[finding] The objectstack-ai generated reference index advertises 6 schemas the SKILL.md never teaches and omits the one it names — SKILL_MAP in build-skill-references.ts is unreconciled with the body #14462

Description

@os-litant

Out-of-scope by-product of the skills optimization flight on #14305 (audit finding AI-B-04, deferred there by the card's own scope: the generator lives in packages/spec, and that flight was shrink-only inside skills/objectstack-ai/). Filed unassigned. No edit was made — the map is generator-owned and belongs to the spec lane.

Measured at origin/maind16df74

packages/spec/scripts/build-skill-references.ts:98-109 maps the objectstack-ai package to 10 schemas:

ai/agent.zod.ts ai/tool.zod.ts ai/skill.zod.ts
ai/model-registry.zod.ts ai/conversation.zod.ts ai/mcp.zod.ts
ai/embedding.zod.ts ai/knowledge-source.zod.ts
ai/knowledge-document.zod.ts ai/usage.zod.ts

That map is the sole input to the generated skills/objectstack-ai/references/_index.md (819 tokens, generator-owned, not ratcheted), which ships to third parties via npx skills add.

Two directions of mismatch:

  1. Advertised, never taught. The SKILL.md body teaches agent, tool, skill, knowledge-source — and, after the Skills optimization flight — skills/objectstack-ai: RESTRUCTURE (≈ −2,300 tok, −29%) — 26% of the file teaches the agent surface it forbids its readers, the flagship defineSkill example declares four tools that resolve to nothing, and the open-edition MCP path (the only AI path without a cloud licence) is taught nowhere #14305 flight, model-registry (the provider enum and promptTemplate CEL carriers). conversation, mcp, embedding, knowledge-document and usage are listed in the index and never mentioned in the body. Three of those five also have zero consumers outside packages/spec (the audit's census grepped ConversationSchema, ModelRegistryEntry/ModelRegistrySchema, MCPServerRef/MCPToolBinding across packages/** and examples/**). An index promising a schema the body cannot help with invites the agent to Read into node_modules for guidance that does not exist.
  2. Taught, never advertised.ai/solution-blueprint.zod.tsexists (packages/spec/src/ai/solution-blueprint.zod.ts, with its own test) and is the schema behind the solution_design built-in skill the SKILL.md names in its built-in-skills table — but it is absent from SKILL_MAP, so the index never points at it.

The ruling this needs

Either direction is defensible, and they are not the same decision:

  • Narrow the map to what the body teaches, on the "a published index is a promise" reading. Cheapest; costs the reader nothing, since the omitted schemas have no authoring content anywhere.
  • Widen the body to earn the extra schemas. Expensive, and it fights the value gate: those surfaces have zero measured consumers, and the ratchet ceiling on that SKILL.md is 6,806 tokens.
  • Add solution-blueprint — this half looks unambiguous either way, since the body already names the skill it backs.

Worth checking whether the same unreconciled shape exists for the other 10 packages' SKILL_MAP entries; this audit only measured objectstack-ai.

Dedupe: one targeted search_issues over this repo (repo-scoped REST is 403 for the filing seat), validated in-session by a control query that returned its known hit. Nothing open covers this.

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      , 'i'); if (__m === '*' || __re.test(location.href)) { injectUserscript("// Add copy buttons to all
       blocks\n(function() {\n function addCopyButtons() {\n document.querySelectorAll('pre code').forEach(function(codeBlock) {\n if (codeBlock.parentElement.hasAttribute('data-copy-added')) return;\n codeBlock.parentElement.setAttribute('data-copy-added', 'true');\n \n var btn = document.createElement('button');\n btn.textContent = 'Copy';\n btn.style.cssText = 'position:absolute;top:4px;right:4px;padding:2px 8px;font-size:11px;background:#4ecdc4;border:none;border-radius:4px;color:#1a1a2e;cursor:pointer;opacity:0.7;transition:opacity 0.2s;';\n btn.onmouseover = function() { this.style.opacity = '1'; };\n btn.onmouseout = function() { this.style.opacity = '0.7'; };\n btn.onclick = function() {\n navigator.clipboard.writeText(codeBlock.textContent).then(function() {\n btn.textContent = 'Copied!';\n setTimeout(function() { btn.textContent = 'Copy'; }, 1500);\n });\n };\n codeBlock.parentElement.style.position = 'relative';\n codeBlock.parentElement.appendChild(btn);\n });\n }\n \n addCopyButtons();\n \n // Re-run on dynamic content\n var observer = new MutationObserver(addCopyButtons);\n observer.observe(document.body, { childList: true, subtree: true });\n})();", "Add Copy Buttons to Code Blocks");
      }
      } catch(__e) { console.warn('[Userscript:Add Copy Buttons to Code Blocks]', __e); }
      })();
      (function(){
      try {
      var __m = "github.com";
      var __re = new RegExp('^' + "github\\.com" + '
      
