How real projects configure their agents

32,008 repositories keep their own agent configuration in the open: a CLAUDE.md, a rules file, instructions for Copilot, a skill the project runs on itself. These are not mods to install. They are worth reading for what they reveal — what a maintainer thinks an agent gets wrong.

Building agents7,622Claude Code6,647Data and AI3,678Backend and APIs3,504Languages3,404Planning3,218Git and workflow3,203Code review2,744Testing2,378Memory and context2,367Writing and docs2,318DevOps and cloud2,312Research2,291Frontend2,259Security2,027Productivity1,717

All Claude Code32,008 Codex23,279 OpenCode22,224 GitHub Copilot3,555 Gemini CLI1,920 Cursor1,736 Windsurf139 Kiro81

Project Stars Configures Files Always loaded
qingxuantang/tar-engine tarai.dev Audit AI skill safety before you ship. Static + semantic + adversarial audit pipeline for 2 Claude Code 2
rbonestell/ap-mcp-server Model Context Protocol (MCP) server for the Associated Press Media API 2 Claude Code 1 1,025 tok
docdyhr/macwhisper-mcp-server 2 Claude Code 1 2,378 tok
huseyinstif/klaket Turn any video into LLM-ready data - transcripts, speaker labels, scenes, subtitles and on 2 Claude Code 1 1,219 tok
pintomatic/kernal andes.no Open-source knowledge graph for professionals. Auto-extracts entities and relationships fr 2 Claude Code 1 2,077 tok
us-all/datadog-mcp-server npmjs.com Datadog MCP server — 159 tools for metrics, monitors, logs, APM, RUM, synthetics, incident 2 Claude Code 1 4,091 tok
txn2/mcp-trino mcp-trino.txn2.com A Model Context Protocol (MCP) server for Trino, enabling AI assistants like Claude to que 2 Claude Code 1 3,255 tok
us-all/airflow-mcp-server Airflow MCP server — DAG list, runs, task instances, log tails, trigger and clear over the 2 Claude Code 1 1,177 tok
tixuz/openemis-mcp-pro Natural-language bridge between Claude/Codex MCP agents and the OpenEMIS v5 REST API. Gett 2 Claude Code 1 1,796 tok
shck-dev/notion-mcp MCP server for Notion using internal API — no workspace admin needed 2 Claude Code 1 2,310 tok
szhygulin/vaultpilot-mcp vaultpilot-mcp.ai Safety first. Hardware-verified DeFi for AI agents — designed for when the AI can be compr 2 Claude Code, Codex, OpenCode 2 7,210 tok
tiagosilva07/zyrax-guard zyrax.io Audit your AI agent configs before you run them — prompt injection, rogue MCP servers, cre 2 Claude Code, Codex, OpenCode 12 1,130 tok
tm42/mnemograph graph-based persistent, yet lightweight memory MCP for CC 2 Claude Code 1 2,810 tok
tyler-mitchell/type-atlas 🧠 TypeScript code intelligence MCP server for coding agents — 🗺️ project-aware navigati 2 Claude Code, Codex, OpenCode 4 5,987 tok
typesensekit/typesensekit typesensekit.vercel.app 95 typed Typesense operations for humans and AI agents—one CLI and MCP server, read-only b 2 Claude Code, Codex, OpenCode 2 84 tok
sapientsai/dokploy-mcp-server 2 Claude Code 2 2,000 tok
sharozdawa/indexnow-mcp MCP server for instant URL indexing via IndexNow and Google Indexing API. Submit to Bing, 2 Claude Code 1
shigechika/jquants-mcp shigechika.github.io MCP server for Japanese stock market data via J-Quants API — tools for price history, fina 2 Claude Code, GitHub Copilot 3 6,882 tok
stayce/partd-mcp-cloudflare CMS Medicare Part D drug spending and prescriber data MCP Server for Cloudflare Workers 2 Claude Code 1 1,097 tok
tarunlnmiit/inbox-to-action pypi.org One-pass agentic inbox triage: classify, summarise, extract tasks and draft replies in a s 2 Claude Code 1 826 tok
rjexile/sports-card-agent MCP server for sports trading card pricing, market analysis, grading ROI, investment advic 2 Claude Code 1 509 tok
sirlordt/vscode-terminal-mcp vscode terminal mcp 2 Claude Code 1 536 tok
