How real projects configure their agents

22,198 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 agents7,609Claude Code6,644Data and AI3,677Backend and APIs3,502Languages3,403Planning3,220Git and workflow3,193Code review2,743Testing2,377Memory and context2,363DevOps and cloud2,314Writing and docs2,311Research2,293Frontend2,259Security2,022Productivity1,721

All Claude Code32,006 Codex23,251 OpenCode22,198 GitHub Copilot3,552 Gemini CLI1,917 Cursor1,737 Windsurf138 Kiro81

Project Stars Configures Files Always loaded
abhiyoheswaran1/AgentLoopKit baseframelabs.com A drop-in engineering loop for coding agents: task contracts, verification reports, review 1 Codex, OpenCode 1 2,127 tok
atakanelik34/Bilinc bilinc.space Verifiable state plane for autonomous agents: memory, belief revision, rollback, audit, an 1 Codex, OpenCode 1 881 tok
ashwinvis/scb-opendata-mcp An unofficial FastMCP server that provides access to Statistics Sweden's PxWebApi v2, offe 1 Codex, OpenCode 1 750 tok
attenlabs/hotato hotato.dev Find what broke in your agent calls. Pin it so it never ships again. Local voice-agent cal 1 Codex, OpenCode 1 2,697 tok
instavar/remotion-templates instavar.com Open-source, agent-friendly Remotion templates for Codex and Claude Code 1 Claude Code, Codex, OpenCode 2 122 tok
orieg/gws-connector orieg.github.io Multi-account Google Workspace MCP server — Gmail, Calendar, and Drive with smart routing. 1 Codex, GitHub Copilot, OpenCode 2 1,312 tok
bubilife1202/crossfin crossfin.dev The only way AI agents access Asian crypto markets. Routing engine + x402 payments across 1 Codex, OpenCode 1 1,327 tok
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 2,469 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
cyanheads/exchange-rates-mcp-server npmjs.com Convert currencies, get FX rates, and query historical ECB exchange rate data via MCP. STD 1 Claude Code, Codex, OpenCode 2 13,382 tok
cyanheads/evals-mcp-server Author verifiable eval records through a draft → review → revise → submit loop with server 1 Claude Code, Codex, OpenCode 2 12,314 tok
cyanheads/anime-mcp-server npmjs.com Search anime/manga, get full detail, franchise watch order, seasonal schedule, characters, 1 Claude Code, Codex, OpenCode 2 11,112 tok
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
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