GQYH34C6
  • wellKnownAgentWorkflow (.well-known/agent) | wrun_01KNQW70VW9T3KB6GB889Q01SH
  • should work with react rendering in step
  • promiseAllWorkflow | wrun_01KNSGEHD68J2A9DT5VFCDVH0T
  • promiseRaceWorkflow | wrun_01KNSGEQ4SNX484AJ030YB3PF6
  • promiseAnyWorkflow | wrun_01KNSGES8WXH81XXJ4F8VER4WZ
  • importedStepOnlyWorkflow | wrun_01KNQW7BP2BT3QB90Y6S6K06H4
  • hookWorkflow | wrun_01KNSGF5XF3TZEJG4NZV6XRKYD
  • hookWorkflow is not resumable via public webhook endpoint | wrun_01KNSGFHPFFMAA8H38BRH1037T
  • webhookWorkflow | wrun_01KNSGFW96WVWTWERDY50KKWGS
  • sleepingWorkflow | wrun_01KNSGG332P8D3KHFW2787BTBT
  • parallelSleepWorkflow | wrun_01KNSGGFXEN2FFDCAHVFDB65WY
  • nullByteWorkflow | wrun_01KNSGGMC9Y92175VM97PHX9GS
  • workflowAndStepMetadataWorkflow | wrun_01KNSGGPRX2QY5D0PW07WM63FH
  • fetchWorkflow | wrun_01KNSGKJTBACJ4Z75A5JD4KMKY
  • promiseRaceStressTestWorkflow | wrun_01KNSGKP9MCDDXR15SC2YD85JT
  • error handling error propagation workflow errors nested function calls preserve message and stack trace
  • error handling error propagation workflow errors cross-file imports preserve message and stack trace
  • error handling error propagation step errors basic step error preserves message and stack trace
  • error handling error propagation step errors cross-file step error preserves message and function names in stack
  • error handling retry behavior regular Error retries until success
  • error handling retry behavior FatalError fails immediately without retries
  • error handling retry behavior RetryableError respects custom retryAfter delay
  • error handling retry behavior maxRetries=0 disables retries
  • error handling catchability FatalError can be caught and detected with FatalError.is()
  • error handling not registered WorkflowNotRegisteredError fails the run when workflow does not exist
  • error handling not registered StepNotRegisteredError fails the step but workflow can catch it
  • error handling not registered StepNotRegisteredError fails the run when not caught in workflow
  • hookCleanupTestWorkflow - hook token reuse after workflow completion | wrun_01KNSGQ8ZQSH649M39EVE8AYS8
  • concurrent hook token conflict - two workflows cannot use the same hook token simultaneously | wrun_01KNSGQY3GWBTG8ND3HPHKX47R
  • hookDisposeTestWorkflow - hook token reuse after explicit disposal while workflow still running | wrun_01KNSGRKVT3RQWZMHCYKY0HZ37
  • stepFunctionPassingWorkflow - step function references can be passed as arguments (without closure vars) | wrun_01KNSGS8E6NJV1EQXQS7CVPGDW
  • stepFunctionWithClosureWorkflow - step function with closure variables passed as argument | wrun_01KNSGSH1R595ZXGKJR5ZWASJX
  • closureVariableWorkflow - nested step functions with closure variables | wrun_01KNSGSPRYGW1RAN77QA54AKY2
  • spawnWorkflowFromStepWorkflow - spawning a child workflow using start() inside a step | wrun_01KNSGSS0DM9FDG1MYE08TZB41
  • health check (queue-based) - workflow and step endpoints respond to health check messages
  • pathsAliasWorkflow - TypeScript path aliases resolve correctly | wrun_01KNSGT746R2FDCYN8N48HAJ9S
  • Calculator.calculate - static workflow method using static step methods from another class | wrun_01KNSGTCXVCX0J8QC3KX34E5Q4
  • AllInOneService.processNumber - static workflow method using sibling static step methods | wrun_01KNSGTMPVNXKJG9HZ684CWVTM
  • ChainableService.processWithThis - static step methods using this to reference the class | wrun_01KNSGTVBGW24HV66DB3CM9BT0
  • thisSerializationWorkflow - step function invoked with .call() and .apply() | wrun_01KNSGV223PVAG0GGJ7D3ZTJJ9
  • customSerializationWorkflow - custom class serialization with WORKFLOW_SERIALIZE/WORKFLOW_DESERIALIZE | wrun_01KNSGV9TSRCMCARSG52190SDC
  • instanceMethodStepWorkflow - instance methods with "use step" directive | wrun_01KNSGVGD247K4HE02HPR2EV7Q
  • crossContextSerdeWorkflow - classes defined in step code are deserializable in workflow context | wrun_01KNSGVVMJQS639WC25H1ND3RE
  • stepFunctionAsStartArgWorkflow - step function reference passed as start() argument | wrun_01KNSGW3G3W1YXQ14KXH6SYP2K
  • cancelRun - cancelling a running workflow | wrun_01KNSGWA576RNBPCXTRV6HQF01
  • cancelRun via CLI - cancelling a running workflow | wrun_01KNSGWK96Y606FHSFJP6P7NM7
  • pages router addTenWorkflow via pages router
  • pages router promiseAllWorkflow via pages router
  • pages router sleepingWorkflow via pages router
  • hookWithSleepWorkflow - hook payloads delivered correctly with concurrent sleep | wrun_01KNSGWZ0B4TG2V5CVSWBB5PQR
  • sleepInLoopWorkflow - sleep inside loop with steps actually delays each iteration | wrun_01KNSGXKGZ469J60NVHKTT8S3M
  • sleepWithSequentialStepsWorkflow - sequential steps work with concurrent sleep (control) | wrun_01KNSGXZ8CA1YTQ890QJVWWW00
  • importMetaUrlWorkflow - import.meta.url is available in step bundles | wrun_01KNSGY5T3M5JWG9SQPR98T6T5
  • metadataFromHelperWorkflow - getWorkflowMetadata/getStepMetadata work from module-level helper (#1577) | wrun_01KNSGY860FA9ZSWY45X3FZ3DB
  • resilient start: addTenWorkflow completes when run_created returns 500 | wrun_01KNSGYACXRNBD7XDK8V1YH39S
  • getterStepWorkflow - getter functions with "use step" directive | wrun_01KNSGYDW8RFVMFT59A3XDR00C

Details by Category

✅ ▲ Vercel Production
AppPassedFailedSkipped
✅ astro8207
✅ example8207
✅ express8207
✅ fastify8207
✅ hono8207
✅ nextjs-turbopack8702
✅ nextjs-webpack8702
✅ nitro8207
✅ nuxt8207
✅ sveltekit8207
✅ vite8207
✅ 💻 Local Development
AppPassedFailedSkipped
✅ astro-stable75014
✅ express-stable75014
✅ fastify-stable75014
✅ hono-stable75014
✅ nextjs-turbopack-canary62027
✅ nextjs-turbopack-stable8108
✅ nextjs-webpack-canary62027
✅ nextjs-webpack-stable8108
✅ nitro-stable75014
✅ nuxt-stable75014
✅ sveltekit-stable75014
✅ vite-stable75014
✅ 📦 Local Production
AppPassedFailedSkipped
✅ astro-stable75014
✅ express-stable75014
✅ fastify-stable75014
✅ hono-stable75014
✅ nextjs-turbopack-canary62027
✅ nextjs-turbopack-stable8108
✅ nextjs-webpack-canary62027
✅ nextjs-webpack-stable8108
✅ nitro-stable75014
✅ nuxt-stable75014
✅ sveltekit-stable75014
✅ vite-stable75014
✅ 🐘 Local Postgres
AppPassedFailedSkipped
✅ astro-stable75014
✅ express-stable75014
✅ fastify-stable75014
✅ hono-stable75014
✅ nextjs-turbopack-canary62027
✅ nextjs-turbopack-stable8108
✅ nextjs-webpack-canary62027
✅ nextjs-webpack-stable8108
✅ nitro-stable75014
✅ nuxt-stable75014
✅ sveltekit-stable75014
✅ vite-stable75014
✅ 🪟 Windows
AppPassedFailedSkipped
✅ nextjs-turbopack8108
❌ 🌍 Community Worlds
AppPassedFailedSkipped
✅ mongodb-dev500
❌ mongodb5938
✅ redis-dev500
❌ redis5938
✅ turso-dev500
❌ turso4588
✅ 📋 Other
AppPassedFailedSkipped
✅ e2e-local-dev-nest-stable75014
✅ e2e-local-postgres-nest-stable75014
✅ e2e-local-prod-nest-stable75014

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📊 Benchmark Results

📈 Comparing against baseline from main branch. Green 🟢 = faster, Red 🔺 = slower.

workflow with no steps

💻 Local Development

WorldFrameworkWorkflow TimeWall TimeOverheadSamplesvs Fastest
💻 Local🥇 Express0.042s (-3.7%)1.006s (~)0.964s101.00x
🐘 PostgresExpress0.043s (-26.3% 🟢)1.009s (~)0.966s101.03x
💻 LocalNitro0.043s (~)1.005s (~)0.962s101.04x
🌐 RedisNext.js (Turbopack)0.046s1.005s0.959s101.10x
💻 LocalNext.js (Turbopack)0.050s1.005s0.955s101.18x
🐘 PostgresNitro0.054s (-13.7% 🟢)1.009s (~)0.955s101.30x
🐘 PostgresNext.js (Turbopack)0.058s1.010s0.952s101.37x
🌐 MongoDBNext.js (Turbopack)0.095s1.007s0.912s102.27x

▲ Production (Vercel)

WorldFrameworkWorkflow TimeWall TimeOverheadSamplesvs Fastest
▲ Vercel🥇 Express0.256s (+22.5% 🔺)2.425s (+11.6% 🔺)2.168s101.00x
▲ VercelNitro0.306s (+31.4% 🔺)2.018s (-3.5%)1.711s101.20x
▲ VercelNext.js (Turbopack)0.417s (+81.3% 🔺)2.150s (-5.1% 🟢)1.733s101.63x

🔍 Observability: Express | Nitro | Next.js (Turbopack)

workflow with 1 step

💻 Local Development

WorldFrameworkWorkflow TimeWall TimeOverheadSamplesvs Fastest
🌐 Redis🥇 Next.js (Turbopack)1.106s2.006s0.901s101.00x
🐘 PostgresExpress1.112s (-2.8%)2.008s (~)0.896s101.01x
💻 LocalNext.js (Turbopack)1.123s2.006s0.883s101.02x
💻 LocalExpress1.127s (~)2.007s (~)0.880s101.02x
💻 LocalNitro1.129s (~)2.006s (~)0.877s101.02x
🐘 PostgresNext.js (Turbopack)1.136s2.009s0.874s101.03x
🐘 PostgresNitro1.138s (-0.6%)2.010s (~)0.873s101.03x
🌐 MongoDBNext.js (Turbopack)1.317s2.009s0.692s101.19x

▲ Production (Vercel)

WorldFrameworkWorkflow TimeWall TimeOverheadSamplesvs Fastest
▲ Vercel🥇 Express1.878s (+1.7%)3.541s (-3.2%)1.663s101.00x
▲ VercelNext.js (Turbopack)1.956s (-5.1% 🟢)3.678s (-3.7%)1.723s101.04x
▲ VercelNitro2.040s (+7.1% 🔺)3.600s (-4.8%)1.560s101.09x

🔍 Observability: Express | Next.js (Turbopack) | Nitro

workflow with 10 sequential steps

💻 Local Development

WorldFrameworkWorkflow TimeWall TimeOverheadSamplesvs Fastest
🌐 Redis🥇 Next.js (Turbopack)10.590s11.023s0.433s31.00x
🐘 PostgresExpress10.690s (-2.0%)11.019s (~)0.329s31.01x
💻 LocalNext.js (Turbopack)10.795s11.024s0.229s31.02x
💻 LocalExpress10.912s (~)11.024s (~)0.112s31.03x
💻 LocalNitro10.923s (~)11.023s (~)0.100s31.03x
🐘 PostgresNext.js (Turbopack)10.944s11.019s0.075s31.03x
🐘 PostgresNitro10.947s (~)11.023s (~)0.075s31.03x
🌐 MongoDBNext.js (Turbopack)12.278s13.024s0.746s31.16x