yannmenec/inspectrum Catch the bad plan before you spend the tokens. Cross-LLM peer review via MCP. 2 Claude Code, Codex, Gemini CLI, OpenCode 3 2,681 tok
yoavhizkiH/siren 2 Claude Code 1 435 tok
zseta/progi progi.dev Progi is an MCP-native workflow engine for your AI harness 2 Claude Code, Codex, OpenCode 2 1,890 tok
robertn702/webmcp-today webmcp.today Community registry of WebMCP packages for sites that have not implemented WebMCP. 2 Claude Code, Codex, OpenCode 2 2,594 tok
rubatoyd/KCI_openAPI KCI (Korea Citation Index) REST Open API + OAI-PMH hybrid MCP server and CLI 2 Claude Code 1 9,719 tok
xyzzylabs/tc39-mcp mcp.xyzzylabs.ai MCP for the TC39 specs (not affiliated with Ecma/TC39). SHA-pinned ECMA-262 + ECMA-402, AO 2 Claude Code, Codex, GitHub Copilot, OpenCode 3 1,590 tok
xyzzylabs/wasm-mcp mcp.xyzzylabs.ai MCP server for the WebAssembly specification. SHA-pinned instructions, types, sections, fu 2 Claude Code, Codex, OpenCode 2 1,002 tok
v1b3x0r/living-memory-engine viibe.to Model Context Protocol (MCP) memory server giving AI agents a persistent, shared world acr 2 Claude Code, Codex, OpenCode 3 4,740 tok
sologovision/flato-design-mcp flato.ai The native canvas runtime for AI design, connected through MCP. 2 Claude Code, Codex, OpenCode 2 378 tok
rachadele/biolit LLM-assisted biomedical literature screening and structured extraction. Supports multiple 2 Claude Code 1 2,255 tok
synapbus/synapbus synapbus.dev Agent-to-agent messaging for AI swarms. MCP-native, single binary, local-first. 2 Claude Code 10 2,439 tok
houtini-ai/carousels-mcp houtini.com Carousels MCP - turn a blog post into a LinkedIn, Instagram or TikTok Carousel 2 Claude Code 1 1,273 tok
prPMDev/jd-intel prpmdev.github.io Stop pasting JDs into AI Assistants. Let your AI fetch them directly. 2 Claude Code, Codex, OpenCode 2 8,343 tok
r2cuerdame/CodeSampleX codesamplex.dev An open compatibility testing network: does this library API actually run on your version, 2 Claude Code 1
stonematt/mcp-obsidian-cli Save chat notes from Claude Desktop to your vault — MCP on Obsidian CLI. Keep what matters 2 Claude Code, Codex, OpenCode 4 1,104 tok
swapnanil/vectr swapnanilsaha.com Semantic codebase search + persistent working memory for AI code editors. Local, zero-conf 2 Claude Code 1
veronchenko/inkwell-memory veronchenko.github.io MCP server giving AI agents persistent memory: Markdown files as source of truth, hybrid B 2 Claude Code 1 2,378 tok
moureauf/boe-mcp npmjs.com MCP server for Bank of England data — base rate (current, history, stats), any IADB series 2 Claude Code 4 880 tok
rafaelcg/stripekit stripe.rafael.ltd The create-next-app of Stripe — declarative catalog reconciliation + correct-by-constructi 2 Claude Code, Codex, OpenCode 2 1,066 tok
make-software/cspr-trade-mcp 2 Claude Code 1 556 tok
theYahia/voximplant-mcp npmjs.com MCP server for Voximplant — cloud telephony, call history, SMS (Russia). Part of WWmcp — 4 2 Claude Code 1
sandraschi/email-mcp Multi-service email platform for MCP-compatible clients 2 Claude Code, Codex, GitHub Copilot, Cursor, OpenCode, Windsurf 6 1,906 tok
muhannad-hash/git-context-mcp MCP server that answers why code exists - git blame, PR descriptions, and linked issues 2 Claude Code 1 500 tok
stevepridemore/graph-memory A personal knowledge graph for Claude that survives across sessions, devices, and tools. N 2 Claude Code 1 632 tok
whale-professor/3daistudio_skill 2 Claude Code 1 595 tok
vuluu2k/knowledge_mcp MCP server for building a personal AI knowledge base. 2 Claude Code 1 916 tok
teunlao/vidin Turn a screen recording into annotated keyframes a coding agent can read. MCP server + CLI 2 Claude Code, Codex, OpenCode 2 1,080 tok
theYahia/megaplan-mcp npmjs.com MCP server for Megaplan — tasks, deals, project management (Russia). Part of WWmcp — 46 MC 2 Claude Code 1