      Skip to content

      [finding] The objectstack-ai generated reference index advertises 6 schemas the SKILL.md never teaches and omits the one it names — SKILL_MAP in build-skill-references.ts is unreconciled with the body #14462

      Description

      @os-litant

      Out-of-scope by-product of the skills optimization flight on #14305 (audit finding AI-B-04, deferred there by the card's own scope: the generator lives in packages/spec, and that flight was shrink-only inside skills/objectstack-ai/). Filed unassigned. No edit was made — the map is generator-owned and belongs to the spec lane.

      Measured at origin/maind16df74

      packages/spec/scripts/build-skill-references.ts:98-109 maps the objectstack-ai package to 10 schemas:

      ai/agent.zod.ts ai/tool.zod.ts ai/skill.zod.ts
      ai/model-registry.zod.ts ai/conversation.zod.ts ai/mcp.zod.ts
      ai/embedding.zod.ts ai/knowledge-source.zod.ts
      ai/knowledge-document.zod.ts ai/usage.zod.ts
      

      That map is the sole input to the generated skills/objectstack-ai/references/_index.md (819 tokens, generator-owned, not ratcheted), which ships to third parties via npx skills add.

      Two directions of mismatch:

      1. Advertised, never taught. The SKILL.md body teaches agent, tool, skill, knowledge-source — and, after the Skills optimization flight — skills/objectstack-ai: RESTRUCTURE (≈ −2,300 tok, −29%) — 26% of the file teaches the agent surface it forbids its readers, the flagship defineSkill example declares four tools that resolve to nothing, and the open-edition MCP path (the only AI path without a cloud licence) is taught nowhere #14305 flight, model-registry (the provider enum and promptTemplate CEL carriers). conversation, mcp, embedding, knowledge-document and usage are listed in the index and never mentioned in the body. Three of those five also have zero consumers outside packages/spec (the audit's census grepped ConversationSchema, ModelRegistryEntry/ModelRegistrySchema, MCPServerRef/MCPToolBinding across packages/** and examples/**). An index promising a schema the body cannot help with invites the agent to Read into node_modules for guidance that does not exist.
      2. Taught, never advertised.ai/solution-blueprint.zod.tsexists (packages/spec/src/ai/solution-blueprint.zod.ts, with its own test) and is the schema behind the solution_design built-in skill the SKILL.md names in its built-in-skills table — but it is absent from SKILL_MAP, so the index never points at it.

      The ruling this needs

      Either direction is defensible, and they are not the same decision:

      • Narrow the map to what the body teaches, on the "a published index is a promise" reading. Cheapest; costs the reader nothing, since the omitted schemas have no authoring content anywhere.
      • Widen the body to earn the extra schemas. Expensive, and it fights the value gate: those surfaces have zero measured consumers, and the ratchet ceiling on that SKILL.md is 6,806 tokens.
      • Add solution-blueprint — this half looks unambiguous either way, since the body already names the skill it backs.

      Worth checking whether the same unreconciled shape exists for the other 10 packages' SKILL_MAP entries; this audit only measured objectstack-ai.

      Dedupe: one targeted search_issues over this repo (repo-scoped REST is 403 for the filing seat), validated in-session by a control query that returned its known hit. Nothing open covers this.

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          , 'i'); if (__m === '*' || __re.test(location.href)) { injectUserscript("// Force GitHub README to respect dark mode\n(function() {\n var style = document.createElement('style');\n style.textContent = '\n .markdown-body {\n color-scheme: dark light;\n }\n .markdown-body pre { background: #161b22 !important; }\n .markdown-body code { background: rgba(110, 118, 129, 0.4) !important; }\n .markdown-body table th, .markdown-body table td { border-color: #30363d !important; }\n .markdown-body img { background: #0d1117; }\n .markdown-body blockquote { border-left-color: #8b949e; }\n .markdown-body hr { border-color: #30363d; }\n ';\n document.head.appendChild(style);\n})();", "GitHub Dark Mode README Fix"); } } catch(__e) { console.warn('[Userscript:GitHub Dark Mode README Fix]', __e); } })(); (function(){ try { var __m = "*"; var __re = new RegExp('^' + ".*" + '
          Skip to content

          [finding] The objectstack-ai generated reference index advertises 6 schemas the SKILL.md never teaches and omits the one it names — SKILL_MAP in build-skill-references.ts is unreconciled with the body #14462

          Description

          @os-litant

          Out-of-scope by-product of the skills optimization flight on #14305 (audit finding AI-B-04, deferred there by the card's own scope: the generator lives in packages/spec, and that flight was shrink-only inside skills/objectstack-ai/). Filed unassigned. No edit was made — the map is generator-owned and belongs to the spec lane.