▲ Production (Vercel)

WorldFrameworkWorkflow TimeWall TimeOverheadSamplesvs Fastest
▲ Vercel🥇 Nitro16.907s (-1.2%)18.602s (-5.8% 🟢)1.694s21.00x
▲ VercelNext.js (Turbopack)17.256s (~)19.035s (-2.0%)1.779s21.02x
▲ VercelExpress17.674s (-7.1% 🟢)18.832s (-10.2% 🟢)1.158s21.05x

🔍 Observability: Nitro | Next.js (Turbopack) | Express

workflow with 25 sequential steps

💻 Local Development

WorldFrameworkWorkflow TimeWall TimeOverheadSamplesvs Fastest
🌐 Redis🥇 Next.js (Turbopack)13.911s14.028s0.117s51.00x
🐘 PostgresExpress14.006s (-3.7%)14.219s (-5.3% 🟢)0.213s51.01x
🐘 PostgresNext.js (Turbopack)14.486s15.023s0.536s41.04x
🐘 PostgresNitro14.524s (-0.6%)15.017s (~)0.493s41.04x
💻 LocalNext.js (Turbopack)14.801s15.030s0.229s41.06x
💻 LocalExpress14.973s (~)15.280s (+1.7%)0.306s41.08x
💻 LocalNitro14.992s (~)15.280s (+1.7%)0.287s41.08x
🌐 MongoDBNext.js (Turbopack)17.859s18.028s0.169s41.28x

▲ Production (Vercel)

WorldFrameworkWorkflow TimeWall TimeOverheadSamplesvs Fastest
▲ Vercel🥇 Nitro30.966s (-6.1% 🟢)32.187s (-7.8% 🟢)1.221s21.00x
▲ VercelNext.js (Turbopack)31.012s (-8.4% 🟢)32.629s (-9.0% 🟢)1.616s21.00x
▲ VercelExpress31.672s (-1.2%)33.365s (~)1.693s21.02x

🔍 Observability: Nitro | Next.js (Turbopack) | Express

workflow with 50 sequential steps

💻 Local Development

WorldFrameworkWorkflow TimeWall TimeOverheadSamplesvs Fastest
🌐 Redis🥇 Next.js (Turbopack)12.779s13.169s0.390s71.00x
🐘 PostgresExpress12.912s (-8.8% 🟢)13.161s (-12.4% 🟢)0.249s71.01x
🐘 PostgresNext.js (Turbopack)13.837s14.166s0.330s71.08x
🐘 PostgresNitro14.039s (-0.7%)14.597s (-1.0%)0.558s71.10x
💻 LocalNext.js (Turbopack)15.866s16.029s0.163s61.24x
💻 LocalExpress16.746s (+2.3%)17.031s (~)0.285s61.31x
💻 LocalNitro16.789s (+1.4%)17.031s (~)0.241s61.31x
🌐 MongoDBNext.js (Turbopack)20.344s21.027s0.683s51.59x

▲ Production (Vercel)

WorldFrameworkWorkflow TimeWall TimeOverheadSamplesvs Fastest
▲ Vercel🥇 Express47.932s (-76.8% 🟢)49.164s (-76.4% 🟢)1.232s21.00x
▲ VercelNext.js (Turbopack)51.169s (-15.6% 🟢)52.170s (-16.6% 🟢)1.001s21.07x
▲ VercelNitro53.916s (-73.9% 🟢)55.513s (-73.4% 🟢)1.596s21.12x

🔍 Observability: Express | Next.js (Turbopack) | Nitro

Promise.all with 10 concurrent steps

💻 Local Development

WorldFrameworkWorkflow TimeWall TimeOverheadSamplesvs Fastest
🐘 Postgres🥇 Express1.201s (-4.7%)2.010s (~)0.809s151.00x
🐘 PostgresNext.js (Turbopack)1.223s2.009s0.787s151.02x
🌐 RedisNext.js (Turbopack)1.248s2.006s0.758s151.04x
🐘 PostgresNitro1.266s (-1.9%)2.009s (~)0.743s151.05x
💻 LocalNext.js (Turbopack)1.471s2.006s0.534s151.23x
💻 LocalExpress1.498s (~)2.006s (~)0.508s151.25x
💻 LocalNitro1.925s (+25.2% 🔺)2.391s (+19.2% 🔺)0.466s131.60x
🌐 MongoDBNext.js (Turbopack)2.265s3.108s0.843s101.89x

▲ Production (Vercel)

WorldFrameworkWorkflow TimeWall TimeOverheadSamplesvs Fastest
▲ Vercel🥇 Nitro2.297s (-11.9% 🟢)3.580s (-17.2% 🟢)1.284s91.00x
▲ VercelExpress2.388s (-13.1% 🟢)3.699s (-17.0% 🟢)1.311s91.04x
▲ VercelNext.js (Turbopack)2.447s (~)4.007s (-11.6% 🟢)1.559s81.07x

🔍 Observability: Nitro | Express | Next.js (Turbopack)

Promise.all with 25 concurrent steps

💻 Local Development

WorldFrameworkWorkflow TimeWall TimeOverheadSamplesvs Fastest
🐘 Postgres🥇 Express2.286s (-3.9%)3.009s (~)0.723s101.00x
🐘 PostgresNitro2.354s (~)3.009s (~)0.654s101.03x
🌐 RedisNext.js (Turbopack)2.394s3.008s0.614s101.05x
🐘 PostgresNext.js (Turbopack)2.403s3.008s0.605s101.05x
💻 LocalNext.js (Turbopack)2.778s3.108s0.330s101.21x
💻 LocalExpress2.974s (+5.2% 🔺)3.564s (+14.6% 🔺)0.590s91.30x
💻 LocalNitro3.024s (+3.3%)3.760s (+21.0% 🔺)0.736s81.32x
🌐 MongoDBNext.js (Turbopack)9.639s10.015s0.376s34.22x

▲ Production (Vercel)

WorldFrameworkWorkflow TimeWall TimeOverheadSamplesvs Fastest
▲ Vercel🥇 Next.js (Turbopack)2.637s (-7.2% 🟢)4.090s (-14.6% 🟢)1.453s81.00x
▲ VercelExpress2.736s (-10.5% 🟢)4.057s (-13.2% 🟢)1.321s91.04x
▲ VercelNitro2.825s (-17.7% 🟢)4.342s (-13.8% 🟢)1.517s71.07x

🔍 Observability: Next.js (Turbopack) | Express | Nitro

Promise.all with 50 concurrent steps

💻 Local Development

WorldFrameworkWorkflow TimeWall TimeOverheadSamplesvs Fastest
🐘 Postgres🥇 Express3.368s (-3.1%)4.011s (~)0.643s81.00x
🐘 PostgresNitro3.456s (~)4.013s (~)0.557s81.03x
🐘 PostgresNext.js (Turbopack)3.653s4.009s0.356s81.08x
🌐 RedisNext.js (Turbopack)3.929s4.295s0.366s71.17x
💻 LocalNext.js (Turbopack)7.156s7.766s0.610s42.13x
💻 LocalNitro8.258s (+0.9%)9.023s (~)0.765s42.45x
💻 LocalExpress8.354s (+9.7% 🔺)9.022s (+9.1% 🔺)0.668s42.48x
🌐 MongoDBNext.js (Turbopack)20.324s20.521s0.197s26.04x

▲ Production (Vercel)

WorldFrameworkWorkflow TimeWall TimeOverheadSamplesvs Fastest
▲ Vercel🥇 Nitro2.764s (-15.7% 🟢)4.584s (-6.8% 🟢)1.819s71.00x
▲ VercelExpress2.794s (-8.8% 🟢)4.453s (-7.3% 🟢)1.659s71.01x
▲ VercelNext.js (Turbopack)3.647s (-10.3% 🟢)5.366s (-14.5% 🟢)1.719s61.32x

🔍 Observability: Nitro | Express | Next.js (Turbopack)

Promise.race with 10 concurrent steps

💻 Local Development

WorldFrameworkWorkflow TimeWall TimeOverheadSamplesvs Fastest
🐘 Postgres🥇 Express1.193s (-5.7% 🟢)2.008s (~)0.815s151.00x
🐘 PostgresNext.js (Turbopack)1.229s2.009s0.779s151.03x
🐘 PostgresNitro1.255s (~)2.008s (~)0.753s151.05x
🌐 RedisNext.js (Turbopack)1.262s2.006s0.744s151.06x
💻 LocalNext.js (Turbopack)1.479s2.006s0.527s151.24x
💻 LocalNitro1.550s (+1.2%)2.006s (~)0.456s151.30x
💻 LocalExpress1.562s (+3.7%)2.006s (~)0.445s151.31x
🌐 MongoDBNext.js (Turbopack)3.029s3.758s0.729s82.54x

▲ Production (Vercel)

WorldFrameworkWorkflow TimeWall TimeOverheadSamplesvs Fastest
▲ Vercel🥇 Next.js (Turbopack)2.040s (-12.9% 🟢)3.115s (-25.4% 🟢)1.075s101.00x
▲ VercelNitro2.044s (-10.9% 🟢)3.397s (-14.1% 🟢)1.353s91.00x
▲ VercelExpress2.170s (-4.8%)3.806s (-4.0%)1.636s91.06x

🔍 Observability: Next.js (Turbopack) | Nitro | Express

Promise.race with 25 concurrent steps

💻 Local Development

WorldFrameworkWorkflow TimeWall TimeOverheadSamplesvs Fastest
🐘 Postgres🥇 Express2.243s (-4.6%)3.009s (~)0.766s101.00x
🐘 PostgresNitro2.353s (-0.9%)3.009s (~)0.657s101.05x
🐘 PostgresNext.js (Turbopack)2.368s3.007s0.639s101.06x
🌐 RedisNext.js (Turbopack)2.386s3.008s0.622s101.06x
💻 LocalNext.js (Turbopack)3.022s3.760s0.737s81.35x
💻 LocalExpress3.160s (+10.5% 🔺)4.010s (+33.3% 🔺)0.850s81.41x
💻 LocalNitro3.245s (+4.7%)4.013s (+3.3%)0.768s81.45x
🌐 MongoDBNext.js (Turbopack)9.059s9.763s0.704s44.04x

▲ Production (Vercel)

WorldFrameworkWorkflow TimeWall TimeOverheadSamplesvs Fastest
▲ Vercel🥇 Nitro2.152s (-99.3% 🟢)3.635s (-98.8% 🟢)1.483s91.00x
▲ VercelExpress2.374s (-97.0% 🟢)3.577s (-95.6% 🟢)1.203s91.10x
▲ VercelNext.js (Turbopack)2.831s (~)3.983s (-16.1% 🟢)1.152s81.32x

🔍 Observability: Nitro | Express | Next.js (Turbopack)

Promise.race with 50 concurrent steps

💻 Local Development

WorldFrameworkWorkflow TimeWall TimeOverheadSamplesvs Fastest
🐘 Postgres🥇 Express3.392s (-2.4%)4.011s (~)0.618s81.00x
🐘 PostgresNitro3.470s (~)4.011s (~)0.542s81.02x
🐘 PostgresNext.js (Turbopack)3.638s4.010s0.372s81.07x
🌐 RedisNext.js (Turbopack)3.996s4.440s0.443s71.18x
💻 LocalNext.js (Turbopack)8.087s8.773s0.686s42.38x
💻 LocalNitro8.774s (-2.1%)9.023s (-2.7%)0.249s42.59x
💻 LocalExpress8.909s (+11.1% 🔺)9.273s (+5.7% 🔺)0.364s42.63x
🌐 MongoDBNext.js (Turbopack)19.413s20.019s0.606s25.72x

▲ Production (Vercel)

