@agent-quality-controls

Agent Quality Controls

Deterministic quality controls for code and prose written by AI agents.
README.md

Agent Quality Controls

Deterministic quality controls for code and prose written by AI agents.

AI agents produce code and writing faster than humans. Speed creates volume; volume creates defects. Agent Quality Controls is a suite of deterministic, LLM-free tools that catch defects at the point of production - before they enter a codebase, a release, or a published draft.

The tools share three principles:

  • Deterministic. No LLM in the loop. Same input, same output, every time.
  • Banned by default. What the tool permits is explicit. Everything else is a finding.
  • Self-validating. Each tool runs its own rules against itself.

Tools

ToolWhat it checks
specularSpec-driven development CLI for checking code against JSON specs
guardrail3Code guardrails for Rust and TypeScript: banned APIs, architectural topology, input validation, centralized I/O, total lint-suppression visibility
fixture3Fixture-based approval testing CLI for agent-managed codebases
sloplessDeterministic Markdown linter for AI and human prose slop - 50+ rules across metrics, orthography, phrases, syntactic patterns, and semantic thinness

Status

Pre-1.0. APIs and rule taxonomies will change. Issues and discussions welcome on each repo.

Popular repositories Loading

  1. fixture3 fixture3Public

    Fixture-based approval testing CLI for agent-managed codebases

    Rust 2

  2. specular specularPublic

    Deterministic spec-driven development CLI

    Rust

  3. .github .githubPublic

    Org-level community health files and profile README

  4. landing landingPublic

    TypeScript

  5. aqc-shared aqc-sharedPublic

    Shared aqc-* libraries for Agent Quality Controls

    Rust

Repositories

Showing 5 of 5 repositories

People

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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
@agent-quality-controls

Agent Quality Controls

Deterministic quality controls for code and prose written by AI agents.
README.md
Agent Quality Controls
Deterministic quality controls for code and prose written by AI agents.
AI agents produce code and writing faster than humans. Speed creates volume; volume creates defects. Agent Quality Controls is a suite of deterministic, LLM-free tools that catch defects at the point of production - before they enter a codebase, a release, or a published draft.
The tools share three principles:
  • Deterministic. No LLM in the loop. Same input, same output, every time.
  • Banned by default. What the tool permits is explicit. Everything else is a finding.
  • Self-validating. Each tool runs its own rules against itself.
Tools
ToolWhat it checks
specularSpec-driven development CLI for checking code against JSON specs
guardrail3Code guardrails for Rust and TypeScript: banned APIs, architectural topology, input validation, centralized I/O, total lint-suppression visibility
fixture3Fixture-based approval testing CLI for agent-managed codebases
sloplessDeterministic Markdown linter for AI and human prose slop - 50+ rules across metrics, orthography, phrases, syntactic patterns, and semantic thinness
Status
Pre-1.0. APIs and rule taxonomies will change. Issues and discussions welcome on each repo.

Popular repositories
Loading
  1. 
fixture3
fixture3Public
    
Fixture-based approval testing CLI for agent-managed codebases

    Rust
2

  2. 
specular
specularPublic
    
Deterministic spec-driven development CLI

    Rust
  3. 
.github
.githubPublic
    
Org-level community health files and profile README

  4. 
landing
landingPublic
    TypeScript
  5. 
aqc-shared
aqc-sharedPublic
    
Shared aqc-* libraries for Agent Quality Controls

    Rust

Repositories

Showing 5 of 5 repositories
People

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

Top languages
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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
@agent-quality-controls

Agent Quality Controls

Deterministic quality controls for code and prose written by AI agents.
README.md
Agent Quality Controls
Deterministic quality controls for code and prose written by AI agents.
AI agents produce code and writing faster than humans. Speed creates volume; volume creates defects. Agent Quality Controls is a suite of deterministic, LLM-free tools that catch defects at the point of production - before they enter a codebase, a release, or a published draft.
The tools share three principles:
  • Deterministic. No LLM in the loop. Same input, same output, every time.
  • Banned by default. What the tool permits is explicit. Everything else is a finding.
  • Self-validating. Each tool runs its own rules against itself.
Tools
ToolWhat it checks
specularSpec-driven development CLI for checking code against JSON specs
guardrail3Code guardrails for Rust and TypeScript: banned APIs, architectural topology, input validation, centralized I/O, total lint-suppression visibility
fixture3Fixture-based approval testing CLI for agent-managed codebases
sloplessDeterministic Markdown linter for AI and human prose slop - 50+ rules across metrics, orthography, phrases, syntactic patterns, and semantic thinness
Status
Pre-1.0. APIs and rule taxonomies will change. Issues and discussions welcome on each repo.