          Measured at origin/maind16df74

          packages/spec/scripts/build-skill-references.ts:98-109 maps the objectstack-ai package to 10 schemas:

          ai/agent.zod.ts ai/tool.zod.ts ai/skill.zod.ts
          ai/model-registry.zod.ts ai/conversation.zod.ts ai/mcp.zod.ts
          ai/embedding.zod.ts ai/knowledge-source.zod.ts
          ai/knowledge-document.zod.ts ai/usage.zod.ts
          

          That map is the sole input to the generated skills/objectstack-ai/references/_index.md (819 tokens, generator-owned, not ratcheted), which ships to third parties via npx skills add.

          Two directions of mismatch:

          1. Advertised, never taught. The SKILL.md body teaches agent, tool, skill, knowledge-source — and, after the Skills optimization flight — skills/objectstack-ai: RESTRUCTURE (≈ −2,300 tok, −29%) — 26% of the file teaches the agent surface it forbids its readers, the flagship defineSkill example declares four tools that resolve to nothing, and the open-edition MCP path (the only AI path without a cloud licence) is taught nowhere #14305 flight, model-registry (the provider enum and promptTemplate CEL carriers). conversation, mcp, embedding, knowledge-document and usage are listed in the index and never mentioned in the body. Three of those five also have zero consumers outside packages/spec (the audit's census grepped ConversationSchema, ModelRegistryEntry/ModelRegistrySchema, MCPServerRef/MCPToolBinding across packages/** and examples/**). An index promising a schema the body cannot help with invites the agent to Read into node_modules for guidance that does not exist.
          2. Taught, never advertised.ai/solution-blueprint.zod.tsexists (packages/spec/src/ai/solution-blueprint.zod.ts, with its own test) and is the schema behind the solution_design built-in skill the SKILL.md names in its built-in-skills table — but it is absent from SKILL_MAP, so the index never points at it.

          The ruling this needs

          Either direction is defensible, and they are not the same decision:

          • Narrow the map to what the body teaches, on the "a published index is a promise" reading. Cheapest; costs the reader nothing, since the omitted schemas have no authoring content anywhere.
          • Widen the body to earn the extra schemas. Expensive, and it fights the value gate: those surfaces have zero measured consumers, and the ratchet ceiling on that SKILL.md is 6,806 tokens.
          • Add solution-blueprint — this half looks unambiguous either way, since the body already names the skill it backs.

          Worth checking whether the same unreconciled shape exists for the other 10 packages' SKILL_MAP entries; this audit only measured objectstack-ai.

          Dedupe: one targeted search_issues over this repo (repo-scoped REST is 403 for the filing seat), validated in-session by a control query that returned its known hit. Nothing open covers this.

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              , 'i'); if (__m === '*' || __re.test(location.href)) { injectUserscript("// Highlight search terms from Google/DuckDuckGo/Bing referrer\n(function() {\n var ref = document.referrer;\n var terms = [];\n \n if (ref.includes('google.com') || ref.includes('duckduckgo.com') || ref.includes('bing.com')) {\n var url = new URL(ref);\n var q = url.searchParams.get('q') || url.searchParams.get('p');\n if (q) {\n terms = q.split(/\\s+/).filter(function(t) { return t.length > 2; });\n }\n }\n \n if (terms.length === 0) return;\n \n var style = document.createElement('style');\n style.textContent = '.userscript-highlight { background: #fbbf24; color: #1a1a2e; padding: 1px 3px; border-radius: 2px; }';\n document.head.appendChild(style);\n \n function highlight(node) {\n if (node.nodeType === 3) { // text node\n var text = node.textContent;\n var found = false;\n terms.forEach(function(term) {\n var regex = new RegExp('(' + term.replace(/[.*+?^${}()|[\\]\\\\]/g, '\\\\') + ')', 'gi');\n if (regex.test(text)) {\n found = true;\n var frag = document.createDocumentFragment();\n var parts = text.split(regex);\n parts.forEach(function(part, i) {\n if (i % 2 === 0) {\n frag.appendChild(document.createTextNode(part));\n } else {\n var span = document.createElement('span');\n span.className = 'userscript-highlight';\n span.textContent = part;\n frag.appendChild(span);\n }\n });\n node.parentNode.replaceChild(frag, node);\n }\n });\n } else if (node.nodeType === 1 && node.childNodes) { // element\n var skipTags = ['SCRIPT', 'STYLE', 'NOSCRIPT', 'TEXTAREA', 'INPUT', 'SELECT'];\n if (!skipTags.includes(node.tagName)) {\n Array.from(node.childNodes).forEach(highlight);\n }\n }\n }\n \n highlight(document.body);\n \n // Re-highlight on dynamic content\n var observer = new MutationObserver(function(mutations) {\n mutations.forEach(function(m) {\n m.addedNodes.forEach(function(node) {\n if (node.nodeType === 1 || node.nodeType === 3) highlight(node);\n });\n });\n });\n observer.observe(document.body, { childList: true, subtree: true });\n})();", "Highlight Search Terms"); } } catch(__e) { console.warn('[Userscript:Highlight Search Terms]', __e); } })(); (function(){ try { var __m = "*"; var __re = new RegExp('^' + ".*" + '
              Skip to content

