@usemoss

Moss

The real-time search runtime for AI agents
README.md
logo_square

The Search Engine that lives inside your AI Agent

Instant semantic memory for real-time agents, in under 10ms.


LicensePyPIPyPI downloadsnpmnpm downloadsDiscord


Website • Documentation • Discord • Blog


Moss is the search runtime that lives inside your Conversational AI agent. Built for speed, it allows you to query documents semantically at the speed of human conversation.

Backed by Y Combinator (F25). Based in San Francisco.


Popular repositories Loading

  1. moss mossPublic

    The retrieval layer for production AI systems. Lightning-fast (<10ms) search without vector databases. Built for browser, edge, on-device, and cloud.

    Python 670 92

  2. pipecat-moss pipecat-mossPublic

    Python 2 1

  3. pipecat pipecatPublic

    Forked from pipecat-ai/pipecat

    Open Source framework for voice and multimodal conversational AI

    Python

  4. .github .githubPublic

    1

  5. moss-gemini-pipecat-demo moss-gemini-pipecat-demoPublic

    Python 1

  6. moss-image-search-demo moss-image-search-demoPublic

    TypeScript

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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
@usemoss

Moss

The real-time search runtime for AI agents
README.md
logo_square
The Search Engine that lives inside your AI Agent
Instant semantic memory for real-time agents, in under 10ms.

LicensePyPIPyPI downloadsnpmnpm downloadsDiscord

Website • Documentation • Discord • Blog

Moss is the search runtime that lives inside your Conversational AI agent.
Built for speed, it allows you to query documents semantically at the speed of human conversation.
Backed by Y Combinator (F25). Based in San Francisco.


Popular repositories
Loading
  1. 
moss
mossPublic
    
The retrieval layer for production AI systems. Lightning-fast (<10ms) search without vector databases. Built for browser, edge, on-device, and cloud.

    Python
670

92

  2. 
pipecat-moss
pipecat-mossPublic
    Python
2

1

  3. 
pipecat
pipecatPublic
    
Forked from pipecat-ai/pipecat
    
Open Source framework for voice and multimodal conversational AI

    Python
  4. 
.github
.githubPublic
    
1

  5. 
moss-gemini-pipecat-demo
moss-gemini-pipecat-demoPublic
    Python
1

  6. 
moss-image-search-demo
moss-image-search-demoPublic
    TypeScript

Repositories

Showing 10 of 15 repositories
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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
@usemoss

Moss

The real-time search runtime for AI agents
README.md
logo_square
The Search Engine that lives inside your AI Agent
Instant semantic memory for real-time agents, in under 10ms.

LicensePyPIPyPI downloadsnpmnpm downloadsDiscord

Website • Documentation • Discord • Blog

Moss is the search runtime that lives inside your Conversational AI agent.
Built for speed, it allows you to query documents semantically at the speed of human conversation.
Backed by Y Combinator (F25). Based in San Francisco.


Popular repositories
Loading
  1. 
moss
mossPublic
    
The retrieval layer for production AI systems. Lightning-fast (<10ms) search without vector databases. Built for browser, edge, on-device, and cloud.

    Python
670

92

  2. 
pipecat-moss
pipecat-mossPublic
    Python
2

1

  3. 
pipecat
pipecatPublic
    
Forked from pipecat-ai/pipecat
    
Open Source framework for voice and multimodal conversational AI

    Python
  4. 
.github
.githubPublic
    
1

  5. 
moss-gemini-pipecat-demo
moss-gemini-pipecat-demoPublic
    Python
1

  6. 
moss-image-search-demo
moss-image-search-demoPublic
    TypeScript

Repositories

Showing 10 of 15 repositories
View all repositories
People

This organization has no public members. You must be a member to see who’s a part of this organization.

Top languages
Loading…
Most used topics
Loading…

, '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
@usemoss

Moss

The real-time search runtime for AI agents
README.md
logo_square
The Search Engine that lives inside your AI Agent
Instant semantic memory for real-time agents, in under 10ms.

LicensePyPIPyPI downloadsnpmnpm downloadsDiscord

Website • Documentation • Discord • Blog

Moss is the search runtime that lives inside your Conversational AI agent.
Built for speed, it allows you to query documents semantically at the speed of human conversation.
Backed by Y Combinator (F25). Based in San Francisco.


Popular repositories
Loading
  1. 
moss
mossPublic
    
The retrieval layer for production AI systems. Lightning-fast (<10ms) search without vector databases. Built for browser, edge, on-device, and cloud.

    Python
670

92

  2. 
pipecat-moss
pipecat-mossPublic
    Python
2

1

  3. 
pipecat
pipecatPublic
    
Forked from pipecat-ai/pipecat
    
Open Source framework for voice and multimodal conversational AI

    Python
  4. 
.github
.githubPublic
    
1

  5. 
moss-gemini-pipecat-demo
moss-gemini-pipecat-demoPublic
    Python
1

  6. 
moss-image-search-demo
moss-image-search-demoPublic
    TypeScript

Repositories

Showing 10 of 15 repositories
View all repositories
People

This organization has no public members. You must be a member to see who’s a part of this organization.

Top languages
Loading…
Most used topics
Loading…

, '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
@usemoss

Moss

The real-time search runtime for AI agents
README.md
logo_square
The Search Engine that lives inside your AI Agent
Instant semantic memory for real-time agents, in under 10ms.

