Agent entry
Let an agent find, trust, and install the right skill.
Recommended flow
How an agent should use this registry
01
Read /llms.txt
02
Load Integration Kit
03
Call Resolve API
04
Fetch install receipt
Task layer
High-intent task routes
Task pages are designed for agent browsers and search traffic. They include best first install, alternatives, and decision notes.
web-scraping
Scrape pricing pages
Extract pricing data from public competitor pages and turn it into clean structured output.
web-scraping
Crawl docs
Turn documentation pages into clean markdown or records that an agent can search and reuse.
coding-agents
Review PRs
Help a coding agent inspect diffs, summarize risk, and suggest targeted review comments.
testing-qa
Fix CI
Debug failing checks, inspect logs, patch likely causes, and verify the fix.
document-processing
PDF to markdown
Extract readable text, tables, and metadata from PDFs for agent workflows.
rag-knowledge
Build RAG
Ingest docs, chunk content, retrieve relevant passages, and cite sources in agent answers.
data-analysis
Analyze CSV
Load tabular files, profile columns, find patterns, and produce concise analysis.
presentation-generation
Create deck
Turn a brief, document, URL, or research notes into an editable presentation workflow.
Agent endpoints
Stable surfaces for tools
/api/agent/resolve
Task to selected skill, alternatives, policy decision, safety profile, install plan, and install receipt.
/api/agent/receipt?task=scrape+pricing+pages&agent=codex&format=text
Stable pre-install record with selected skill, install policy, risk notes, alternatives, and outcome event id.
/api/agent/integration-kit
Codex, Claude Code, and Cursor setup templates plus stable Resolve response fields.
/api/agent/tasks
Structured task definitions with Resolve API URLs.
/api/agent/skills/crawl4ai
Agent-readable skill profile with trust, audit, install targets, and URLs.
/api/skills/crawl4ai/install?format=text
Plain text command, agent prompt, and safety checklist.
/.well-known/agent-manifest.json
Machine-readable site contract for agent discovery.
/openapi.json
API schema for tools and agent runtimes.
/api/indexnow/submit
Protected growth automation endpoint for notifying search engines after new skill pages are published.
Auto-discovery
GitHub collection is scaling toward 10k+ skills
Production cron calls the indexer hourly. It imports high-star, skill-like GitHub projects across scenario groups, excludes MCP-only projects, records runs, refreshes stars, and submits fresh URLs to search indexes.
coding
Coding, repositories, and developer agents
Coding agents, code review, test generation, repository analysis, CI, GitHub automation, and developer workflow skills.
finance
Finance, quant, trading, and filings
Financial data, quant research, backtesting, portfolio analysis, SEC filings, and risk workflows.
sports
World Cup, football, and sports analytics
Football data, World Cup datasets, sports analytics, expected goals, match prediction, and fantasy workflows.
research
Research and intelligence
Deep research, paper search, literature review, market research, and knowledge synthesis workflows.
data
Data analysis, BI, and pipelines
Data analysis, notebooks, ETL, SQL, dashboards, CSV workflows, and business intelligence.
documents
Documents, PDF, OCR, and extraction
Document parsing, PDF extraction, OCR, invoices, forms, Markdown, and structured extraction.
browser-commerce
Browser, commerce, and go-to-market automation
Browser automation, scraping, price monitoring, ecommerce, lead generation, and sales workflows.
security
Security, compliance, and OSINT
Security scanning, vulnerability analysis, secrets detection, OSINT, and compliance workflows.
devops
DevOps, cloud, and reliability
Kubernetes, Terraform, CI/CD, observability, incident response, and infrastructure automation.
knowledge
RAG, search, and knowledge systems
RAG, semantic search, knowledge graphs, embeddings, reranking, and vector search workflows.
ml-media
ML, media, voice, and creative workflows
ML pipelines, image/video processing, speech recognition, text-to-speech, and creative automation.
geo-science
Geospatial, science, and health data
Geospatial analysis, GIS, scientific computing, bioinformatics, and health-data tooling.
marketing-seo
Marketing, SEO, and growth automation
SEO research, content operations, web analytics, attribution, email, CRM, and growth workflows.
design
Design, creative, and media production
Design systems, Figma workflows, UI generation, creative automation, images, video, presentations, and multimodal production.
presentations
Presentation, slide deck, and PPT agent skills
Editable PPTX generation, HTML slide decks, visual presentation systems, deck templates, speaker notes, and content-to-presentation workflows.
legal-compliance
Legal, policy, and compliance review
Contract analysis, legal search, privacy, policy review, governance, and compliance automation.
education
Education, tutoring, and learning workflows
Tutoring, course generation, quiz creation, learning analytics, notebooks, and classroom automation.
customer-support
Customer support and operations
Support bots, helpdesk automation, ticket triage, knowledge-base workflows, and customer ops.
productivity
Personal productivity and workspace automation
Email, calendar, notes, task management, desktop automation, file workflows, and team collaboration.
web3
Crypto, Web3, and on-chain analytics
On-chain analysis, DeFi analytics, wallets, smart-contract review, transaction monitoring, and crypto data.
robotics-iot
Robotics, IoT, and physical-world agents
Robotics control, ROS, computer vision, sensor data, IoT automation, and physical-world workflows.
Status API
/api/agent/discovery
Public-safe scale plan, coverage matrix, thresholds, and recent run summary.
Private cron
/api/indexer/run
Requires automation bearer token. Production Vercel Cron runs it every hour.
Index notification
/api/indexnow/submit
Protected endpoint that submits newly published skill URLs and sitemap updates to IndexNow.
Top registry records
High-signal skills for agent routing
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