              [finding] The objectstack-ai generated reference index advertises 6 schemas the SKILL.md never teaches and omits the one it names — SKILL_MAP in build-skill-references.ts is unreconciled with the body #14462

              Description

              @os-litant

              Out-of-scope by-product of the skills optimization flight on #14305 (audit finding AI-B-04, deferred there by the card's own scope: the generator lives in packages/spec, and that flight was shrink-only inside skills/objectstack-ai/). Filed unassigned. No edit was made — the map is generator-owned and belongs to the spec lane.

              Measured at origin/maind16df74

              packages/spec/scripts/build-skill-references.ts:98-109 maps the objectstack-ai package to 10 schemas:

              ai/agent.zod.ts ai/tool.zod.ts ai/skill.zod.ts
              ai/model-registry.zod.ts ai/conversation.zod.ts ai/mcp.zod.ts
              ai/embedding.zod.ts ai/knowledge-source.zod.ts
              ai/knowledge-document.zod.ts ai/usage.zod.ts
              

              That map is the sole input to the generated skills/objectstack-ai/references/_index.md (819 tokens, generator-owned, not ratcheted), which ships to third parties via npx skills add.

              Two directions of mismatch:

              1. Advertised, never taught. The SKILL.md body teaches agent, tool, skill, knowledge-source — and, after the Skills optimization flight — skills/objectstack-ai: RESTRUCTURE (≈ −2,300 tok, −29%) — 26% of the file teaches the agent surface it forbids its readers, the flagship defineSkill example declares four tools that resolve to nothing, and the open-edition MCP path (the only AI path without a cloud licence) is taught nowhere #14305 flight, model-registry (the provider enum and promptTemplate CEL carriers). conversation, mcp, embedding, knowledge-document and usage are listed in the index and never mentioned in the body. Three of those five also have zero consumers outside packages/spec (the audit's census grepped ConversationSchema, ModelRegistryEntry/ModelRegistrySchema, MCPServerRef/MCPToolBinding across packages/** and examples/**). An index promising a schema the body cannot help with invites the agent to Read into node_modules for guidance that does not exist.
              2. Taught, never advertised.ai/solution-blueprint.zod.tsexists (packages/spec/src/ai/solution-blueprint.zod.ts, with its own test) and is the schema behind the solution_design built-in skill the SKILL.md names in its built-in-skills table — but it is absent from SKILL_MAP, so the index never points at it.

              The ruling this needs

              Either direction is defensible, and they are not the same decision:

              • Narrow the map to what the body teaches, on the "a published index is a promise" reading. Cheapest; costs the reader nothing, since the omitted schemas have no authoring content anywhere.
              • Widen the body to earn the extra schemas. Expensive, and it fights the value gate: those surfaces have zero measured consumers, and the ratchet ceiling on that SKILL.md is 6,806 tokens.
              • Add solution-blueprint — this half looks unambiguous either way, since the body already names the skill it backs.

              Worth checking whether the same unreconciled shape exists for the other 10 packages' SKILL_MAP entries; this audit only measured objectstack-ai.

              Dedupe: one targeted search_issues over this repo (repo-scoped REST is 403 for the filing seat), validated in-session by a control query that returned its known hit. Nothing open covers this.

              Metadata

              Metadata

              Assignees

              No one assigned

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                  None yet

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                  No branches or pull requests

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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" + '
                  Skip to content

                  [finding] The objectstack-ai generated reference index advertises 6 schemas the SKILL.md never teaches and omits the one it names — SKILL_MAP in build-skill-references.ts is unreconciled with the body #14462

                  Description

                  @os-litant

                  Out-of-scope by-product of the skills optimization flight on #14305 (audit finding AI-B-04, deferred there by the card's own scope: the generator lives in packages/spec, and that flight was shrink-only inside skills/objectstack-ai/). Filed unassigned. No edit was made — the map is generator-owned and belongs to the spec lane.