Popular repositories
Loading
  1. 
fixture3
fixture3Public
    
Fixture-based approval testing CLI for agent-managed codebases

    Rust
2

  2. 
specular
specularPublic
    
Deterministic spec-driven development CLI

    Rust
  3. 
.github
.githubPublic
    
Org-level community health files and profile README

  4. 
landing
landingPublic
    TypeScript
  5. 
aqc-shared
aqc-sharedPublic
    
Shared aqc-* libraries for Agent Quality Controls

    Rust

Repositories

Showing 5 of 5 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
@agent-quality-controls

Agent Quality Controls

Deterministic quality controls for code and prose written by AI agents.
README.md
Agent Quality Controls
Deterministic quality controls for code and prose written by AI agents.
AI agents produce code and writing faster than humans. Speed creates volume; volume creates defects. Agent Quality Controls is a suite of deterministic, LLM-free tools that catch defects at the point of production - before they enter a codebase, a release, or a published draft.
The tools share three principles:
  • Deterministic. No LLM in the loop. Same input, same output, every time.
  • Banned by default. What the tool permits is explicit. Everything else is a finding.
  • Self-validating. Each tool runs its own rules against itself.
Tools
ToolWhat it checks
specularSpec-driven development CLI for checking code against JSON specs
guardrail3Code guardrails for Rust and TypeScript: banned APIs, architectural topology, input validation, centralized I/O, total lint-suppression visibility
fixture3Fixture-based approval testing CLI for agent-managed codebases
sloplessDeterministic Markdown linter for AI and human prose slop - 50+ rules across metrics, orthography, phrases, syntactic patterns, and semantic thinness
Status
Pre-1.0. APIs and rule taxonomies will change. Issues and discussions welcome on each repo.

Popular repositories
Loading
  1. 
fixture3
fixture3Public
    
Fixture-based approval testing CLI for agent-managed codebases

    Rust
2

  2. 
specular
specularPublic
    
Deterministic spec-driven development CLI

    Rust
  3. 
.github
.githubPublic
    
Org-level community health files and profile README

  4. 
landing
landingPublic
    TypeScript
  5. 
aqc-shared
aqc-sharedPublic
    
Shared aqc-* libraries for Agent Quality Controls

    Rust

Repositories

Showing 5 of 5 repositories
People

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

Top languages
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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
@agent-quality-controls

Agent Quality Controls

Deterministic quality controls for code and prose written by AI agents.
README.md
Agent Quality Controls
Deterministic quality controls for code and prose written by AI agents.
AI agents produce code and writing faster than humans. Speed creates volume; volume creates defects. Agent Quality Controls is a suite of deterministic, LLM-free tools that catch defects at the point of production - before they enter a codebase, a release, or a published draft.
The tools share three principles:
  • Deterministic. No LLM in the loop. Same input, same output, every time.
  • Banned by default. What the tool permits is explicit. Everything else is a finding.
  • Self-validating. Each tool runs its own rules against itself.
Tools
ToolWhat it checks
specularSpec-driven development CLI for checking code against JSON specs
guardrail3Code guardrails for Rust and TypeScript: banned APIs, architectural topology, input validation, centralized I/O, total lint-suppression visibility
fixture3Fixture-based approval testing CLI for agent-managed codebases
sloplessDeterministic Markdown linter for AI and human prose slop - 50+ rules across metrics, orthography, phrases, syntactic patterns, and semantic thinness
Status
Pre-1.0. APIs and rule taxonomies will change. Issues and discussions welcome on each repo.

Popular repositories
Loading
  1. 
fixture3
fixture3Public
    
Fixture-based approval testing CLI for agent-managed codebases

    Rust
2

  2. 
specular
specularPublic
    
Deterministic spec-driven development CLI

    Rust
  3. 
.github
.githubPublic
    
Org-level community health files and profile README

  4. 
landing
landingPublic
    TypeScript
  5. 
aqc-shared
aqc-sharedPublic
    
Shared aqc-* libraries for Agent Quality Controls

    Rust

Repositories

Showing 5 of 5 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
@agent-quality-controls

Agent Quality Controls

Deterministic quality controls for code and prose written by AI agents.
README.md
Agent Quality Controls
Deterministic quality controls for code and prose written by AI agents.
AI agents produce code and writing faster than humans. Speed creates volume; volume creates defects. Agent Quality Controls is a suite of deterministic, LLM-free tools that catch defects at the point of production - before they enter a codebase, a release, or a published draft.
The tools share three principles:
  • Deterministic. No LLM in the loop. Same input, same output, every time.
  • Banned by default. What the tool permits is explicit. Everything else is a finding.
  • Self-validating. Each tool runs its own rules against itself.
Tools
ToolWhat it checks
specularSpec-driven development CLI for checking code against JSON specs
guardrail3Code guardrails for Rust and TypeScript: banned APIs, architectural topology, input validation, centralized I/O, total lint-suppression visibility
fixture3Fixture-based approval testing CLI for agent-managed codebases
sloplessDeterministic Markdown linter for AI and human prose slop - 50+ rules across metrics, orthography, phrases, syntactic patterns, and semantic thinness
Status
Pre-1.0. APIs and rule taxonomies will change. Issues and discussions welcome on each repo.