LicensePyPIPyPI downloadsnpmnpm downloadsDiscord

Website • Documentation • Discord • Blog

Moss is the search runtime that lives inside your Conversational AI agent.
Built for speed, it allows you to query documents semantically at the speed of human conversation.
Backed by Y Combinator (F25). Based in San Francisco.


Popular repositories
Loading
  1. 
moss
mossPublic
    
The retrieval layer for production AI systems. Lightning-fast (<10ms) search without vector databases. Built for browser, edge, on-device, and cloud.

    Python
670

92

  2. 
pipecat-moss
pipecat-mossPublic
    Python
2

1

  3. 
pipecat
pipecatPublic
    
Forked from pipecat-ai/pipecat
    
Open Source framework for voice and multimodal conversational AI

    Python
  4. 
.github
.githubPublic
    
1

  5. 
moss-gemini-pipecat-demo
moss-gemini-pipecat-demoPublic
    Python
1

  6. 
moss-image-search-demo
moss-image-search-demoPublic
    TypeScript

Repositories

Showing 10 of 15 repositories
View all repositories
People

This organization has no public members. You must be a member to see who’s a part of this organization.

Top languages
Loading…
Most used topics
Loading…

, '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
@usemoss

Moss

The real-time search runtime for AI agents
README.md
logo_square
The Search Engine that lives inside your AI Agent
Instant semantic memory for real-time agents, in under 10ms.

LicensePyPIPyPI downloadsnpmnpm downloadsDiscord

Website • Documentation • Discord • Blog

Moss is the search runtime that lives inside your Conversational AI agent.
Built for speed, it allows you to query documents semantically at the speed of human conversation.
Backed by Y Combinator (F25). Based in San Francisco.


Popular repositories
Loading
  1. 
moss
mossPublic
    
The retrieval layer for production AI systems. Lightning-fast (<10ms) search without vector databases. Built for browser, edge, on-device, and cloud.

    Python
670

92

  2. 
pipecat-moss
pipecat-mossPublic
    Python
2

1

  3. 
pipecat
pipecatPublic
    
Forked from pipecat-ai/pipecat
    
Open Source framework for voice and multimodal conversational AI

    Python
  4. 
.github
.githubPublic
    
1

  5. 
moss-gemini-pipecat-demo
moss-gemini-pipecat-demoPublic
    Python
1

  6. 
moss-image-search-demo
moss-image-search-demoPublic
    TypeScript

Repositories

Showing 10 of 15 repositories
View all repositories
People

This organization has no public members. You must be a member to see who’s a part of this organization.

Top languages
Loading…
Most used topics
Loading…

, '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
@usemoss

Moss

The real-time search runtime for AI agents
README.md
logo_square
The Search Engine that lives inside your AI Agent
Instant semantic memory for real-time agents, in under 10ms.

LicensePyPIPyPI downloadsnpmnpm downloadsDiscord

Website • Documentation • Discord • Blog

Moss is the search runtime that lives inside your Conversational AI agent.
Built for speed, it allows you to query documents semantically at the speed of human conversation.
Backed by Y Combinator (F25). Based in San Francisco.


Popular repositories
Loading
  1. 
moss
mossPublic
    
The retrieval layer for production AI systems. Lightning-fast (<10ms) search without vector databases. Built for browser, edge, on-device, and cloud.

    Python
670

92

  2. 
pipecat-moss
pipecat-mossPublic
    Python
2

1

  3. 
pipecat
pipecatPublic
    
Forked from pipecat-ai/pipecat
    
Open Source framework for voice and multimodal conversational AI

    Python
  4. 
.github
.githubPublic
    
1

  5. 
moss-gemini-pipecat-demo
moss-gemini-pipecat-demoPublic
    Python
1

  6. 
moss-image-search-demo
moss-image-search-demoPublic
    TypeScript

Repositories

Showing 10 of 15 repositories
View all repositories
People

This organization has no public members. You must be a member to see who’s a part of this organization.

Top languages
Loading…
Most used topics
Loading…

, '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
@usemoss

Moss

The real-time search runtime for AI agents
README.md
logo_square
The Search Engine that lives inside your AI Agent
Instant semantic memory for real-time agents, in under 10ms.

LicensePyPIPyPI downloadsnpmnpm downloadsDiscord

Website • Documentation • Discord • Blog

Moss is the search runtime that lives inside your Conversational AI agent.
Built for speed, it allows you to query documents semantically at the speed of human conversation.
Backed by Y Combinator (F25). Based in San Francisco.


Popular repositories
Loading
  1. 
moss
mossPublic
    
The retrieval layer for production AI systems. Lightning-fast (<10ms) search without vector databases. Built for browser, edge, on-device, and cloud.

    Python
670

92

  2. 
pipecat-moss
pipecat-mossPublic
    Python
2

1

  3. 
pipecat
pipecatPublic
    
Forked from pipecat-ai/pipecat
    
Open Source framework for voice and multimodal conversational AI

    Python
  4. 
.github
.githubPublic
    
1

  5. 
moss-gemini-pipecat-demo
moss-gemini-pipecat-demoPublic
    Python
1

  6. 
moss-image-search-demo
moss-image-search-demoPublic
    TypeScript

Repositories

Showing 10 of 15 repositories
View all repositories
People

This organization has no public members. You must be a member to see who’s a part of this organization.

Top languages
Loading…
Most used topics
Loading…