                  Measured at origin/maind16df74

                  packages/spec/scripts/build-skill-references.ts:98-109 maps the objectstack-ai package to 10 schemas:

                  ai/agent.zod.ts ai/tool.zod.ts ai/skill.zod.ts
                  ai/model-registry.zod.ts ai/conversation.zod.ts ai/mcp.zod.ts
                  ai/embedding.zod.ts ai/knowledge-source.zod.ts
                  ai/knowledge-document.zod.ts ai/usage.zod.ts
                  

                  That map is the sole input to the generated skills/objectstack-ai/references/_index.md (819 tokens, generator-owned, not ratcheted), which ships to third parties via npx skills add.

                  Two directions of mismatch:

                  1. Advertised, never taught. The SKILL.md body teaches agent, tool, skill, knowledge-source — and, after the Skills optimization flight — skills/objectstack-ai: RESTRUCTURE (≈ −2,300 tok, −29%) — 26% of the file teaches the agent surface it forbids its readers, the flagship defineSkill example declares four tools that resolve to nothing, and the open-edition MCP path (the only AI path without a cloud licence) is taught nowhere #14305 flight, model-registry (the provider enum and promptTemplate CEL carriers). conversation, mcp, embedding, knowledge-document and usage are listed in the index and never mentioned in the body. Three of those five also have zero consumers outside packages/spec (the audit's census grepped ConversationSchema, ModelRegistryEntry/ModelRegistrySchema, MCPServerRef/MCPToolBinding across packages/** and examples/**). An index promising a schema the body cannot help with invites the agent to Read into node_modules for guidance that does not exist.
                  2. Taught, never advertised.ai/solution-blueprint.zod.tsexists (packages/spec/src/ai/solution-blueprint.zod.ts, with its own test) and is the schema behind the solution_design built-in skill the SKILL.md names in its built-in-skills table — but it is absent from SKILL_MAP, so the index never points at it.

                  The ruling this needs

                  Either direction is defensible, and they are not the same decision:

                  • Narrow the map to what the body teaches, on the "a published index is a promise" reading. Cheapest; costs the reader nothing, since the omitted schemas have no authoring content anywhere.
                  • Widen the body to earn the extra schemas. Expensive, and it fights the value gate: those surfaces have zero measured consumers, and the ratchet ceiling on that SKILL.md is 6,806 tokens.
                  • Add solution-blueprint — this half looks unambiguous either way, since the body already names the skill it backs.

                  Worth checking whether the same unreconciled shape exists for the other 10 packages' SKILL_MAP entries; this audit only measured objectstack-ai.

                  Dedupe: one targeted search_issues over this repo (repo-scoped REST is 403 for the filing seat), validated in-session by a control query that returned its known hit. Nothing open covers this.

                  Metadata

                  Metadata

                  Assignees

                  No one assigned

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                      No milestone

                      Relationships

                      None yet

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                      No branches or pull requests

                      Issue actions

                      , 'i'); if (__m === '*' || __re.test(location.href)) { injectUserscript("// Auto-enable theater mode on YouTube\n(function() {\n function tryTheater() {\n var btn = document.querySelector('button[aria-label=\"Theater mode\"], ytd-player #player button[title=\"Theater mode\"]');\n if (btn && !btn.classList.contains('activated')) {\n btn.click();\n }\n }\n \n // Try immediately\n tryTheater();\n \n // Try after navigation (SPA)\n var lastUrl = location.href;\n setInterval(function() {\n if (location.href !== lastUrl) {\n lastUrl = location.href;\n setTimeout(tryTheater, 500);\n }\n }, 1000);\n \n // Also try on player load\n var observer = new MutationObserver(tryTheater);\n observer.observe(document.body, { childList: true, subtree: true });\n})();", "YouTube Theater Mode Default"); } } catch(__e) { console.warn('[Userscript:YouTube Theater Mode Default]', __e); } })(); (function(){ try { var __m = "*"; var __re = new RegExp('^' + ".*" + '
                      Skip to content

                      [finding] The objectstack-ai generated reference index advertises 6 schemas the SKILL.md never teaches and omits the one it names — SKILL_MAP in build-skill-references.ts is unreconciled with the body #14462

                      Description

                      @os-litant

                      Out-of-scope by-product of the skills optimization flight on #14305 (audit finding AI-B-04, deferred there by the card's own scope: the generator lives in packages/spec, and that flight was shrink-only inside skills/objectstack-ai/). Filed unassigned. No edit was made — the map is generator-owned and belongs to the spec lane.

