How real projects configure their agents

23,222 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 agents7,588Claude Code6,636Data and AI3,676Backend and APIs3,496Languages3,402Planning3,219Git and workflow3,187Code review2,745Testing2,374Memory and context2,364DevOps and cloud2,310Writing and docs2,309Research2,295Frontend2,261Security2,021Productivity1,715

All Claude Code31,998 Codex23,222 OpenCode22,170 GitHub Copilot3,550 Gemini CLI1,918 Cursor1,738 Windsurf137 Kiro80

Project Stars Configures Files Always loaded
cyanheads/calculator-mcp-server npmjs.com Evaluate, simplify, and differentiate mathematical expressions via MCP. STDIO or Streamabl 1 Claude Code, Codex, OpenCode 2 12,968 tok
cyanheads/coingecko-mcp-server npmjs.com Market data for 15,000+ cryptocurrencies — prices, history, trends, and deep coin metadata 1 Claude Code, Codex, OpenCode 2 13,436 tok
cyanheads/federal-regulations-mcp-server npmjs.com Search and trace US federal rules across the Federal Register (proposed/final rules and no 1 Claude Code, Codex, OpenCode 2 12,072 tok
cyanheads/finnhub-mcp-server npmjs.com Real-time US-equity quotes, company fundamentals, earnings, analyst trends, and financial 1 Claude Code, Codex, OpenCode 2 11,166 tok
cyanheads/gnomad-genetics-mcp-server npmjs.com Ancestry allele frequencies, LoF constraint, variant lists, and coverage from gnomAD, join 1 Claude Code, Codex, OpenCode 2 12,548 tok
cyanheads/bls-labor-mcp-server npmjs.com Fetch US Bureau of Labor Statistics data — CPI, unemployment, wages, JOLTS, and more via M 1 Claude Code, Codex, OpenCode 2 11,150 tok
cyanheads/bluesky-mcp-server npmjs.com Search posts, profiles, feeds, threads, and trending topics on Bluesky via MCP. STDIO or S 1 Claude Code, Codex, OpenCode 2 11,384 tok
cyanheads/chembl-mcp-server npmjs.com Link compounds to protein targets, rank bioactivity (IC50/Ki/EC50), and look up drug mecha 1 Claude Code, Codex, OpenCode 2 14,242 tok
cyanheads/congressgov-mcp-server npmjs.com Access U.S. congressional data - bills, votes, members, committees via MCP. STDIO & Stream 1 Claude Code, Codex, OpenCode 2 12,388 tok
cyanheads/cpsc-recalls-mcp-server npmjs.com Search and retrieve US consumer product recalls from the CPSC (Consumer Product Safety Com 1 Claude Code, Codex, OpenCode 2 11,858 tok
cyanheads/docgen-mcp-server npmjs.com Render HTML/markdown to PDF, export rows to xlsx, and fill AcroForm PDFs via MCP. STDIO or 1 Claude Code, Codex, OpenCode 2 13,414 tok
cyanheads/fbi-crime-mcp-server npmjs.com Exposes the FBI Crime Data Explorer API — UCR crime estimates, NIBRS incident breakdowns, 1 Claude Code, Codex, OpenCode 2 12,054 tok
cyanheads/fcc-broadband-mcp-server npmjs.com Access FCC broadband availability, coverage analysis, and digital divide data for US geogr 1 Claude Code, Codex, OpenCode 2 11,830 tok
cyanheads/fema-mcp-server npmjs.com Query FEMA disaster declarations, public assistance grants, housing aid, and NFIP flood in 1 Claude Code, Codex, OpenCode 2 11,318 tok
dfch/biz.dfch.SpecMgr d-fens.ch An artifact manager for system specifications. 1 Codex, OpenCode 5 14,795 tok
davidmosiah/delx-memory npmjs.com Local-first persistent memory layer for AI agents. SQLite-backed, MCP-compatible, cross-ag 1 Codex, OpenCode 1 416 tok
davidmosiah/wellness-cgm-mcp npmjs.com Local-first continuous glucose monitor MCP — Dexcom Developer API, FreeStyle Libre via Lib 1 Codex, OpenCode 1 686 tok
dinosaur24/mockhero mockhero.dev 1 Claude Code, Codex 2 79 tok
darylmcd/Roslyn-Backed-MCP 1 Claude Code, Codex, GitHub Copilot, OpenCode 23 3,413 tok
david-eve-za/nvidia-nim-mcp 1 Codex, OpenCode 1 941 tok
davidmosiah/short-video-agent-kit npmjs.com Agent-first short-form AI video generation CLI and MCP server for Sora, Veo, xAI and Seeda 1 Codex, OpenCode 1 137 tok
davidmosiah/tiktok-agent-publisher npmjs.com Agent-first TikTok Content Posting API CLI and MCP server with dry-run publishing 1 Codex, OpenCode 1 142 tok
davidmosiah/youtube-shorts-agent npmjs.com Agent-first YouTube Shorts upload CLI and MCP server with dry-run API uploads 1 Codex, OpenCode 1 139 tok
