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Moss logo Moss Samples

LicenseDiscord

Working examples for Moss — the real-time search runtime for AI agents.

Each sample is kept thin on purpose. Copy what you need straight into your own project, swap in your data, and go. Python, TypeScript, Next.js, and Pipecat voice agents are all covered.

Questions? Join our Discord.

Setup

  1. Sign up at moss.dev and create an index from the dashboard.
  2. Open View secrets and save the values to your .env:
MOSS_PROJECT_ID=your_project_id
MOSS_PROJECT_KEY=your_project_key

Moss Portal walkthrough

For full setup details and pricing, see the docs.

Python

Install deps: pip install -r python/requirements.txt, then run any script with python path/to/sample.py.

Moss Python walkthrough

TypeScript

Install deps: npm install inside javascript/, then run with npm run start -- path/to/sample.ts.

Next.js

A web-based semantic search interface using Next.js 15 and Server Actions. Shows how to call Moss securely from the server while serving a responsive UI.

cd next-js && npm install && npm run dev

Open http://localhost:3000. See the next-js/ directory for details.

Pipecat Voice Agent

A voice bot that plugs Moss retrieval into Pipecat's real-time pipeline — sub-10ms semantic search for a customer support agent.

Learn more

Contributing

If you spot gaps or want another language example, open an issue or PR. We track feedback closely.

See our Contributing Guide for details.

License

BSD 2-Clause License

About

moss-samples.vercel.app

Resources

Readme
BSD-2-Clause license

Contributing

Contributing
Activity

Stars

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Watchers

0 watching

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0 forks
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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" + '

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BranchesTags
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Moss logo Moss Samples
LicenseDiscord
Working examples for Moss — the real-time search runtime for AI agents.
Each sample is kept thin on purpose. Copy what you need straight into your own project, swap in your data, and go. Python, TypeScript, Next.js, and Pipecat voice agents are all covered.
Questions? Join our Discord.
Setup
  1. Sign up at moss.dev and create an index from the dashboard.
  2. Open View secrets and save the values to your .env:
MOSS_PROJECT_ID=your_project_id
MOSS_PROJECT_KEY=your_project_key
Moss Portal walkthrough
For full setup details and pricing, see the docs.
Python
Install deps: pip install -r python/requirements.txt, then run any script with python path/to/sample.py.
Moss Python walkthrough
TypeScript
Install deps: npm install inside javascript/, then run with npm run start -- path/to/sample.ts.
Next.js
A web-based semantic search interface using Next.js 15 and Server Actions. Shows how to call Moss securely from the server while serving a responsive UI.
cd next-js && npm install && npm run dev
Open http://localhost:3000. See the next-js/ directory for details.
Pipecat Voice Agent
A voice bot that plugs Moss retrieval into Pipecat's real-time pipeline — sub-10ms semantic search for a customer support agent.
Learn more
Contributing
If you spot gaps or want another language example, open an issue or PR. We track feedback closely.
See our Contributing Guide for details.
License
BSD 2-Clause License
About
moss-samples.vercel.app
Resources
Readme
BSD-2-Clause license
Contributing
Contributing
Activity
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0 forks
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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
BranchesTags
Repository files navigation
Moss logo Moss Samples
LicenseDiscord
Working examples for Moss — the real-time search runtime for AI agents.
Each sample is kept thin on purpose. Copy what you need straight into your own project, swap in your data, and go. Python, TypeScript, Next.js, and Pipecat voice agents are all covered.
Questions? Join our Discord.
Setup
  1. Sign up at moss.dev and create an index from the dashboard.
  2. Open View secrets and save the values to your .env:
MOSS_PROJECT_ID=your_project_id
MOSS_PROJECT_KEY=your_project_key
Moss Portal walkthrough
For full setup details and pricing, see the docs.
Python
Install deps: pip install -r python/requirements.txt, then run any script with python path/to/sample.py.
Moss Python walkthrough
TypeScript
Install deps: npm install inside javascript/, then run with npm run start -- path/to/sample.ts.
Next.js
A web-based semantic search interface using Next.js 15 and Server Actions. Shows how to call Moss securely from the server while serving a responsive UI.
cd next-js && npm install && npm run dev
Open http://localhost:3000. See the next-js/ directory for details.
Pipecat Voice Agent
A voice bot that plugs Moss retrieval into Pipecat's real-time pipeline — sub-10ms semantic search for a customer support agent.
Learn more
Contributing
If you spot gaps or want another language example, open an issue or PR. We track feedback closely.
See our Contributing Guide for details.
License
BSD 2-Clause License
About
moss-samples.vercel.app
Resources
Readme
BSD-2-Clause license
Contributing
Contributing
Activity
Stars
0 stars
Watchers
0 watching
Forks
0 forks
Report repository
Releases
Packages
Contributors
Languages