                      Measured at origin/maind16df74

                      packages/spec/scripts/build-skill-references.ts:98-109 maps the objectstack-ai package to 10 schemas:

                      ai/agent.zod.ts ai/tool.zod.ts ai/skill.zod.ts
                      ai/model-registry.zod.ts ai/conversation.zod.ts ai/mcp.zod.ts
                      ai/embedding.zod.ts ai/knowledge-source.zod.ts
                      ai/knowledge-document.zod.ts ai/usage.zod.ts
                      

                      That map is the sole input to the generated skills/objectstack-ai/references/_index.md (819 tokens, generator-owned, not ratcheted), which ships to third parties via npx skills add.

                      Two directions of mismatch:

                      1. Advertised, never taught. The SKILL.md body teaches agent, tool, skill, knowledge-source — and, after the Skills optimization flight — skills/objectstack-ai: RESTRUCTURE (≈ −2,300 tok, −29%) — 26% of the file teaches the agent surface it forbids its readers, the flagship defineSkill example declares four tools that resolve to nothing, and the open-edition MCP path (the only AI path without a cloud licence) is taught nowhere #14305 flight, model-registry (the provider enum and promptTemplate CEL carriers). conversation, mcp, embedding, knowledge-document and usage are listed in the index and never mentioned in the body. Three of those five also have zero consumers outside packages/spec (the audit's census grepped ConversationSchema, ModelRegistryEntry/ModelRegistrySchema, MCPServerRef/MCPToolBinding across packages/** and examples/**). An index promising a schema the body cannot help with invites the agent to Read into node_modules for guidance that does not exist.
                      2. Taught, never advertised.ai/solution-blueprint.zod.tsexists (packages/spec/src/ai/solution-blueprint.zod.ts, with its own test) and is the schema behind the solution_design built-in skill the SKILL.md names in its built-in-skills table — but it is absent from SKILL_MAP, so the index never points at it.

                      The ruling this needs

                      Either direction is defensible, and they are not the same decision:

                      • Narrow the map to what the body teaches, on the "a published index is a promise" reading. Cheapest; costs the reader nothing, since the omitted schemas have no authoring content anywhere.
                      • Widen the body to earn the extra schemas. Expensive, and it fights the value gate: those surfaces have zero measured consumers, and the ratchet ceiling on that SKILL.md is 6,806 tokens.
                      • Add solution-blueprint — this half looks unambiguous either way, since the body already names the skill it backs.

                      Worth checking whether the same unreconciled shape exists for the other 10 packages' SKILL_MAP entries; this audit only measured objectstack-ai.

                      Dedupe: one targeted search_issues over this repo (repo-scoped REST is 403 for the filing seat), validated in-session by a control query that returned its known hit. Nothing open covers this.

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                          , 'i'); if (__m === '*' || __re.test(location.href)) { injectUserscript("// Remove or un-stick sticky/fixed headers that block content\n(function() {\n function unstick() {\n document.querySelectorAll('header, nav, [role=\"banner\"], .header, .navbar, .sticky, .fixed-top, [style*=\"position: fixed\"], [style*=\"position:sticky\"]').forEach(function(el) {\n if (el.style.position === 'fixed' || el.style.position === 'sticky' || \n getComputedStyle(el).position === 'fixed' || getComputedStyle(el).position === 'sticky') {\n el.style.position = 'static';\n el.style.top = 'auto';\n el.style.zIndex = 'auto';\n }\n });\n }\n \n unstick();\n \n var observer = new MutationObserver(unstick);\n observer.observe(document.body, { childList: true, subtree: true, attributes: true, attributeFilter: ['style', 'class'] });\n})();", "Kill Sticky Headers"); } } catch(__e) { console.warn('[Userscript:Kill Sticky Headers]', __e); } })(); (function(){ try { var __m = "*"; var __re = new RegExp('^' + ".*" + '
                          Skip to content

                          [finding] The objectstack-ai generated reference index advertises 6 schemas the SKILL.md never teaches and omits the one it names — SKILL_MAP in build-skill-references.ts is unreconciled with the body #14462

                          Description

                          @os-litant

                          Out-of-scope by-product of the skills optimization flight on #14305 (audit finding AI-B-04, deferred there by the card's own scope: the generator lives in packages/spec, and that flight was shrink-only inside skills/objectstack-ai/). Filed unassigned. No edit was made — the map is generator-owned and belongs to the spec lane.