WorldFrameworkWorkflow TimeWall TimeOverheadSamplesvs Fastest
▲ Vercel🥇 Express2.888s (-35.2% 🟢)4.274s (-28.9% 🟢)1.387s81.00x
▲ VercelNitro3.001s (~)4.347s (-7.2% 🟢)1.347s71.04x
▲ VercelNext.js (Turbopack)3.638s (+1.3%)5.217s (-2.2%)1.579s61.26x

🔍 Observability: Express | Nitro | Next.js (Turbopack)

workflow with 10 sequential data payload steps (10KB)

💻 Local Development

WorldFrameworkWorkflow TimeWall TimeOverheadSamplesvs Fastest
🌐 Redis🥇 Next.js (Turbopack)0.559s1.004s0.446s601.00x
🐘 PostgresExpress0.593s (-30.5% 🟢)1.006s (~)0.413s601.06x
🐘 PostgresNext.js (Turbopack)0.765s1.006s0.241s601.37x
🐘 PostgresNitro0.833s (+1.1%)1.006s (~)0.172s601.49x
💻 LocalNext.js (Turbopack)0.840s1.021s0.181s591.50x
💻 LocalExpress0.984s (-3.6%)1.076s (-30.3% 🟢)0.091s561.76x
💻 LocalNitro1.001s (+1.7%)1.303s (+10.3% 🔺)0.301s471.79x
🌐 MongoDBNext.js (Turbopack)2.122s3.007s0.885s203.80x

▲ Production (Vercel)

WorldFrameworkWorkflow TimeWall TimeOverheadSamplesvs Fastest
▲ Vercel🥇 Express8.561s (-16.9% 🟢)10.244s (-14.8% 🟢)1.683s61.00x
▲ VercelNitro8.938s (-1.8%)10.767s (-3.7%)1.829s61.04x
▲ VercelNext.js (Turbopack)9.169s (-11.3% 🟢)11.004s (-11.7% 🟢)1.834s61.07x

🔍 Observability: Express | Nitro | Next.js (Turbopack)

workflow with 25 sequential data payload steps (10KB)

💻 Local Development

WorldFrameworkWorkflow TimeWall TimeOverheadSamplesvs Fastest
🌐 Redis🥇 Next.js (Turbopack)1.310s2.006s0.696s451.00x
🐘 PostgresExpress1.431s (-30.4% 🟢)2.007s (-30.4% 🟢)0.576s451.09x
🐘 PostgresNext.js (Turbopack)1.882s2.075s0.193s441.44x
🐘 PostgresNitro2.006s (+1.7%)2.376s (+6.7% 🔺)0.370s381.53x
💻 LocalNext.js (Turbopack)2.607s3.008s0.401s301.99x
💻 LocalNitro3.022s (+0.6%)3.689s (+4.0%)0.667s252.31x
💻 LocalExpress3.049s (~)3.800s (+4.2%)0.752s242.33x
🌐 MongoDBNext.js (Turbopack)5.228s6.012s0.784s153.99x

▲ Production (Vercel)

WorldFrameworkWorkflow TimeWall TimeOverheadSamplesvs Fastest
▲ Vercel🥇 Nitro26.962s (-6.8% 🟢)28.229s (-8.0% 🟢)1.267s41.00x
▲ VercelExpress27.015s (-3.8%)28.217s (-6.2% 🟢)1.202s41.00x
▲ VercelNext.js (Turbopack)30.133s (-2.2%)31.303s (-4.8%)1.170s31.12x

🔍 Observability: Nitro | Express | Next.js (Turbopack)

workflow with 50 sequential data payload steps (10KB)

💻 Local Development

WorldFrameworkWorkflow TimeWall TimeOverheadSamplesvs Fastest
🌐 Redis🥇 Next.js (Turbopack)2.648s3.007s0.359s401.00x
🐘 PostgresExpress2.988s (-26.6% 🟢)3.369s (-30.0% 🟢)0.381s361.13x
🐘 PostgresNext.js (Turbopack)3.788s4.009s0.221s301.43x
🐘 PostgresNitro4.078s (-1.5%)4.625s (-5.4% 🟢)0.547s261.54x
💻 LocalNext.js (Turbopack)8.332s9.018s0.686s143.15x
💻 LocalNitro9.206s (~)9.864s (-0.8%)0.659s133.48x
💻 LocalExpress9.284s (+3.8%)10.019s (+6.6% 🔺)0.735s123.51x
🌐 MongoDBNext.js (Turbopack)10.363s11.018s0.654s113.91x

▲ Production (Vercel)

WorldFrameworkWorkflow TimeWall TimeOverheadSamplesvs Fastest
▲ Vercel🥇 Express70.807s (-6.6% 🟢)72.025s (-7.3% 🟢)1.218s21.00x
▲ VercelNitro73.198s (~)74.383s (-0.6%)1.186s21.03x
▲ VercelNext.js (Turbopack)76.448s (-8.4% 🟢)78.866s (-7.7% 🟢)2.417s21.08x

🔍 Observability: Express | Nitro | Next.js (Turbopack)

workflow with 10 concurrent data payload steps (10KB)

💻 Local Development

WorldFrameworkWorkflow TimeWall TimeOverheadSamplesvs Fastest
🐘 Postgres🥇 Express0.218s (-22.1% 🟢)1.007s (~)0.789s601.00x
🌐 RedisNext.js (Turbopack)0.230s1.004s0.774s601.06x
🐘 PostgresNext.js (Turbopack)0.239s1.007s0.768s601.10x
🐘 PostgresNitro0.274s (-4.4%)1.007s (~)0.732s601.26x
💻 LocalNext.js (Turbopack)0.527s1.004s0.477s602.42x
💻 LocalExpress0.581s (-1.6%)1.005s (~)0.424s602.67x
💻 LocalNitro0.591s (~)1.004s (~)0.413s602.72x
🌐 MongoDBNext.js (Turbopack)3.248s3.884s0.636s1614.93x

▲ Production (Vercel)

WorldFrameworkWorkflow TimeWall TimeOverheadSamplesvs Fastest
▲ Vercel🥇 Express1.458s (-23.6% 🟢)2.760s (-22.4% 🟢)1.302s221.00x
▲ VercelNitro1.459s (-18.8% 🟢)2.641s (-25.9% 🟢)1.182s231.00x
▲ VercelNext.js (Turbopack)1.576s (-5.2% 🟢)3.007s (-7.1% 🟢)1.431s201.08x

🔍 Observability: Express | Nitro | Next.js (Turbopack)

workflow with 25 concurrent data payload steps (10KB)

💻 Local Development

WorldFrameworkWorkflow TimeWall TimeOverheadSamplesvs Fastest
🐘 Postgres🥇 Express0.355s (-28.2% 🟢)1.006s (~)0.651s901.00x
🐘 PostgresNext.js (Turbopack)0.482s1.006s0.525s901.36x
🐘 PostgresNitro0.490s (-2.6%)1.007s (~)0.517s901.38x
🌐 RedisNext.js (Turbopack)1.032s1.641s0.609s552.91x
💻 LocalNext.js (Turbopack)2.442s3.009s0.567s306.88x
💻 LocalNitro2.530s (-1.2%)3.009s (~)0.479s307.13x
💻 LocalExpress2.546s (+4.1%)3.010s (~)0.464s307.17x
🌐 MongoDBNext.js (Turbopack)9.307s9.914s0.607s1026.22x

▲ Production (Vercel)

WorldFrameworkWorkflow TimeWall TimeOverheadSamplesvs Fastest
▲ Vercel🥇 Express2.619s (~)4.232s (-2.7%)1.613s221.00x
▲ VercelNitro2.644s (+6.7% 🔺)4.341s (+4.0%)1.697s221.01x
▲ VercelNext.js (Turbopack)3.238s (-8.8% 🟢)4.394s (-14.6% 🟢)1.156s211.24x

🔍 Observability: Express | Nitro | Next.js (Turbopack)

workflow with 50 concurrent data payload steps (10KB)

💻 Local Development

WorldFrameworkWorkflow TimeWall TimeOverheadSamplesvs Fastest
🐘 Postgres🥇 Express0.558s (-29.3% 🟢)1.007s (~)0.448s1201.00x
🐘 PostgresNext.js (Turbopack)0.744s1.006s0.262s1201.33x
🐘 PostgresNitro0.782s (-9.4% 🟢)1.007s (-5.3% 🟢)0.226s1201.40x
🌐 RedisNext.js (Turbopack)2.610s3.007s0.396s404.67x
💻 LocalNext.js (Turbopack)10.094s10.693s0.599s1218.07x
💻 LocalNitro11.192s (+1.2%)11.849s (+1.6%)0.657s1120.04x
💻 LocalExpress11.283s (+7.0% 🔺)11.939s (+8.2% 🔺)0.655s1120.20x
🌐 MongoDBNext.js (Turbopack)19.894s20.357s0.463s635.62x

▲ Production (Vercel)

WorldFrameworkWorkflow TimeWall TimeOverheadSamplesvs Fastest
▲ Vercel🥇 Next.js (Turbopack)6.462s (+3.3%)7.890s (~)1.428s161.00x
▲ VercelExpress6.699s (-5.6% 🟢)8.361s (-5.3% 🟢)1.663s151.04x
▲ VercelNitro6.706s (-2.6%)8.242s (-4.1%)1.536s161.04x

🔍 Observability: Next.js (Turbopack) | Express | Nitro

Stream Benchmarks(includes TTFB metrics)
workflow with stream

💻 Local Development

WorldFrameworkWorkflow TimeTTFBSlurpWall TimeOverheadSamplesvs Fastest
🌐 Redis🥇 Next.js (Turbopack)0.150s1.001s0.001s1.007s0.857s101.00x
🐘 PostgresExpress0.151s (-26.7% 🟢)0.999s (~)0.001s (-15.4% 🟢)1.008s (~)0.857s101.00x
💻 LocalNext.js (Turbopack)0.173s1.003s0.010s1.016s0.843s101.15x
🐘 PostgresNext.js (Turbopack)0.187s1.001s0.002s1.011s0.824s101.24x
💻 LocalExpress0.205s (+1.0%)1.004s (~)0.012s (+24.0% 🔺)1.018s (~)0.813s101.36x
🐘 PostgresNitro0.205s (+1.5%)0.994s (~)0.001s (+7.7% 🔺)1.009s (~)0.804s101.37x
💻 LocalNitro0.212s (+4.3%)1.004s (~)0.011s (-5.7% 🟢)1.018s (~)0.805s101.41x
🌐 MongoDBNext.js (Turbopack)0.520s0.933s0.002s1.009s0.489s103.45x

▲ Production (Vercel)

WorldFrameworkWorkflow TimeTTFBSlurpWall TimeOverheadSamplesvs Fastest
▲ Vercel🥇 Express1.309s (-24.5% 🟢)2.388s (-26.6% 🟢)0.642s (+85.6% 🔺)3.354s (-16.7% 🟢)2.045s101.00x
▲ VercelNitro1.520s (-36.2% 🟢)2.792s (-26.5% 🟢)0.539s (+45.9% 🔺)3.667s (-21.1% 🟢)2.148s101.16x
▲ VercelNext.js (Turbopack)1.578s (-1.7%)2.718s (-13.7% 🟢)0.604s (+92.7% 🔺)3.680s (-7.0% 🟢)2.102s101.21x

🔍 Observability: Express | Nitro | Next.js (Turbopack)

stream pipeline with 5 transform steps (1MB)

💻 Local Development

WorldFrameworkWorkflow TimeTTFBSlurpWall TimeOverheadSamplesvs Fastest
🌐 Redis🥇 Next.js (Turbopack)0.397s1.002s0.003s1.011s0.614s601.00x
🐘 PostgresExpress0.507s (-18.9% 🟢)1.007s (~)0.003s (-21.0% 🟢)1.020s (~)0.513s591.27x
🐘 PostgresNext.js (Turbopack)0.610s1.009s0.006s1.024s0.415s591.53x
🐘 PostgresNitro0.624s (~)1.004s (~)0.004s (-4.1%)1.022s (~)0.398s591.57x
💻 LocalNext.js (Turbopack)0.663s1.011s0.009s1.023s0.359s591.67x
💻 LocalNitro0.723s (-1.0%)1.013s (~)0.010s (+1.6%)1.024s (~)0.301s591.82x
💻 LocalExpress0.727s (-5.6% 🟢)1.011s (~)0.009s (~)1.023s (~)0.296s591.83x
🌐 MongoDBNext.js (Turbopack)1.316s1.958s0.003s2.013s0.696s303.31x