, '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
BranchesTags
Repository files navigation
Moss logo Moss Samples
LicenseDiscord
Working examples for Moss — the real-time search runtime for AI agents.
Each sample is kept thin on purpose. Copy what you need straight into your own project, swap in your data, and go. Python, TypeScript, Next.js, and Pipecat voice agents are all covered.
Questions? Join our Discord.
Setup
  1. Sign up at moss.dev and create an index from the dashboard.
  2. Open View secrets and save the values to your .env:
MOSS_PROJECT_ID=your_project_id
MOSS_PROJECT_KEY=your_project_key
Moss Portal walkthrough
For full setup details and pricing, see the docs.
Python
Install deps: pip install -r python/requirements.txt, then run any script with python path/to/sample.py.
Moss Python walkthrough
TypeScript
Install deps: npm install inside javascript/, then run with npm run start -- path/to/sample.ts.
Next.js
A web-based semantic search interface using Next.js 15 and Server Actions. Shows how to call Moss securely from the server while serving a responsive UI.
cd next-js && npm install && npm run dev
Open http://localhost:3000. See the next-js/ directory for details.
Pipecat Voice Agent
A voice bot that plugs Moss retrieval into Pipecat's real-time pipeline — sub-10ms semantic search for a customer support agent.
Learn more
Contributing
If you spot gaps or want another language example, open an issue or PR. We track feedback closely.
See our Contributing Guide for details.
License
BSD 2-Clause License
About
moss-samples.vercel.app
Resources
Readme
BSD-2-Clause license
Contributing
Contributing
Activity
Stars
0 stars
Watchers
0 watching
Forks
0 forks
Report repository
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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
BranchesTags
Repository files navigation
Moss logo Moss Samples
LicenseDiscord
Working examples for Moss — the real-time search runtime for AI agents.
Each sample is kept thin on purpose. Copy what you need straight into your own project, swap in your data, and go. Python, TypeScript, Next.js, and Pipecat voice agents are all covered.
Questions? Join our Discord.
Setup
  1. Sign up at moss.dev and create an index from the dashboard.
  2. Open View secrets and save the values to your .env:
MOSS_PROJECT_ID=your_project_id
MOSS_PROJECT_KEY=your_project_key
Moss Portal walkthrough
For full setup details and pricing, see the docs.
Python
Install deps: pip install -r python/requirements.txt, then run any script with python path/to/sample.py.
Moss Python walkthrough
TypeScript
Install deps: npm install inside javascript/, then run with npm run start -- path/to/sample.ts.
Next.js
A web-based semantic search interface using Next.js 15 and Server Actions. Shows how to call Moss securely from the server while serving a responsive UI.
cd next-js && npm install && npm run dev
Open http://localhost:3000. See the next-js/ directory for details.
Pipecat Voice Agent
A voice bot that plugs Moss retrieval into Pipecat's real-time pipeline — sub-10ms semantic search for a customer support agent.
Learn more
Contributing
If you spot gaps or want another language example, open an issue or PR. We track feedback closely.
See our Contributing Guide for details.
License
BSD 2-Clause License
About
moss-samples.vercel.app
Resources
Readme
BSD-2-Clause license
Contributing
Contributing
Activity
Stars
0 stars
Watchers
0 watching
Forks
0 forks
Report repository
Releases
Packages
Contributors
Languages