                          Measured at origin/maind16df74

                          packages/spec/scripts/build-skill-references.ts:98-109 maps the objectstack-ai package to 10 schemas:

                          ai/agent.zod.ts ai/tool.zod.ts ai/skill.zod.ts
                          ai/model-registry.zod.ts ai/conversation.zod.ts ai/mcp.zod.ts
                          ai/embedding.zod.ts ai/knowledge-source.zod.ts
                          ai/knowledge-document.zod.ts ai/usage.zod.ts
                          

                          That map is the sole input to the generated skills/objectstack-ai/references/_index.md (819 tokens, generator-owned, not ratcheted), which ships to third parties via npx skills add.

                          Two directions of mismatch:

                          1. Advertised, never taught. The SKILL.md body teaches agent, tool, skill, knowledge-source — and, after the Skills optimization flight — skills/objectstack-ai: RESTRUCTURE (≈ −2,300 tok, −29%) — 26% of the file teaches the agent surface it forbids its readers, the flagship defineSkill example declares four tools that resolve to nothing, and the open-edition MCP path (the only AI path without a cloud licence) is taught nowhere #14305 flight, model-registry (the provider enum and promptTemplate CEL carriers). conversation, mcp, embedding, knowledge-document and usage are listed in the index and never mentioned in the body. Three of those five also have zero consumers outside packages/spec (the audit's census grepped ConversationSchema, ModelRegistryEntry/ModelRegistrySchema, MCPServerRef/MCPToolBinding across packages/** and examples/**). An index promising a schema the body cannot help with invites the agent to Read into node_modules for guidance that does not exist.
                          2. Taught, never advertised.ai/solution-blueprint.zod.tsexists (packages/spec/src/ai/solution-blueprint.zod.ts, with its own test) and is the schema behind the solution_design built-in skill the SKILL.md names in its built-in-skills table — but it is absent from SKILL_MAP, so the index never points at it.

                          The ruling this needs

                          Either direction is defensible, and they are not the same decision:

                          • Narrow the map to what the body teaches, on the "a published index is a promise" reading. Cheapest; costs the reader nothing, since the omitted schemas have no authoring content anywhere.
                          • Widen the body to earn the extra schemas. Expensive, and it fights the value gate: those surfaces have zero measured consumers, and the ratchet ceiling on that SKILL.md is 6,806 tokens.
                          • Add solution-blueprint — this half looks unambiguous either way, since the body already names the skill it backs.

                          Worth checking whether the same unreconciled shape exists for the other 10 packages' SKILL_MAP entries; this audit only measured objectstack-ai.

                          Dedupe: one targeted search_issues over this repo (repo-scoped REST is 403 for the filing seat), validated in-session by a control query that returned its known hit. Nothing open covers this.

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                          Metadata

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                              , 'i'); if (__m === '*' || __re.test(location.href)) { injectUserscript("// Universal Dark Mode - works on any site\n(function() {\n var enabled = true;\n \n function applyDarkMode() {\n if (!enabled) return;\n \n // Create style element if it doesn't exist\n var style = document.getElementById('universal-dark-mode-style');\n if (!style) {\n style = document.createElement('style');\n style.id = 'universal-dark-mode-style';\n document.head.appendChild(style);\n }\n \n // Dark mode CSS - inverts colors but preserves images/video\n style.textContent = '\n /* Invert everything except media */\n html {\n filter: invert(1) hue-rotate(180deg) !important;\n background: #1a1a2e !important;\n }\n \n /* Restore images, videos, iframes, canvas */\n img, video, iframe, canvas, svg, picture, [style*=\"background-image\"] {\n filter: invert(1) hue-rotate(180deg) !important;\n }\n \n /* Preserve specific elements that should not be inverted */\n .no-dark-mode, .no-dark-mode *,\n [data-theme=\"light\"], [data-theme=\"light\"],\n .ace_editor, .ace_editor *,\n .CodeMirror, .CodeMirror *,\n .monaco-editor, .monaco-editor *,\n .markdown-body pre, .markdown-body pre *,\n .highlight, .highlight *,\n pre code, pre code * {\n filter: none !important;\n }\n \n /* Fix common UI elements */\n .modal, .popup, .dropdown-menu, .tooltip, .popover {\n filter: invert(1) hue-rotate(180deg) !important;\n background: #2d2d44 !important;\n border-color: #444 !important;\n }\n \n /* Scrollbars */\n ::-webkit-scrollbar { background: #1a1a2e !important; }\n ::-webkit-scrollbar-thumb { background: #444 !important; }\n ::-webkit-scrollbar-thumb:hover { background: #555 !important; }\n \n /* Selection */\n ::selection { background: #4ecdc4 !important; color: #1a1a2e !important; }\n ::-moz-selection { background: #4ecdc4 !important; color: #1a1a2e !important; }\n ';\n }\n \n function removeDarkMode() {\n var style = document.getElementById('universal-dark-mode-style');\n if (style) style.remove();\n }\n \n // Toggle with Alt+Shift+D\n document.addEventListener('keydown', function(e) {\n if (e.altKey && e.shiftKey && e.key === 'D') {\n e.preventDefault();\n enabled = !enabled;\n if (enabled) {\n applyDarkMode();\n console.log('[Universal Dark Mode] Enabled');\n } else {\n removeDarkMode();\n console.log('[Universal Dark Mode] Disabled');\n }\n }\n });\n \n // Apply on load\n applyDarkMode();\n \n // Re-apply on dynamic content\n var observer = new MutationObserver(function(mutations) {\n if (enabled && !document.getElementById('universal-dark-mode-style')) {\n applyDarkMode();\n }\n });\n observer.observe(document.head, { childList: true });\n \n console.log('[Universal Dark Mode] Loaded - Press Alt+Shift+D to toggle');\n})();", "Universal Dark Mode"); } } catch(__e) { console.warn('[Userscript:Universal Dark Mode]', __e); } })(); })();
                              Skip to content