Popular repositories
Loading
  1. 
fixture3
fixture3Public
    
Fixture-based approval testing CLI for agent-managed codebases

    Rust
2

  2. 
specular
specularPublic
    
Deterministic spec-driven development CLI

    Rust
  3. 
.github
.githubPublic
    
Org-level community health files and profile README

  4. 
landing
landingPublic
    TypeScript
  5. 
aqc-shared
aqc-sharedPublic
    
Shared aqc-* libraries for Agent Quality Controls

    Rust

Repositories

Showing 5 of 5 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
@agent-quality-controls

Agent Quality Controls

Deterministic quality controls for code and prose written by AI agents.
README.md
Agent Quality Controls
Deterministic quality controls for code and prose written by AI agents.
AI agents produce code and writing faster than humans. Speed creates volume; volume creates defects. Agent Quality Controls is a suite of deterministic, LLM-free tools that catch defects at the point of production - before they enter a codebase, a release, or a published draft.
The tools share three principles:
  • Deterministic. No LLM in the loop. Same input, same output, every time.
  • Banned by default. What the tool permits is explicit. Everything else is a finding.
  • Self-validating. Each tool runs its own rules against itself.
Tools
ToolWhat it checks
specularSpec-driven development CLI for checking code against JSON specs
guardrail3Code guardrails for Rust and TypeScript: banned APIs, architectural topology, input validation, centralized I/O, total lint-suppression visibility
fixture3Fixture-based approval testing CLI for agent-managed codebases
sloplessDeterministic Markdown linter for AI and human prose slop - 50+ rules across metrics, orthography, phrases, syntactic patterns, and semantic thinness
Status
Pre-1.0. APIs and rule taxonomies will change. Issues and discussions welcome on each repo.

Popular repositories
Loading
  1. 
fixture3
fixture3Public
    
Fixture-based approval testing CLI for agent-managed codebases

    Rust
2

  2. 
specular
specularPublic
    
Deterministic spec-driven development CLI

    Rust
  3. 
.github
.githubPublic
    
Org-level community health files and profile README

  4. 
landing
landingPublic
    TypeScript
  5. 
aqc-shared
aqc-sharedPublic
    
Shared aqc-* libraries for Agent Quality Controls

    Rust

Repositories

Showing 5 of 5 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
@agent-quality-controls

Agent Quality Controls

Deterministic quality controls for code and prose written by AI agents.
README.md
Agent Quality Controls
Deterministic quality controls for code and prose written by AI agents.
AI agents produce code and writing faster than humans. Speed creates volume; volume creates defects. Agent Quality Controls is a suite of deterministic, LLM-free tools that catch defects at the point of production - before they enter a codebase, a release, or a published draft.
The tools share three principles:
  • Deterministic. No LLM in the loop. Same input, same output, every time.
  • Banned by default. What the tool permits is explicit. Everything else is a finding.
  • Self-validating. Each tool runs its own rules against itself.
Tools
ToolWhat it checks
specularSpec-driven development CLI for checking code against JSON specs
guardrail3Code guardrails for Rust and TypeScript: banned APIs, architectural topology, input validation, centralized I/O, total lint-suppression visibility
fixture3Fixture-based approval testing CLI for agent-managed codebases
sloplessDeterministic Markdown linter for AI and human prose slop - 50+ rules across metrics, orthography, phrases, syntactic patterns, and semantic thinness
Status
Pre-1.0. APIs and rule taxonomies will change. Issues and discussions welcome on each repo.

Popular repositories
Loading
  1. 
fixture3
fixture3Public
    
Fixture-based approval testing CLI for agent-managed codebases

    Rust
2

  2. 
specular
specularPublic
    
Deterministic spec-driven development CLI

    Rust
  3. 
.github
.githubPublic
    
Org-level community health files and profile README

  4. 
landing
landingPublic
    TypeScript
  5. 
aqc-shared
aqc-sharedPublic
    
Shared aqc-* libraries for Agent Quality Controls

    Rust

Repositories

Showing 5 of 5 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…