▲ Production (Vercel)

WorldFrameworkWorkflow TimeTTFBSlurpWall TimeOverheadSamplesvs Fastest
▲ Vercel🥇 Nitro3.913s (+3.4%)5.499s (+4.1%)0.234s (-39.1% 🟢)6.059s (~)2.146s101.00x
▲ VercelExpress3.938s5.138s0.446s5.942s2.004s111.01x
▲ VercelNext.js (Turbopack)6.408s (+51.1% 🔺)8.159s (+41.0% 🔺)0.487s (+25.8% 🔺)9.021s (+36.0% 🔺)2.613s71.64x

🔍 Observability: Nitro | Express | Next.js (Turbopack)

10 parallel streams (1MB each)

💻 Local Development

WorldFrameworkWorkflow TimeTTFBSlurpWall TimeOverheadSamplesvs Fastest
🌐 Redis🥇 Next.js (Turbopack)0.883s1.017s0.000s1.021s0.138s591.00x
🐘 PostgresExpress0.906s (-6.6% 🟢)1.052s (-10.2% 🟢)0.000s (-10.5% 🟢)1.059s (-11.4% 🟢)0.153s571.03x
🐘 PostgresNext.js (Turbopack)0.927s1.111s0.000s1.119s0.192s541.05x
🐘 PostgresNitro0.944s (-1.4%)1.107s (-3.6%)0.000s (+28.4% 🔺)1.119s (-3.7%)0.175s541.07x
💻 LocalNext.js (Turbopack)1.237s2.020s0.000s2.023s0.786s301.40x
💻 LocalExpress1.242s (+1.2%)2.023s (~)0.000s (-7.1% 🟢)2.025s (~)0.783s301.41x
💻 LocalNitro1.249s (~)2.022s (~)0.000s (+225.0% 🔺)2.024s (~)0.776s301.41x
🌐 MongoDBNext.js (Turbopack)2.350s2.957s0.000s3.007s0.657s202.66x

▲ Production (Vercel)

WorldFrameworkWorkflow TimeTTFBSlurpWall TimeOverheadSamplesvs Fastest
▲ Vercel🥇 Nitro2.637s (-91.5% 🟢)3.631s (-88.7% 🟢)0.000s (+Infinity% 🔺)4.095s (-87.5% 🟢)1.458s161.00x
▲ VercelExpress2.697s (+3.6%)3.639s (-1.5%)0.000s (-87.5% 🟢)4.050s (-1.8%)1.352s151.02x
▲ VercelNext.js (Turbopack)3.226s (-3.2%)4.369s (-6.1% 🟢)0.003s (+869.2% 🔺)4.794s (-5.9% 🟢)1.568s131.22x

🔍 Observability: Nitro | Express | Next.js (Turbopack)

fan-out fan-in 10 streams (1MB each)

💻 Local Development

WorldFrameworkWorkflow TimeTTFBSlurpWall TimeOverheadSamplesvs Fastest
🐘 Postgres🥇 Express1.630s (-13.2% 🟢)2.105s (-8.2% 🟢)0.000s (NaN%)2.112s (-8.4% 🟢)0.482s291.00x
🌐 RedisNext.js (Turbopack)1.660s2.001s0.000s2.006s0.346s301.02x
🐘 PostgresNitro1.767s (-1.1%)2.176s (+1.7%)0.000s (+50.0% 🔺)2.209s (+2.7%)0.443s281.08x
🐘 PostgresNext.js (Turbopack)1.843s2.140s0.000s2.148s0.305s291.13x
💻 LocalNext.js (Turbopack)3.412s4.034s0.001s4.038s0.626s152.09x
💻 LocalExpress3.558s (+4.2%)4.099s (+1.6%)0.000s (-25.0% 🟢)4.102s (+1.6%)0.544s152.18x
💻 LocalNitro3.563s (+0.5%)4.034s (~)0.001s (+11.1% 🔺)4.036s (~)0.474s152.19x
🌐 MongoDBNext.js (Turbopack)4.372s4.960s0.000s5.009s0.638s122.68x

▲ Production (Vercel)

WorldFrameworkWorkflow TimeTTFBSlurpWall TimeOverheadSamplesvs Fastest
▲ Vercel🥇 Nitro3.701s (-10.3% 🟢)5.109s (-4.4%)0.000s (-100.0% 🟢)5.459s (-5.9% 🟢)1.757s111.00x
▲ VercelExpress4.135s (+9.7% 🔺)5.265s (+8.0% 🔺)0.000s (+118.2% 🔺)5.583s (+4.7%)1.448s111.12x
▲ VercelNext.js (Turbopack)4.255s (+5.9% 🔺)5.267s (-1.2%)0.000s (+Infinity% 🔺)5.613s (-3.9%)1.358s111.15x

🔍 Observability: Nitro | Express | Next.js (Turbopack)

Summary

Fastest Framework by World

Winner determined by most benchmark wins

World🥇 Fastest FrameworkWins
💻 LocalNext.js (Turbopack)20/21
🐘 PostgresExpress21/21
▲ VercelExpress9/21
Fastest World by Framework

Winner determined by most benchmark wins

Framework🥇 Fastest WorldWins
Express🐘 Postgres18/21
Next.js (Turbopack)🌐 Redis14/21
Nitro🐘 Postgres15/21
Column Definitions
  • Workflow Time: Runtime reported by workflow (completedAt - createdAt) - primary metric
  • TTFB: Time to First Byte - time from workflow start until first stream byte received (stream benchmarks only)
  • Slurp: Time from first byte to complete stream consumption (stream benchmarks only)
  • Wall Time: Total testbench time (trigger workflow + poll for result)
  • Overhead: Testbench overhead (Wall Time - Workflow Time)
  • Samples: Number of benchmark iterations run
  • vs Fastest: How much slower compared to the fastest configuration for this benchmark

Worlds:

  • 💻 Local: In-memory filesystem world (local development)
  • 🐘 Postgres: PostgreSQL database world (local development)
  • ▲ Vercel: Vercel production/preview deployment
  • 🌐 Turso: Community world (local development)
  • 🌐 MongoDB: Community world (local development)
  • 🌐 Redis: Community world (local development)
  • 🌐 Jazz: Community world (local development)

📋 View full workflow run

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Port of vercel/ai#14229. Clean fix with solid test coverage.

What I verified

Core fix (toolsToModelTools): The type === 'provider' check correctly short-circuits before the function tool serialization path. Provider tools get { type: 'provider', id, name, args } — preserving identity. Function tools are unchanged. The return type widens from LanguageModelV3FunctionTool[] to Array<LanguageModelV3FunctionTool | LanguageModelV3ProviderTool>, which is compatible with the downstream doStreamStep parameter type (LanguageModelV3CallOptions['tools'] — already a union).

args default:(tool as any).args ?? {} defaults to empty object when args is undefined. This matches the AI SDK convention where provider tools may omit args (e.g. anthropic.tools.codeExecution). The test covers this case.

Mock model: The provider-tool-call variant correctly emits both tool-call with providerExecuted: true AND tool-result in the same stream — matching how real providers (Anthropic Gateway) return provider-executed tool results.

E2E workflows:agentProviderToolE2e (provider-only) and agentMixedToolsE2e (provider + function) cover the two critical scenarios. Both use as any for the provider tool definition, which is fine since ToolSet doesn't natively type provider tools.

Changeset:patch for @workflow/ai — correct. The changeset description is clear and references the root cause.

One observation (non-blocking)

The (tool as any).type === 'provider' cast works but is opaque. If ai ever exports a ProviderTool type or type guard (e.g. isProviderTool(tool)), consider switching to that for type safety. For now, as any matches the upstream fix pattern.

LGTM.

tools: ToolSet
): Promise<LanguageModelV3FunctionTool[]> {
): Promise<Array<LanguageModelV3FunctionTool | LanguageModelV3ProviderTool>> {
return Promise.all(

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Non-blocking:(tool as any).type === 'provider' is the same pattern used in the upstream AI SDK fix (vercel/ai#14229). If ai later exports a type guard or the ToolSet type is widened to include provider tools natively, this could be made type-safe. Fine for now.

…github.com>
I, Gregor Martynus <39992+gr2m@users.noreply.github.com>, hereby add my Signed-off-by to this commit: b1930b3
Signed-off-by: Gregor Martynus <39992+gr2m@users.noreply.github.com>
@ghost

ghost commented Apr 9, 2026

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Backported to stable (4d31619 -> 7faedb7).

ghost pushed a commit that referenced this pull request Apr 9, 2026
* fix(ai): preserve provider tool identity across step boundaries
Port of vercel/ai#14229. Provider tools (e.g. anthropic.tools.webSearch)
were converted to plain function tools in toolsToModelTools, stripping
type, id, and args fields. This caused providers like Anthropic Gateway
to not recognize them as provider-executed tools.
Co-Authored-By: Claude Opus 4.6 (1M context) <noreply@anthropic.com>
* DCO Remediation Commit for Gregor Martynus <39992+gr2m@users.noreply.github.com>
I, Gregor Martynus <39992+gr2m@users.noreply.github.com>, hereby add my Signed-off-by to this commit: b1930b3
Signed-off-by: Gregor Martynus <39992+gr2m@users.noreply.github.com>
---------
Signed-off-by: Gregor Martynus <39992+gr2m@users.noreply.github.com>
Co-authored-by: Claude Opus 4.6 (1M context) <noreply@anthropic.com>
@ghostghost mentioned this pull request Apr 9, 2026
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@gr2m@TooTallNate
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fix(ai): preserve provider tool identity across step boundaries - #1663

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gr2m merged 2 commits into
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fix/provider-tool-identity
Apr 9, 2026
Merged

fix(ai): preserve provider tool identity across step boundaries#1663
gr2m merged 2 commits into
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fix/provider-tool-identity

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@gr2m

@gr2mgr2m commented Apr 8, 2026

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Summary

  • Port of fix(workflow): preserve provider tool identity across step boundaries ai#14229 to the workflow SDK
  • toolsToModelTools was converting all tools into LanguageModelV3FunctionTool objects with type: 'function', stripping type: 'provider', id, and args from provider tools (e.g. anthropic.tools.webSearch, webFetch, codeExecution)
  • This caused the Anthropic Gateway to not recognize them as provider-executed tools, leading to errors like GatewayInternalServerError: Unexpected value(s) for the anthropic-beta header
  • The fix checks tool.type === 'provider' and returns a LanguageModelV3ProviderTool preserving identity, while regular function tools continue to be serialized as before
  • Adds provider-tool-call mock response type for testing provider-executed tool behavior end-to-end

Related issues & PRs

Changes

FileWhat changed
packages/ai/src/agent/tools-to-model-tools.tsCheck for type: 'provider' and return LanguageModelV3ProviderTool preserving id, name, args
packages/ai/src/agent/tools-to-model-tools.test.tsNew: 4 unit tests (function tools, provider tools, mixed, missing args default)
packages/ai/src/providers/mock.tsAdd provider-tool-call variant to MockResponseDescriptor (emits tool-call with providerExecuted: true + tool-result)
workbench/example/workflows/100_durable_agent_e2e.tsNew: agentProviderToolE2e and agentMixedToolsE2e workflow functions
packages/core/e2e/e2e-agent.test.tsNew: provider tools describe block with 2 E2E tests

Test plan

  • Unit tests pass (pnpm --filter @workflow/ai test — 173 tests, 10 files)
  • @workflow/ai builds cleanly (pnpm --filter @workflow/ai build)
  • Example workbench builds with new workflows (cd workbench/example && pnpm build)
  • New workflows appear in manifest
  • E2E: agentProviderToolE2e — provider tool identity preserved across step boundaries
  • E2E: agentMixedToolsE2e — mixed provider + function tools in same agent

Port of vercel/ai#14229. Provider tools (e.g. anthropic.tools.webSearch)
were converted to plain function tools in toolsToModelTools, stripping
type, id, and args fields. This caused providers like Anthropic Gateway
to not recognize them as provider-executed tools.
Co-Authored-By: Claude Opus 4.6 (1M context) <noreply@anthropic.com>
@gr2m
gr2m requested a review from a team as a code ownerApril 8, 2026 23:11
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changeset-botBot commented Apr 8, 2026

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🦋 Changeset detected

Latest commit: 9bc8db3

The changes in this PR will be included in the next version bump.