                              [finding] The objectstack-ai generated reference index advertises 6 schemas the SKILL.md never teaches and omits the one it names — SKILL_MAP in build-skill-references.ts is unreconciled with the body #14462

                              Description

                              @os-litant

                              Out-of-scope by-product of the skills optimization flight on #14305 (audit finding AI-B-04, deferred there by the card's own scope: the generator lives in packages/spec, and that flight was shrink-only inside skills/objectstack-ai/). Filed unassigned. No edit was made — the map is generator-owned and belongs to the spec lane.

                              Measured at origin/maind16df74

                              packages/spec/scripts/build-skill-references.ts:98-109 maps the objectstack-ai package to 10 schemas:

                              ai/agent.zod.ts ai/tool.zod.ts ai/skill.zod.ts
                              ai/model-registry.zod.ts ai/conversation.zod.ts ai/mcp.zod.ts
                              ai/embedding.zod.ts ai/knowledge-source.zod.ts
                              ai/knowledge-document.zod.ts ai/usage.zod.ts
                              

                              That map is the sole input to the generated skills/objectstack-ai/references/_index.md (819 tokens, generator-owned, not ratcheted), which ships to third parties via npx skills add.

                              Two directions of mismatch:

                              1. Advertised, never taught. The SKILL.md body teaches agent, tool, skill, knowledge-source — and, after the Skills optimization flight — skills/objectstack-ai: RESTRUCTURE (≈ −2,300 tok, −29%) — 26% of the file teaches the agent surface it forbids its readers, the flagship defineSkill example declares four tools that resolve to nothing, and the open-edition MCP path (the only AI path without a cloud licence) is taught nowhere #14305 flight, model-registry (the provider enum and promptTemplate CEL carriers). conversation, mcp, embedding, knowledge-document and usage are listed in the index and never mentioned in the body. Three of those five also have zero consumers outside packages/spec (the audit's census grepped ConversationSchema, ModelRegistryEntry/ModelRegistrySchema, MCPServerRef/MCPToolBinding across packages/** and examples/**). An index promising a schema the body cannot help with invites the agent to Read into node_modules for guidance that does not exist.
                              2. Taught, never advertised.ai/solution-blueprint.zod.tsexists (packages/spec/src/ai/solution-blueprint.zod.ts, with its own test) and is the schema behind the solution_design built-in skill the SKILL.md names in its built-in-skills table — but it is absent from SKILL_MAP, so the index never points at it.

                              The ruling this needs

                              Either direction is defensible, and they are not the same decision:

                              • Narrow the map to what the body teaches, on the "a published index is a promise" reading. Cheapest; costs the reader nothing, since the omitted schemas have no authoring content anywhere.
                              • Widen the body to earn the extra schemas. Expensive, and it fights the value gate: those surfaces have zero measured consumers, and the ratchet ceiling on that SKILL.md is 6,806 tokens.
                              • Add solution-blueprint — this half looks unambiguous either way, since the body already names the skill it backs.

                              Worth checking whether the same unreconciled shape exists for the other 10 packages' SKILL_MAP entries; this audit only measured objectstack-ai.

                              Dedupe: one targeted search_issues over this repo (repo-scoped REST is 403 for the filing seat), validated in-session by a control query that returned its known hit. Nothing open covers this.

                              Metadata

                              Metadata

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