, '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
BranchesTags
Repository files navigation
Moss logo Moss Samples
LicenseDiscord
Working examples for Moss — the real-time search runtime for AI agents.
Each sample is kept thin on purpose. Copy what you need straight into your own project, swap in your data, and go. Python, TypeScript, Next.js, and Pipecat voice agents are all covered.
Questions? Join our Discord.
Setup
  1. Sign up at moss.dev and create an index from the dashboard.
  2. Open View secrets and save the values to your .env:
MOSS_PROJECT_ID=your_project_id
MOSS_PROJECT_KEY=your_project_key
Moss Portal walkthrough
For full setup details and pricing, see the docs.
Python
Install deps: pip install -r python/requirements.txt, then run any script with python path/to/sample.py.
Moss Python walkthrough
TypeScript
Install deps: npm install inside javascript/, then run with npm run start -- path/to/sample.ts.
Next.js
A web-based semantic search interface using Next.js 15 and Server Actions. Shows how to call Moss securely from the server while serving a responsive UI.
cd next-js && npm install && npm run dev
Open http://localhost:3000. See the next-js/ directory for details.
Pipecat Voice Agent
A voice bot that plugs Moss retrieval into Pipecat's real-time pipeline — sub-10ms semantic search for a customer support agent.
Learn more
Contributing
If you spot gaps or want another language example, open an issue or PR. We track feedback closely.
See our Contributing Guide for details.
License
BSD 2-Clause License
About
moss-samples.vercel.app
Resources
Readme
BSD-2-Clause license
Contributing
Contributing
Activity
Stars
0 stars
Watchers
0 watching
Forks
0 forks
Report repository
Releases
Packages
Contributors
Languages

, '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
BranchesTags
Repository files navigation
Moss logo Moss Samples
LicenseDiscord
Working examples for Moss — the real-time search runtime for AI agents.
Each sample is kept thin on purpose. Copy what you need straight into your own project, swap in your data, and go. Python, TypeScript, Next.js, and Pipecat voice agents are all covered.
Questions? Join our Discord.
Setup
  1. Sign up at moss.dev and create an index from the dashboard.
  2. Open View secrets and save the values to your .env:
MOSS_PROJECT_ID=your_project_id
MOSS_PROJECT_KEY=your_project_key
Moss Portal walkthrough
For full setup details and pricing, see the docs.
Python
Install deps: pip install -r python/requirements.txt, then run any script with python path/to/sample.py.
Moss Python walkthrough
TypeScript
Install deps: npm install inside javascript/, then run with npm run start -- path/to/sample.ts.
Next.js
A web-based semantic search interface using Next.js 15 and Server Actions. Shows how to call Moss securely from the server while serving a responsive UI.
cd next-js && npm install && npm run dev
Open http://localhost:3000. See the next-js/ directory for details.
Pipecat Voice Agent
A voice bot that plugs Moss retrieval into Pipecat's real-time pipeline — sub-10ms semantic search for a customer support agent.
Learn more
Contributing
If you spot gaps or want another language example, open an issue or PR. We track feedback closely.
See our Contributing Guide for details.
License
BSD 2-Clause License
About
moss-samples.vercel.app
Resources
Readme
BSD-2-Clause license
Contributing
Contributing
Activity
Stars
0 stars
Watchers
0 watching
Forks
0 forks
Report repository
Releases
Packages
Contributors
Languages

, '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
BranchesTags
Repository files navigation
Moss logo Moss Samples
LicenseDiscord
Working examples for Moss — the real-time search runtime for AI agents.
Each sample is kept thin on purpose. Copy what you need straight into your own project, swap in your data, and go. Python, TypeScript, Next.js, and Pipecat voice agents are all covered.
Questions? Join our Discord.
Setup
  1. Sign up at moss.dev and create an index from the dashboard.
  2. Open View secrets and save the values to your .env:
MOSS_PROJECT_ID=your_project_id
MOSS_PROJECT_KEY=your_project_key
Moss Portal walkthrough
For full setup details and pricing, see the docs.
Python
Install deps: pip install -r python/requirements.txt, then run any script with python path/to/sample.py.
Moss Python walkthrough
TypeScript
Install deps: npm install inside javascript/, then run with npm run start -- path/to/sample.ts.
Next.js
A web-based semantic search interface using Next.js 15 and Server Actions. Shows how to call Moss securely from the server while serving a responsive UI.
cd next-js && npm install && npm run dev
Open http://localhost:3000. See the next-js/ directory for details.
Pipecat Voice Agent
A voice bot that plugs Moss retrieval into Pipecat's real-time pipeline — sub-10ms semantic search for a customer support agent.
Learn more
Contributing
If you spot gaps or want another language example, open an issue or PR. We track feedback closely.
See our Contributing Guide for details.
License
BSD 2-Clause License
About
moss-samples.vercel.app
Resources
Readme
BSD-2-Clause license
Contributing
Contributing
Activity
Stars
0 stars
Watchers
0 watching
Forks
0 forks
Report repository
Releases
Packages
Contributors
Languages