This PR includes changesets to release 1 package
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@workflow/aiPatch

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github-actionsBot commented Apr 8, 2026

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🧪 E2E Test Results

Some tests failed

Summary

PassedFailedSkippedTotal
✅ ▲ Vercel Production912067979
✅ 💻 Local Development88601821068
✅ 📦 Local Production88601821068
✅ 🐘 Local Postgres88601821068
✅ 🪟 Windows810889
❌ 🌍 Community Worlds1376424225
✅ 📋 Other225042267
Total4013646874764

❌ Failed Tests

🌍 Community Worlds (64 failed)

mongodb (3 failed):

  • hookWorkflow is not resumable via public webhook endpoint | wrun_01KNSGFHPFFMAA8H38BRH1037T
  • concurrent hook token conflict - two workflows cannot use the same hook token simultaneously | wrun_01KNSGQY3GWBTG8ND3HPHKX47R
  • resilient start: addTenWorkflow completes when run_created returns 500 | wrun_01KNSGYACXRNBD7XDK8V1YH39S

redis (3 failed):

  • hookWorkflow is not resumable via public webhook endpoint | wrun_01KNSGFHPFFMAA8H38BRH1037T
  • concurrent hook token conflict - two workflows cannot use the same hook token simultaneously | wrun_01KNSGQY3GWBTG8ND3HPHKX47R
  • resilient start: addTenWorkflow completes when run_created returns 500 | wrun_01KNSGYACXRNBD7XDK8V1YH39S

turso (58 failed):

  • addTenWorkflow | wrun_01KNSGEARX3SK20464GQYH34C6
  • addTenWorkflow | wrun_01KNSGEARX3SK20464GQYH34C6
  • wellKnownAgentWorkflow (.well-known/agent) | wrun_01KNQW70VW9T3KB6GB889Q01SH
  • should work with react rendering in step
  • promiseAllWorkflow | wrun_01KNSGEHD68J2A9DT5VFCDVH0T
  • promiseRaceWorkflow | wrun_01KNSGEQ4SNX484AJ030YB3PF6
  • promiseAnyWorkflow | wrun_01KNSGES8WXH81XXJ4F8VER4WZ
  • importedStepOnlyWorkflow | wrun_01KNQW7BP2BT3QB90Y6S6K06H4
  • hookWorkflow | wrun_01KNSGF5XF3TZEJG4NZV6XRKYD
  • hookWorkflow is not resumable via public webhook endpoint | wrun_01KNSGFHPFFMAA8H38BRH1037T
  • webhookWorkflow | wrun_01KNSGFW96WVWTWERDY50KKWGS
  • sleepingWorkflow | wrun_01KNSGG332P8D3KHFW2787BTBT
  • parallelSleepWorkflow | wrun_01KNSGGFXEN2FFDCAHVFDB65WY
  • nullByteWorkflow | wrun_01KNSGGMC9Y92175VM97PHX9GS
  • workflowAndStepMetadataWorkflow | wrun_01KNSGGPRX2QY5D0PW07WM63FH
  • fetchWorkflow | wrun_01KNSGKJTBACJ4Z75A5JD4KMKY
  • promiseRaceStressTestWorkflow | wrun_01KNSGKP9MCDDXR15SC2YD85JT
  • error handling error propagation workflow errors nested function calls preserve message and stack trace
  • error handling error propagation workflow errors cross-file imports preserve message and stack trace
  • error handling error propagation step errors basic step error preserves message and stack trace
  • error handling error propagation step errors cross-file step error preserves message and function names in stack
  • error handling retry behavior regular Error retries until success
  • error handling retry behavior FatalError fails immediately without retries
  • error handling retry behavior RetryableError respects custom retryAfter delay
  • error handling retry behavior maxRetries=0 disables retries
  • error handling catchability FatalError can be caught and detected with FatalError.is()
  • error handling not registered WorkflowNotRegisteredError fails the run when workflow does not exist
  • error handling not registered StepNotRegisteredError fails the step but workflow can catch it
  • error handling not registered StepNotRegisteredError fails the run when not caught in workflow
  • hookCleanupTestWorkflow - hook token reuse after workflow completion | wrun_01KNSGQ8ZQSH649M39EVE8AYS8
  • concurrent hook token conflict - two workflows cannot use the same hook token simultaneously | wrun_01KNSGQY3GWBTG8ND3HPHKX47R
  • hookDisposeTestWorkflow - hook token reuse after explicit disposal while workflow still running | wrun_01KNSGRKVT3RQWZMHCYKY0HZ37
  • stepFunctionPassingWorkflow - step function references can be passed as arguments (without closure vars) | wrun_01KNSGS8E6NJV1EQXQS7CVPGDW
  • stepFunctionWithClosureWorkflow - step function with closure variables passed as argument | wrun_01KNSGSH1R595ZXGKJR5ZWASJX
  • closureVariableWorkflow - nested step functions with closure variables | wrun_01KNSGSPRYGW1RAN77QA54AKY2
  • spawnWorkflowFromStepWorkflow - spawning a child workflow using start() inside a step | wrun_01KNSGSS0DM9FDG1MYE08TZB41
  • health check (queue-based) - workflow and step endpoints respond to health check messages
  • pathsAliasWorkflow - TypeScript path aliases resolve correctly | wrun_01KNSGT746R2FDCYN8N48HAJ9S
  • Calculator.calculate - static workflow method using static step methods from another class | wrun_01KNSGTCXVCX0J8QC3KX34E5Q4
  • AllInOneService.processNumber - static workflow method using sibling static step methods | wrun_01KNSGTMPVNXKJG9HZ684CWVTM
  • ChainableService.processWithThis - static step methods using this to reference the class | wrun_01KNSGTVBGW24HV66DB3CM9BT0
  • thisSerializationWorkflow - step function invoked with .call() and .apply() | wrun_01KNSGV223PVAG0GGJ7D3ZTJJ9
  • customSerializationWorkflow - custom class serialization with WORKFLOW_SERIALIZE/WORKFLOW_DESERIALIZE | wrun_01KNSGV9TSRCMCARSG52190SDC
  • instanceMethodStepWorkflow - instance methods with "use step" directive | wrun_01KNSGVGD247K4HE02HPR2EV7Q
  • crossContextSerdeWorkflow - classes defined in step code are deserializable in workflow context | wrun_01KNSGVVMJQS639WC25H1ND3RE
  • stepFunctionAsStartArgWorkflow - step function reference passed as start() argument | wrun_01KNSGW3G3W1YXQ14KXH6SYP2K
  • cancelRun - cancelling a running workflow | wrun_01KNSGWA576RNBPCXTRV6HQF01
  • cancelRun via CLI - cancelling a running workflow | wrun_01KNSGWK96Y606FHSFJP6P7NM7
  • pages router addTenWorkflow via pages router
  • pages router promiseAllWorkflow via pages router
  • pages router sleepingWorkflow via pages router
  • hookWithSleepWorkflow - hook payloads delivered correctly with concurrent sleep | wrun_01KNSGWZ0B4TG2V5CVSWBB5PQR
  • sleepInLoopWorkflow - sleep inside loop with steps actually delays each iteration | wrun_01KNSGXKGZ469J60NVHKTT8S3M
  • sleepWithSequentialStepsWorkflow - sequential steps work with concurrent sleep (control) | wrun_01KNSGXZ8CA1YTQ890QJVWWW00
  • importMetaUrlWorkflow - import.meta.url is available in step bundles | wrun_01KNSGY5T3M5JWG9SQPR98T6T5
  • metadataFromHelperWorkflow - getWorkflowMetadata/getStepMetadata work from module-level helper (#1577) | wrun_01KNSGY860FA9ZSWY45X3FZ3DB
  • resilient start: addTenWorkflow completes when run_created returns 500 | wrun_01KNSGYACXRNBD7XDK8V1YH39S
  • getterStepWorkflow - getter functions with "use step" directive | wrun_01KNSGYDW8RFVMFT59A3XDR00C

Details by Category

✅ ▲ Vercel Production
AppPassedFailedSkipped
✅ astro8207
✅ example8207
✅ express8207
✅ fastify8207
✅ hono8207
✅ nextjs-turbopack8702
✅ nextjs-webpack8702
✅ nitro8207
✅ nuxt8207
✅ sveltekit8207
✅ vite8207
✅ 💻 Local Development
AppPassedFailedSkipped
✅ astro-stable75014
✅ express-stable75014
✅ fastify-stable75014
✅ hono-stable75014
✅ nextjs-turbopack-canary62027
✅ nextjs-turbopack-stable8108
✅ nextjs-webpack-canary62027
✅ nextjs-webpack-stable8108
✅ nitro-stable75014
✅ nuxt-stable75014
✅ sveltekit-stable75014
✅ vite-stable75014
✅ 📦 Local Production
AppPassedFailedSkipped
✅ astro-stable75014
✅ express-stable75014
✅ fastify-stable75014
✅ hono-stable75014
✅ nextjs-turbopack-canary62027
✅ nextjs-turbopack-stable8108
✅ nextjs-webpack-canary62027
✅ nextjs-webpack-stable8108
✅ nitro-stable75014
✅ nuxt-stable75014
✅ sveltekit-stable75014
✅ vite-stable75014
✅ 🐘 Local Postgres
AppPassedFailedSkipped
✅ astro-stable75014
✅ express-stable75014
✅ fastify-stable75014
✅ hono-stable75014
✅ nextjs-turbopack-canary62027
✅ nextjs-turbopack-stable8108
✅ nextjs-webpack-canary62027
✅ nextjs-webpack-stable8108
✅ nitro-stable75014
✅ nuxt-stable75014
✅ sveltekit-stable75014
✅ vite-stable75014
✅ 🪟 Windows
AppPassedFailedSkipped
✅ nextjs-turbopack8108
❌ 🌍 Community Worlds
AppPassedFailedSkipped
✅ mongodb-dev500
❌ mongodb5938
✅ redis-dev500
❌ redis5938
✅ turso-dev500
❌ turso4588
✅ 📋 Other
AppPassedFailedSkipped
✅ e2e-local-dev-nest-stable75014
✅ e2e-local-postgres-nest-stable75014
✅ e2e-local-prod-nest-stable75014

📋 View full workflow run

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github-actionsBot commented Apr 8, 2026

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📊 Benchmark Results

📈 Comparing against baseline from main branch. Green 🟢 = faster, Red 🔺 = slower.

workflow with no steps

💻 Local Development

WorldFrameworkWorkflow TimeWall TimeOverheadSamplesvs Fastest
💻 Local🥇 Express0.042s (-3.7%)1.006s (~)0.964s101.00x
🐘 PostgresExpress0.043s (-26.3% 🟢)1.009s (~)0.966s101.03x
💻 LocalNitro0.043s (~)1.005s (~)0.962s101.04x
🌐 RedisNext.js (Turbopack)0.046s1.005s0.959s101.10x
💻 LocalNext.js (Turbopack)0.050s1.005s0.955s101.18x
🐘 PostgresNitro0.054s (-13.7% 🟢)1.009s (~)0.955s101.30x
🐘 PostgresNext.js (Turbopack)0.058s1.010s0.952s101.37x
🌐 MongoDBNext.js (Turbopack)0.095s1.007s0.912s102.27x

▲ Production (Vercel)

WorldFrameworkWorkflow TimeWall TimeOverheadSamplesvs Fastest
▲ Vercel🥇 Express0.256s (+22.5% 🔺)2.425s (+11.6% 🔺)2.168s101.00x
▲ VercelNitro0.306s (+31.4% 🔺)2.018s (-3.5%)1.711s101.20x
▲ VercelNext.js (Turbopack)0.417s (+81.3% 🔺)2.150s (-5.1% 🟢)1.733s101.63x

