How real projects configure their agents

23,799 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 agents8,544Claude Code6,892Git and workflow3,622Data and AI3,580Backend and APIs3,558Languages3,492Planning3,321Code review2,907Testing2,690DevOps and cloud2,489Writing and docs2,484Memory and context2,374Research2,321Frontend2,311Security2,178Project management1,971

All Claude Code32,539 Codex24,879 OpenCode23,799 GitHub Copilot3,723 Gemini CLI2,040 Cursor1,772 Windsurf202 Kiro116

Project Stars Configures Files Always loaded
burakaydinofficial/searxng-deepdive 1 Claude Code, Codex, OpenCode 2 3,173 tok
benseverndev-oss/goldenflow [Archived] Now part of the Golden Suite monorepo: github.com/benseverndev-oss/goldenmatch 1 Claude Code, Codex, GitHub Copilot, OpenCode 3 13,577 tok
bierlingm/spikes Drop-in feedback collection for static HTML mockups 1 Claude Code, Codex, OpenCode 2 2,579 tok
bridgenode-ai/bridgenode-mcp bridgenode.cc BridgeNode — x402 pay-per-request AI inference. MCP server for AI agents. 1 Codex, OpenCode 1 386 tok
capabilityhostprotocol/chp-core capabilityhostprotocol.com Capability Host Protocol — make agent and tool execution visible, replayable, and ready fo 1 Claude Code, Codex, OpenCode 2 3,361 tok
croit/mcp-croit-ceph Model Context Protocol (MCP) server for croit Ceph cluster management. Dynamically generat 1 Codex, OpenCode 1 4,034 tok
ccustomai/custom-ai-view ccustom.ai Mobile preview for developers and AI agents. See any website the way it looks on a real iP 1 Codex, OpenCode 1 554 tok
chrischall/honeybook-mcp 1 Claude Code, Codex, OpenCode 2 6,319 tok
chrischall/hemnet-mcp 1 Claude Code, Codex, OpenCode 2 3,213 tok
cyanheads/exchange-rates-mcp-server npmjs.com Convert currencies, get FX rates, and query historical Frankfurter v1 exchange rate data v 1 Claude Code, Codex, OpenCode 2 17,708 tok
cyanheads/college-scorecard-mcp-server npmjs.com Search, compare, and analyze U.S. college data — costs, earnings, programs, and outcomes — 1 Claude Code, Codex, OpenCode 2 16,576 tok
cyanheads/evals-mcp-server Author verifiable eval records through a draft → review → revise → submit loop with server 1 Claude Code, Codex, OpenCode 2 15,604 tok
cyanheads/gbif-biodiversity-mcp-server npmjs.com Search GBIF species taxonomy, occurrence records, datasets, and publishers via MCP. STDIO 1 Claude Code, Codex, OpenCode 2 16,296 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 16,310 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 14,844 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 16,476 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 17,232 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 15,786 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 15,352 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
darylmcd/Roslyn-Backed-MCP 1 Claude Code, Codex, GitHub Copilot, OpenCode 18 4,160 tok
david-eve-za/nvidia-nim-mcp 1 Codex, OpenCode 1 941 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 1,389 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
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 Policy-gated MCP control plane for local discovery, profiles, capability bundles, dashboar 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 2,144 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 2 167 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: simulated county drought phases (not NDMA data), c 1 Codex, GitHub Copilot, OpenCode 2 606 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 1,033 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 6 851 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 Codex, OpenCode 1 257 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
j0hanz/cortex-mcp Multi-level reasoning MCP server with configurable depth levels. 1 Codex, OpenCode 1 670 tok
haiyunsky/hpsilab-quant-finance-mcp hpsilab.com Quant finance MCP server for stock analysis, options analytics, implied volatility, Monte 1 Codex, OpenCode 1 1,331 tok
kaaustubh/project-memory-mcp npmjs.com Persistent memory for AI coding agents (Claude Code, Cursor) — past bugs & fixes, decision 1 Claude Code, Codex, OpenCode 2 8,473 tok
kansei-link/kansei-mcp-server npmjs.com Local-first MCP navigator for AI agents. 11,000+ SaaS services, 200 workflow recipes, 89-9 1 Claude Code, Codex, OpenCode 2 1,122 tok