decidefyi/decide decide.fyi Source-backed, fail-closed policy checks for refunds, cancellations, returns, and trials. 1 Codex, OpenCode 1 1,180 tok
desper/quick-html-sharing qhs.fyi Indie SaaS for vibe coders to instantly share AI-generated HTML pages — unguessable URLs + 1 Claude Code, Codex, OpenCode 2 3,608 tok
dfieser/hea-bench dfieser.github.io Free high-entropy alloy (HEA) and high-entropy oxide calculator: mixing entropy, atomic-si 1 Claude Code, Codex, OpenCode 2 7,698 tok
digitalgremlin/hn-developer-sentiment-mcp a deterministic developer-sentiment engine for Hacker News 1 Codex, OpenCode 1 6,211 tok
ENTIA-IA/entia-mcp-server entia.systems Verified business-identity intelligence for AI agents & MCP clients — company verification 1 Codex, OpenCode 1 157 tok
edithatogo/sourceright edithatogo.github.io Reference verification infrastructure for academic and legal citation workflows 1 Claude Code, Codex, GitHub Copilot, OpenCode 3 4,909 tok
ellmos-ai/ellmos-controlcenter-mcp npmjs.com MCP control plane for local server discovery, profile management, capability bundles, dash 1 Claude Code, Codex, OpenCode 2 149 tok
edithatogo/healthpoint-rs Rust SDK, CLI, and read-only MCP server for licensed Healthpoint HL7 FHIR API access 1 Codex, OpenCode 1 572 tok
gblinproject/gblin-treasury-risk-regime gblin.digital Market risk regime (calm/elevated/crash) for AI agents on Base — free to read via MCP. Sig 1 Codex, OpenCode 1 1,425 tok
gCuadros/hevy-mcp 1 Claude Code, Codex, GitHub Copilot, OpenCode 4 5,216 tok
mcpindex-ai/mcpindex-web mcpindex.ai The agent-native index of MCP servers — discovery layer over the official MCP registry. 1 Claude Code, Codex, OpenCode 2 79 tok
fluidumber/AutoPM Turn abstract ideas into shipping roadmaps. AutoPM is an agentic workflow that deploys spe 1 Claude Code, Codex, OpenCode 2 7,697 tok
gabrielmahia/wapimaji-mcp pypi.org MCP server for Kenya drought and water access — NDMA drought phases, borehole registry, wa 1 Codex, OpenCode 1 143 tok
gate/gate-local-mcp A local MCP server that exposes the Gate API v4 to any MCP-compatible client 1 Claude Code, Codex, OpenCode 3 1,259 tok
equilibrium-team/tweekit-mcp 1 Codex, OpenCode 1 938 tok
eternal-roman/ledger npmjs.com Exact-decimal double-entry kernel for AI agents. Call MCP tools instead of doing money mat 1 Claude Code, Codex, GitHub Copilot, OpenCode 6 787 tok
ex3lite/mcp_rzd_tickets 1 Codex, OpenCode 1 115 tok
fantasyce/agent-runtime-proof fantasyce.github.io Local, read-only proof that a live Agent or MCP runtime matches an approved artifact. 1 Codex, OpenCode 1 380 tok
groupdocs-metadata/GroupDocs.Metadata.Mcp GroupDocs.Metadata for .NET MCP server — read, write, and remove metadata properties from 1 Codex, OpenCode 1 1,689 tok
groupdocs-comparison/GroupDocs.Comparison.Mcp GroupDocs.Comparison for .NET MCP server — compare PDF, Word, Excel, PowerPoint, and text 1 Codex, GitHub Copilot, OpenCode 2 2,385 tok
getanyapi-com/skills getanyapi.com Official AnyAPI agent skills — hundreds of scraping & data APIs through one gateway: one k 1 Claude Code, Codex, OpenCode 2 296 tok
gulmezeren2-byte/erp-report-engine A provably read-only SQL layer for AI agents (MCP) and weekly reports — over the database 1 Codex, GitHub Copilot, OpenCode 2 2,244 tok
japlete/md-vision-mcp npmjs.com stdio MCP server to read or index markdown with images 1 Claude Code, Codex, OpenCode 2 630 tok
iVamsi/droid-agent-kit Local, permissioned MCP server giving AI coding agents real Android dev tools — Gradle, ad 1 Claude Code, Codex, OpenCode 2 2,719 tok
hakimjonas/lambe ardaproject.org Total, multi-format query language for structured data (JSON, YAML, TOML, HCL, CSV, XML, M 1 Claude Code, Codex, OpenCode 2 2,900 tok
igmizo/auseklis Astrology MCP server — natal charts, transits, synastry, eclipses, retrogrades. Real ephem 1 Claude Code, Codex, OpenCode 2 1,069 tok
invigil/invigil Linters check your code. Invigil checks whether your repo is legible — to newcomers and to 1 Codex, OpenCode 1 411 tok