🔍 Observability: Express | Nitro | Next.js (Turbopack)

workflow with 1 step

💻 Local Development

WorldFrameworkWorkflow TimeWall TimeOverheadSamplesvs Fastest
🌐 Redis🥇 Next.js (Turbopack)1.106s2.006s0.901s101.00x
🐘 PostgresExpress1.112s (-2.8%)2.008s (~)0.896s101.01x
💻 LocalNext.js (Turbopack)1.123s2.006s0.883s101.02x
💻 LocalExpress1.127s (~)2.007s (~)0.880s101.02x
💻 LocalNitro1.129s (~)2.006s (~)0.877s101.02x
🐘 PostgresNext.js (Turbopack)1.136s2.009s0.874s101.03x
🐘 PostgresNitro1.138s (-0.6%)2.010s (~)0.873s101.03x
🌐 MongoDBNext.js (Turbopack)1.317s2.009s0.692s101.19x

▲ Production (Vercel)

WorldFrameworkWorkflow TimeWall TimeOverheadSamplesvs Fastest
▲ Vercel🥇 Express1.878s (+1.7%)3.541s (-3.2%)1.663s101.00x
▲ VercelNext.js (Turbopack)1.956s (-5.1% 🟢)3.678s (-3.7%)1.723s101.04x
▲ VercelNitro2.040s (+7.1% 🔺)3.600s (-4.8%)1.560s101.09x

🔍 Observability: Express | Next.js (Turbopack) | Nitro

workflow with 10 sequential steps

💻 Local Development

WorldFrameworkWorkflow TimeWall TimeOverheadSamplesvs Fastest
🌐 Redis🥇 Next.js (Turbopack)10.590s11.023s0.433s31.00x
🐘 PostgresExpress10.690s (-2.0%)11.019s (~)0.329s31.01x
💻 LocalNext.js (Turbopack)10.795s11.024s0.229s31.02x
💻 LocalExpress10.912s (~)11.024s (~)0.112s31.03x
💻 LocalNitro10.923s (~)11.023s (~)0.100s31.03x
🐘 PostgresNext.js (Turbopack)10.944s11.019s0.075s31.03x
🐘 PostgresNitro10.947s (~)11.023s (~)0.075s31.03x
🌐 MongoDBNext.js (Turbopack)12.278s13.024s0.746s31.16x

▲ Production (Vercel)

WorldFrameworkWorkflow TimeWall TimeOverheadSamplesvs Fastest
▲ Vercel🥇 Nitro16.907s (-1.2%)18.602s (-5.8% 🟢)1.694s21.00x
▲ VercelNext.js (Turbopack)17.256s (~)19.035s (-2.0%)1.779s21.02x
▲ VercelExpress17.674s (-7.1% 🟢)18.832s (-10.2% 🟢)1.158s21.05x

🔍 Observability: Nitro | Next.js (Turbopack) | Express

workflow with 25 sequential steps

💻 Local Development

WorldFrameworkWorkflow TimeWall TimeOverheadSamplesvs Fastest
🌐 Redis🥇 Next.js (Turbopack)13.911s14.028s0.117s51.00x
🐘 PostgresExpress14.006s (-3.7%)14.219s (-5.3% 🟢)0.213s51.01x
🐘 PostgresNext.js (Turbopack)14.486s15.023s0.536s41.04x
🐘 PostgresNitro14.524s (-0.6%)15.017s (~)0.493s41.04x
💻 LocalNext.js (Turbopack)14.801s15.030s0.229s41.06x
💻 LocalExpress14.973s (~)15.280s (+1.7%)0.306s41.08x
💻 LocalNitro14.992s (~)15.280s (+1.7%)0.287s41.08x
🌐 MongoDBNext.js (Turbopack)17.859s18.028s0.169s41.28x

▲ Production (Vercel)

WorldFrameworkWorkflow TimeWall TimeOverheadSamplesvs Fastest
▲ Vercel🥇 Nitro30.966s (-6.1% 🟢)32.187s (-7.8% 🟢)1.221s21.00x
▲ VercelNext.js (Turbopack)31.012s (-8.4% 🟢)32.629s (-9.0% 🟢)1.616s21.00x
▲ VercelExpress31.672s (-1.2%)33.365s (~)1.693s21.02x

🔍 Observability: Nitro | Next.js (Turbopack) | Express

workflow with 50 sequential steps

💻 Local Development

WorldFrameworkWorkflow TimeWall TimeOverheadSamplesvs Fastest
🌐 Redis🥇 Next.js (Turbopack)12.779s13.169s0.390s71.00x
🐘 PostgresExpress12.912s (-8.8% 🟢)13.161s (-12.4% 🟢)0.249s71.01x
🐘 PostgresNext.js (Turbopack)13.837s14.166s0.330s71.08x
🐘 PostgresNitro14.039s (-0.7%)14.597s (-1.0%)0.558s71.10x
💻 LocalNext.js (Turbopack)15.866s16.029s0.163s61.24x
💻 LocalExpress16.746s (+2.3%)17.031s (~)0.285s61.31x
💻 LocalNitro16.789s (+1.4%)17.031s (~)0.241s61.31x
🌐 MongoDBNext.js (Turbopack)20.344s21.027s0.683s51.59x

▲ Production (Vercel)

WorldFrameworkWorkflow TimeWall TimeOverheadSamplesvs Fastest
▲ Vercel🥇 Express47.932s (-76.8% 🟢)49.164s (-76.4% 🟢)1.232s21.00x
▲ VercelNext.js (Turbopack)51.169s (-15.6% 🟢)52.170s (-16.6% 🟢)1.001s21.07x
▲ VercelNitro53.916s (-73.9% 🟢)55.513s (-73.4% 🟢)1.596s21.12x

🔍 Observability: Express | Next.js (Turbopack) | Nitro

Promise.all with 10 concurrent steps

💻 Local Development

WorldFrameworkWorkflow TimeWall TimeOverheadSamplesvs Fastest
🐘 Postgres🥇 Express1.201s (-4.7%)2.010s (~)0.809s151.00x
🐘 PostgresNext.js (Turbopack)1.223s2.009s0.787s151.02x
🌐 RedisNext.js (Turbopack)1.248s2.006s0.758s151.04x
🐘 PostgresNitro1.266s (-1.9%)2.009s (~)0.743s151.05x
💻 LocalNext.js (Turbopack)1.471s2.006s0.534s151.23x
💻 LocalExpress1.498s (~)2.006s (~)0.508s151.25x
💻 LocalNitro1.925s (+25.2% 🔺)2.391s (+19.2% 🔺)0.466s131.60x
🌐 MongoDBNext.js (Turbopack)2.265s3.108s0.843s101.89x

▲ Production (Vercel)

WorldFrameworkWorkflow TimeWall TimeOverheadSamplesvs Fastest
▲ Vercel🥇 Nitro2.297s (-11.9% 🟢)3.580s (-17.2% 🟢)1.284s91.00x
▲ VercelExpress2.388s (-13.1% 🟢)3.699s (-17.0% 🟢)1.311s91.04x
▲ VercelNext.js (Turbopack)2.447s (~)4.007s (-11.6% 🟢)1.559s81.07x

🔍 Observability: Nitro | Express | Next.js (Turbopack)

Promise.all with 25 concurrent steps

💻 Local Development

WorldFrameworkWorkflow TimeWall TimeOverheadSamplesvs Fastest
🐘 Postgres🥇 Express2.286s (-3.9%)3.009s (~)0.723s101.00x
🐘 PostgresNitro2.354s (~)3.009s (~)0.654s101.03x
🌐 RedisNext.js (Turbopack)2.394s3.008s0.614s101.05x
🐘 PostgresNext.js (Turbopack)2.403s3.008s0.605s101.05x
💻 LocalNext.js (Turbopack)2.778s3.108s0.330s101.21x
💻 LocalExpress2.974s (+5.2% 🔺)3.564s (+14.6% 🔺)0.590s91.30x
💻 LocalNitro3.024s (+3.3%)3.760s (+21.0% 🔺)0.736s81.32x
🌐 MongoDBNext.js (Turbopack)9.639s10.015s0.376s34.22x

▲ Production (Vercel)

WorldFrameworkWorkflow TimeWall TimeOverheadSamplesvs Fastest
▲ Vercel🥇 Next.js (Turbopack)2.637s (-7.2% 🟢)4.090s (-14.6% 🟢)1.453s81.00x
▲ VercelExpress2.736s (-10.5% 🟢)4.057s (-13.2% 🟢)1.321s91.04x
▲ VercelNitro2.825s (-17.7% 🟢)4.342s (-13.8% 🟢)1.517s71.07x

🔍 Observability: Next.js (Turbopack) | Express | Nitro

Promise.all with 50 concurrent steps

💻 Local Development

WorldFrameworkWorkflow TimeWall TimeOverheadSamplesvs Fastest
🐘 Postgres🥇 Express3.368s (-3.1%)4.011s (~)0.643s81.00x
🐘 PostgresNitro3.456s (~)4.013s (~)0.557s81.03x
🐘 PostgresNext.js (Turbopack)3.653s4.009s0.356s81.08x
🌐 RedisNext.js (Turbopack)3.929s4.295s0.366s71.17x
💻 LocalNext.js (Turbopack)7.156s7.766s0.610s42.13x
💻 LocalNitro8.258s (+0.9%)9.023s (~)0.765s42.45x
💻 LocalExpress8.354s (+9.7% 🔺)9.022s (+9.1% 🔺)0.668s42.48x
🌐 MongoDBNext.js (Turbopack)20.324s20.521s0.197s26.04x

▲ Production (Vercel)

WorldFrameworkWorkflow TimeWall TimeOverheadSamplesvs Fastest
▲ Vercel🥇 Nitro2.764s (-15.7% 🟢)4.584s (-6.8% 🟢)1.819s71.00x
▲ VercelExpress2.794s (-8.8% 🟢)4.453s (-7.3% 🟢)1.659s71.01x
▲ VercelNext.js (Turbopack)3.647s (-10.3% 🟢)5.366s (-14.5% 🟢)1.719s61.32x

🔍 Observability: Nitro | Express | Next.js (Turbopack)

Promise.race with 10 concurrent steps

💻 Local Development

WorldFrameworkWorkflow TimeWall TimeOverheadSamplesvs Fastest
🐘 Postgres🥇 Express1.193s (-5.7% 🟢)2.008s (~)0.815s151.00x
🐘 PostgresNext.js (Turbopack)1.229s2.009s0.779s151.03x
🐘 PostgresNitro1.255s (~)2.008s (~)0.753s151.05x
🌐 RedisNext.js (Turbopack)1.262s2.006s0.744s151.06x
💻 LocalNext.js (Turbopack)1.479s2.006s0.527s151.24x
💻 LocalNitro1.550s (+1.2%)2.006s (~)0.456s151.30x
💻 LocalExpress1.562s (+3.7%)2.006s (~)0.445s151.31x
🌐 MongoDBNext.js (Turbopack)3.029s3.758s0.729s82.54x

▲ Production (Vercel)

WorldFrameworkWorkflow TimeWall TimeOverheadSamplesvs Fastest
▲ Vercel🥇 Next.js (Turbopack)2.040s (-12.9% 🟢)3.115s (-25.4% 🟢)1.075s101.00x
▲ VercelNitro2.044s (-10.9% 🟢)3.397s (-14.1% 🟢)1.353s91.00x
▲ VercelExpress2.170s (-4.8%)3.806s (-4.0%)1.636s91.06x

🔍 Observability: Next.js (Turbopack) | Nitro | Express

Promise.race with 25 concurrent steps

💻 Local Development

WorldFrameworkWorkflow TimeWall TimeOverheadSamplesvs Fastest
🐘 Postgres🥇 Express2.243s (-4.6%)3.009s (~)0.766s101.00x
🐘 PostgresNitro2.353s (-0.9%)3.009s (~)0.657s101.05x
🐘 PostgresNext.js (Turbopack)2.368s3.007s0.639s101.06x
🌐 RedisNext.js (Turbopack)2.386s3.008s0.622s101.06x
💻 LocalNext.js (Turbopack)3.022s3.760s0.737s81.35x
💻 LocalExpress3.160s (+10.5% 🔺)4.010s (+33.3% 🔺)0.850s81.41x
💻 LocalNitro3.245s (+4.7%)4.013s (+3.3%)0.768s81.45x
🌐 MongoDBNext.js (Turbopack)9.059s9.763s0.704s44.04x

▲ Production (Vercel)

WorldFrameworkWorkflow TimeWall TimeOverheadSamplesvs Fastest
▲ Vercel🥇 Nitro2.152s (-99.3% 🟢)3.635s (-98.8% 🟢)1.483s91.00x
▲ VercelExpress2.374s (-97.0% 🟢)3.577s (-95.6% 🟢)1.203s91.10x
▲ VercelNext.js (Turbopack)2.831s (~)3.983s (-16.1% 🟢)1.152s81.32x

🔍 Observability: Nitro | Express | Next.js (Turbopack)

Promise.race with 50 concurrent steps

💻 Local Development

WorldFrameworkWorkflow TimeWall TimeOverheadSamplesvs Fastest
🐘 Postgres🥇 Express3.392s (-2.4%)4.011s (~)0.618s81.00x
🐘 PostgresNitro3.470s (~)4.011s (~)0.542s81.02x
🐘 PostgresNext.js (Turbopack)3.638s4.010s0.372s81.07x
🌐 RedisNext.js (Turbopack)3.996s4.440s0.443s71.18x
💻 LocalNext.js (Turbopack)8.087s8.773s0.686s42.38x
💻 LocalNitro8.774s (-2.1%)9.023s (-2.7%)0.249s42.59x
💻 LocalExpress8.909s (+11.1% 🔺)9.273s (+5.7% 🔺)0.364s42.63x
🌐 MongoDBNext.js (Turbopack)19.413s20.019s0.606s25.72x

▲ Production (Vercel)

WorldFrameworkWorkflow TimeWall TimeOverheadSamplesvs Fastest
▲ Vercel🥇 Express2.888s (-35.2% 🟢)4.274s (-28.9% 🟢)1.387s81.00x
▲ VercelNitro3.001s (~)4.347s (-7.2% 🟢)1.347s71.04x
▲ VercelNext.js (Turbopack)3.638s (+1.3%)5.217s (-2.2%)1.579s61.26x

🔍 Observability: Express | Nitro | Next.js (Turbopack)

workflow with 10 sequential data payload steps (10KB)

💻 Local Development

WorldFrameworkWorkflow TimeWall TimeOverheadSamplesvs Fastest
🌐 Redis🥇 Next.js (Turbopack)0.559s1.004s0.446s601.00x
🐘 PostgresExpress0.593s (-30.5% 🟢)1.006s (~)0.413s601.06x
🐘 PostgresNext.js (Turbopack)0.765s1.006s0.241s601.37x
🐘 PostgresNitro0.833s (+1.1%)1.006s (~)0.172s601.49x
💻 LocalNext.js (Turbopack)0.840s1.021s0.181s591.50x
💻 LocalExpress0.984s (-3.6%)1.076s (-30.3% 🟢)0.091s561.76x
💻 LocalNitro1.001s (+1.7%)1.303s (+10.3% 🔺)0.301s471.79x
🌐 MongoDBNext.js (Turbopack)2.122s3.007s0.885s203.80x

▲ Production (Vercel)

WorldFrameworkWorkflow TimeWall TimeOverheadSamplesvs Fastest
▲ Vercel🥇 Express8.561s (-16.9% 🟢)10.244s (-14.8% 🟢)1.683s61.00x
▲ VercelNitro8.938s (-1.8%)10.767s (-3.7%)1.829s61.04x
▲ VercelNext.js (Turbopack)9.169s (-11.3% 🟢)11.004s (-11.7% 🟢)1.834s61.07x

🔍 Observability: Express | Nitro | Next.js (Turbopack)

workflow with 25 sequential data payload steps (10KB)

💻 Local Development

WorldFrameworkWorkflow TimeWall TimeOverheadSamplesvs Fastest
🌐 Redis🥇 Next.js (Turbopack)1.310s2.006s0.696s451.00x
🐘 PostgresExpress1.431s (-30.4% 🟢)2.007s (-30.4% 🟢)0.576s451.09x
🐘 PostgresNext.js (Turbopack)1.882s2.075s0.193s441.44x
🐘 PostgresNitro2.006s (+1.7%)2.376s (+6.7% 🔺)0.370s381.53x
💻 LocalNext.js (Turbopack)2.607s3.008s0.401s301.99x
💻 LocalNitro3.022s (+0.6%)3.689s (+4.0%)0.667s252.31x
💻 LocalExpress3.049s (~)3.800s (+4.2%)0.752s242.33x
🌐 MongoDBNext.js (Turbopack)5.228s6.012s0.784s153.99x

▲ Production (Vercel)

WorldFrameworkWorkflow TimeWall TimeOverheadSamplesvs Fastest
▲ Vercel🥇 Nitro26.962s (-6.8% 🟢)28.229s (-8.0% 🟢)1.267s41.00x
▲ VercelExpress27.015s (-3.8%)28.217s (-6.2% 🟢)1.202s41.00x
▲ VercelNext.js (Turbopack)30.133s (-2.2%)31.303s (-4.8%)1.170s31.12x

🔍 Observability: Nitro | Express | Next.js (Turbopack)

workflow with 50 sequential data payload steps (10KB)

💻 Local Development

WorldFrameworkWorkflow TimeWall TimeOverheadSamplesvs Fastest
🌐 Redis🥇 Next.js (Turbopack)2.648s3.007s0.359s401.00x
🐘 PostgresExpress2.988s (-26.6% 🟢)3.369s (-30.0% 🟢)0.381s361.13x
🐘 PostgresNext.js (Turbopack)3.788s4.009s0.221s301.43x
🐘 PostgresNitro4.078s (-1.5%)4.625s (-5.4% 🟢)0.547s261.54x
💻 LocalNext.js (Turbopack)8.332s9.018s0.686s143.15x
💻 LocalNitro9.206s (~)9.864s (-0.8%)0.659s133.48x
💻 LocalExpress9.284s (+3.8%)10.019s (+6.6% 🔺)0.735s123.51x
🌐 MongoDBNext.js (Turbopack)10.363s11.018s0.654s113.91x

▲ Production (Vercel)

WorldFrameworkWorkflow TimeWall TimeOverheadSamplesvs Fastest
▲ Vercel🥇 Express70.807s (-6.6% 🟢)72.025s (-7.3% 🟢)1.218s21.00x
▲ VercelNitro73.198s (~)74.383s (-0.6%)1.186s21.03x
▲ VercelNext.js (Turbopack)76.448s (-8.4% 🟢)78.866s (-7.7% 🟢)2.417s21.08x

🔍 Observability: Express | Nitro | Next.js (Turbopack)

workflow with 10 concurrent data payload steps (10KB)

💻 Local Development

WorldFrameworkWorkflow TimeWall TimeOverheadSamplesvs Fastest
🐘 Postgres🥇 Express0.218s (-22.1% 🟢)1.007s (~)0.789s601.00x
🌐 RedisNext.js (Turbopack)0.230s1.004s0.774s601.06x
🐘 PostgresNext.js (Turbopack)0.239s1.007s0.768s601.10x
🐘 PostgresNitro0.274s (-4.4%)1.007s (~)0.732s601.26x
💻 LocalNext.js (Turbopack)0.527s1.004s0.477s602.42x
💻 LocalExpress0.581s (-1.6%)1.005s (~)0.424s602.67x
💻 LocalNitro0.591s (~)1.004s (~)0.413s602.72x
🌐 MongoDBNext.js (Turbopack)3.248s3.884s0.636s1614.93x

▲ Production (Vercel)

WorldFrameworkWorkflow TimeWall TimeOverheadSamplesvs Fastest
▲ Vercel🥇 Express1.458s (-23.6% 🟢)2.760s (-22.4% 🟢)1.302s221.00x
▲ VercelNitro1.459s (-18.8% 🟢)2.641s (-25.9% 🟢)1.182s231.00x
▲ VercelNext.js (Turbopack)1.576s (-5.2% 🟢)3.007s (-7.1% 🟢)1.431s201.08x

🔍 Observability: Express | Nitro | Next.js (Turbopack)

workflow with 25 concurrent data payload steps (10KB)

💻 Local Development

WorldFrameworkWorkflow TimeWall TimeOverheadSamplesvs Fastest
🐘 Postgres🥇 Express0.355s (-28.2% 🟢)1.006s (~)0.651s901.00x
🐘 PostgresNext.js (Turbopack)0.482s1.006s0.525s901.36x
🐘 PostgresNitro0.490s (-2.6%)1.007s (~)0.517s901.38x
🌐 RedisNext.js (Turbopack)1.032s1.641s0.609s552.91x
💻 LocalNext.js (Turbopack)2.442s3.009s0.567s306.88x
💻 LocalNitro2.530s (-1.2%)3.009s (~)0.479s307.13x
💻 LocalExpress2.546s (+4.1%)3.010s (~)0.464s307.17x
🌐 MongoDBNext.js (Turbopack)9.307s9.914s0.607s1026.22x

▲ Production (Vercel)

WorldFrameworkWorkflow TimeWall TimeOverheadSamplesvs Fastest
▲ Vercel🥇 Express2.619s (~)4.232s (-2.7%)1.613s221.00x
▲ VercelNitro2.644s (+6.7% 🔺)4.341s (+4.0%)1.697s221.01x
▲ VercelNext.js (Turbopack)3.238s (-8.8% 🟢)4.394s (-14.6% 🟢)1.156s211.24x

🔍 Observability: Express | Nitro | Next.js (Turbopack)

workflow with 50 concurrent data payload steps (10KB)

💻 Local Development

WorldFrameworkWorkflow TimeWall TimeOverheadSamplesvs Fastest
🐘 Postgres🥇 Express0.558s (-29.3% 🟢)1.007s (~)0.448s1201.00x
🐘 PostgresNext.js (Turbopack)0.744s1.006s0.262s1201.33x
🐘 PostgresNitro0.782s (-9.4% 🟢)1.007s (-5.3% 🟢)0.226s1201.40x
🌐 RedisNext.js (Turbopack)2.610s3.007s0.396s404.67x
💻 LocalNext.js (Turbopack)10.094s10.693s0.599s1218.07x
💻 LocalNitro11.192s (+1.2%)11.849s (+1.6%)0.657s1120.04x
💻 LocalExpress11.283s (+7.0% 🔺)11.939s (+8.2% 🔺)0.655s1120.20x
🌐 MongoDBNext.js (Turbopack)19.894s20.357s0.463s635.62x

▲ Production (Vercel)

WorldFrameworkWorkflow TimeWall TimeOverheadSamplesvs Fastest
▲ Vercel🥇 Next.js (Turbopack)6.462s (+3.3%)7.890s (~)1.428s161.00x
▲ VercelExpress6.699s (-5.6% 🟢)8.361s (-5.3% 🟢)1.663s151.04x
▲ VercelNitro6.706s (-2.6%)8.242s (-4.1%)1.536s161.04x

🔍 Observability: Next.js (Turbopack) | Express | Nitro

Stream Benchmarks(includes TTFB metrics)
workflow with stream

💻 Local Development

WorldFrameworkWorkflow TimeTTFBSlurpWall TimeOverheadSamplesvs Fastest
🌐 Redis🥇 Next.js (Turbopack)0.150s1.001s0.001s1.007s0.857s101.00x
🐘 PostgresExpress0.151s (-26.7% 🟢)0.999s (~)0.001s (-15.4% 🟢)1.008s (~)0.857s101.00x
💻 LocalNext.js (Turbopack)0.173s1.003s0.010s1.016s0.843s101.15x
🐘 PostgresNext.js (Turbopack)0.187s1.001s0.002s1.011s0.824s101.24x
💻 LocalExpress0.205s (+1.0%)1.004s (~)0.012s (+24.0% 🔺)1.018s (~)0.813s101.36x
🐘 PostgresNitro0.205s (+1.5%)0.994s (~)0.001s (+7.7% 🔺)1.009s (~)0.804s101.37x
💻 LocalNitro0.212s (+4.3%)1.004s (~)0.011s (-5.7% 🟢)1.018s (~)0.805s101.41x
🌐 MongoDBNext.js (Turbopack)0.520s0.933s0.002s1.009s0.489s103.45x

▲ Production (Vercel)

WorldFrameworkWorkflow TimeTTFBSlurpWall TimeOverheadSamplesvs Fastest
▲ Vercel🥇 Express1.309s (-24.5% 🟢)2.388s (-26.6% 🟢)0.642s (+85.6% 🔺)3.354s (-16.7% 🟢)2.045s101.00x
▲ VercelNitro1.520s (-36.2% 🟢)2.792s (-26.5% 🟢)0.539s (+45.9% 🔺)3.667s (-21.1% 🟢)2.148s101.16x
▲ VercelNext.js (Turbopack)1.578s (-1.7%)2.718s (-13.7% 🟢)0.604s (+92.7% 🔺)3.680s (-7.0% 🟢)2.102s101.21x

🔍 Observability: Express | Nitro | Next.js (Turbopack)

stream pipeline with 5 transform steps (1MB)

💻 Local Development

WorldFrameworkWorkflow TimeTTFBSlurpWall TimeOverheadSamplesvs Fastest
🌐 Redis🥇 Next.js (Turbopack)0.397s1.002s0.003s1.011s0.614s601.00x
🐘 PostgresExpress0.507s (-18.9% 🟢)1.007s (~)0.003s (-21.0% 🟢)1.020s (~)0.513s591.27x
🐘 PostgresNext.js (Turbopack)0.610s1.009s0.006s1.024s0.415s591.53x
🐘 PostgresNitro0.624s (~)1.004s (~)0.004s (-4.1%)1.022s (~)0.398s591.57x
💻 LocalNext.js (Turbopack)0.663s1.011s0.009s1.023s0.359s591.67x
💻 LocalNitro0.723s (-1.0%)1.013s (~)0.010s (+1.6%)1.024s (~)0.301s591.82x
💻 LocalExpress0.727s (-5.6% 🟢)1.011s (~)0.009s (~)1.023s (~)0.296s591.83x
🌐 MongoDBNext.js (Turbopack)1.316s1.958s0.003s2.013s0.696s303.31x

▲ Production (Vercel)

WorldFrameworkWorkflow TimeTTFBSlurpWall TimeOverheadSamplesvs Fastest
▲ Vercel🥇 Nitro3.913s (+3.4%)5.499s (+4.1%)0.234s (-39.1% 🟢)6.059s (~)2.146s101.00x
▲ VercelExpress3.938s5.138s0.446s5.942s2.004s111.01x
▲ VercelNext.js (Turbopack)6.408s (+51.1% 🔺)8.159s (+41.0% 🔺)0.487s (+25.8% 🔺)9.021s (+36.0% 🔺)2.613s71.64x

🔍 Observability: Nitro | Express | Next.js (Turbopack)

10 parallel streams (1MB each)

💻 Local Development

WorldFrameworkWorkflow TimeTTFBSlurpWall TimeOverheadSamplesvs Fastest
🌐 Redis🥇 Next.js (Turbopack)0.883s1.017s0.000s1.021s0.138s591.00x
🐘 PostgresExpress0.906s (-6.6% 🟢)1.052s (-10.2% 🟢)0.000s (-10.5% 🟢)1.059s (-11.4% 🟢)0.153s571.03x
🐘 PostgresNext.js (Turbopack)0.927s1.111s0.000s1.119s0.192s541.05x
🐘 PostgresNitro0.944s (-1.4%)1.107s (-3.6%)0.000s (+28.4% 🔺)1.119s (-3.7%)0.175s541.07x
💻 LocalNext.js (Turbopack)1.237s2.020s0.000s2.023s0.786s301.40x
💻 LocalExpress1.242s (+1.2%)2.023s (~)0.000s (-7.1% 🟢)2.025s (~)0.783s301.41x
💻 LocalNitro1.249s (~)2.022s (~)0.000s (+225.0% 🔺)2.024s (~)0.776s301.41x
🌐 MongoDBNext.js (Turbopack)2.350s2.957s0.000s3.007s0.657s202.66x

▲ Production (Vercel)

WorldFrameworkWorkflow TimeTTFBSlurpWall TimeOverheadSamplesvs Fastest
▲ Vercel🥇 Nitro2.637s (-91.5% 🟢)3.631s (-88.7% 🟢)0.000s (+Infinity% 🔺)4.095s (-87.5% 🟢)1.458s161.00x
▲ VercelExpress2.697s (+3.6%)3.639s (-1.5%)0.000s (-87.5% 🟢)4.050s (-1.8%)1.352s151.02x
▲ VercelNext.js (Turbopack)3.226s (-3.2%)4.369s (-6.1% 🟢)0.003s (+869.2% 🔺)4.794s (-5.9% 🟢)1.568s131.22x

🔍 Observability: Nitro | Express | Next.js (Turbopack)

fan-out fan-in 10 streams (1MB each)

💻 Local Development

WorldFrameworkWorkflow TimeTTFBSlurpWall TimeOverheadSamplesvs Fastest
🐘 Postgres🥇 Express1.630s (-13.2% 🟢)2.105s (-8.2% 🟢)0.000s (NaN%)2.112s (-8.4% 🟢)0.482s291.00x
🌐 RedisNext.js (Turbopack)1.660s2.001s0.000s2.006s0.346s301.02x
🐘 PostgresNitro1.767s (-1.1%)2.176s (+1.7%)0.000s (+50.0% 🔺)2.209s (+2.7%)0.443s281.08x
🐘 PostgresNext.js (Turbopack)1.843s2.140s0.000s2.148s0.305s291.13x
💻 LocalNext.js (Turbopack)3.412s4.034s0.001s4.038s0.626s152.09x
💻 LocalExpress3.558s (+4.2%)4.099s (+1.6%)0.000s (-25.0% 🟢)4.102s (+1.6%)0.544s152.18x
💻 LocalNitro3.563s (+0.5%)4.034s (~)0.001s (+11.1% 🔺)4.036s (~)0.474s152.19x
🌐 MongoDBNext.js (Turbopack)4.372s4.960s0.000s5.009s0.638s122.68x

▲ Production (Vercel)

WorldFrameworkWorkflow TimeTTFBSlurpWall TimeOverheadSamplesvs Fastest
▲ Vercel🥇 Nitro3.701s (-10.3% 🟢)5.109s (-4.4%)0.000s (-100.0% 🟢)5.459s (-5.9% 🟢)1.757s111.00x
▲ VercelExpress4.135s (+9.7% 🔺)5.265s (+8.0% 🔺)0.000s (+118.2% 🔺)5.583s (+4.7%)1.448s111.12x
▲ VercelNext.js (Turbopack)4.255s (+5.9% 🔺)5.267s (-1.2%)0.000s (+Infinity% 🔺)5.613s (-3.9%)1.358s111.15x

🔍 Observability: Nitro | Express | Next.js (Turbopack)

Summary

Fastest Framework by World

Winner determined by most benchmark wins

World🥇 Fastest FrameworkWins
💻 LocalNext.js (Turbopack)20/21
🐘 PostgresExpress21/21
▲ VercelExpress9/21
Fastest World by Framework

Winner determined by most benchmark wins

Framework🥇 Fastest WorldWins
Express🐘 Postgres18/21
Next.js (Turbopack)🌐 Redis14/21
Nitro🐘 Postgres15/21
Column Definitions
  • Workflow Time: Runtime reported by workflow (completedAt - createdAt) - primary metric
  • TTFB: Time to First Byte - time from workflow start until first stream byte received (stream benchmarks only)
  • Slurp: Time from first byte to complete stream consumption (stream benchmarks only)
  • Wall Time: Total testbench time (trigger workflow + poll for result)
  • Overhead: Testbench overhead (Wall Time - Workflow Time)
  • Samples: Number of benchmark iterations run
  • vs Fastest: How much slower compared to the fastest configuration for this benchmark

Worlds:

  • 💻 Local: In-memory filesystem world (local development)
  • 🐘 Postgres: PostgreSQL database world (local development)
  • ▲ Vercel: Vercel production/preview deployment
  • 🌐 Turso: Community world (local development)
  • 🌐 MongoDB: Community world (local development)
  • 🌐 Redis: Community world (local development)
  • 🌐 Jazz: Community world (local development)

📋 View full workflow run

@TooTallNateTooTallNate left a comment

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Port of vercel/ai#14229. Clean fix with solid test coverage.

What I verified

Core fix (toolsToModelTools): The type === 'provider' check correctly short-circuits before the function tool serialization path. Provider tools get { type: 'provider', id, name, args } — preserving identity. Function tools are unchanged. The return type widens from LanguageModelV3FunctionTool[] to Array<LanguageModelV3FunctionTool | LanguageModelV3ProviderTool>, which is compatible with the downstream doStreamStep parameter type (LanguageModelV3CallOptions['tools'] — already a union).

args default:(tool as any).args ?? {} defaults to empty object when args is undefined. This matches the AI SDK convention where provider tools may omit args (e.g. anthropic.tools.codeExecution). The test covers this case.

Mock model: The provider-tool-call variant correctly emits both tool-call with providerExecuted: true AND tool-result in the same stream — matching how real providers (Anthropic Gateway) return provider-executed tool results.

E2E workflows:agentProviderToolE2e (provider-only) and agentMixedToolsE2e (provider + function) cover the two critical scenarios. Both use as any for the provider tool definition, which is fine since ToolSet doesn't natively type provider tools.

Changeset:patch for @workflow/ai — correct. The changeset description is clear and references the root cause.

One observation (non-blocking)

The (tool as any).type === 'provider' cast works but is opaque. If ai ever exports a ProviderTool type or type guard (e.g. isProviderTool(tool)), consider switching to that for type safety. For now, as any matches the upstream fix pattern.

LGTM.

tools: ToolSet
): Promise<LanguageModelV3FunctionTool[]> {
): Promise<Array<LanguageModelV3FunctionTool | LanguageModelV3ProviderTool>> {
return Promise.all(

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Non-blocking:(tool as any).type === 'provider' is the same pattern used in the upstream AI SDK fix (vercel/ai#14229). If ai later exports a type guard or the ToolSet type is widened to include provider tools natively, this could be made type-safe. Fine for now.

…github.com>
I, Gregor Martynus <39992+gr2m@users.noreply.github.com>, hereby add my Signed-off-by to this commit: b1930b3
Signed-off-by: Gregor Martynus <39992+gr2m@users.noreply.github.com>
@ghost

ghost commented Apr 9, 2026

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Backported to stable (4d31619 -> 7faedb7).

ghost pushed a commit that referenced this pull request Apr 9, 2026
* fix(ai): preserve provider tool identity across step boundaries
Port of vercel/ai#14229. Provider tools (e.g. anthropic.tools.webSearch)
were converted to plain function tools in toolsToModelTools, stripping
type, id, and args fields. This caused providers like Anthropic Gateway
to not recognize them as provider-executed tools.
Co-Authored-By: Claude Opus 4.6 (1M context) <noreply@anthropic.com>
* DCO Remediation Commit for Gregor Martynus <39992+gr2m@users.noreply.github.com>
I, Gregor Martynus <39992+gr2m@users.noreply.github.com>, hereby add my Signed-off-by to this commit: b1930b3
Signed-off-by: Gregor Martynus <39992+gr2m@users.noreply.github.com>
---------
Signed-off-by: Gregor Martynus <39992+gr2m@users.noreply.github.com>
Co-authored-by: Claude Opus 4.6 (1M context) <noreply@anthropic.com>
@ghostghost mentioned this pull request Apr 9, 2026
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@gr2m@TooTallNate