How real projects configure their agents

31,986 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 agents7,699Claude Code6,660Data and AI3,668Backend and APIs3,501Languages3,399Planning3,231Git and workflow3,226Code review2,759Testing2,389Memory and context2,368Writing and docs2,333DevOps and cloud2,313Research2,290Frontend2,267Security2,038Project management1,731

All Claude Code31,986 Codex23,430 OpenCode22,372 GitHub Copilot3,564 Gemini CLI1,915 Cursor1,742 Windsurf150 Kiro84

Project Stars Configures Files Always loaded
libtmux/libtmux-go libtmux.org Alpha - libtmux for Go: a typed tmux API with no runtime dependencies, plus an MCP server 0 Claude Code, Codex, OpenCode 3 771 tok
linxule/deepthonk TypeScript CLI + MCP server implementing OpenDeepThink (Zhou et al., arXiv:2605.15177). In 0 Claude Code, Codex, OpenCode 2 4,278 tok
litheonhq/seizn seizn.vercel.app 0 Claude Code, Codex, OpenCode 2 6,096 tok
ljcl/strava-mcp 0 Claude Code, Codex, OpenCode 8 4,394 tok
ljdigital/au-bizintel-mcp Australian Business Intelligence MCP Server — ABN lookup, business search, AI prospect int 0 Claude Code 4
lonexreb/cite-guard pypi.org The free, open watchdog for retracted & problematic citations — Retraction Watch + OpenAle 0 Claude Code 1 1,260 tok
lozit/mcp-freestyle MCP server that reads a FreeStyle glucose sensor. Read-only, credentials in the OS keychai 0 Claude Code 2 3,512 tok
lucyfuur94/webnav-core webnav-site.vercel.app Stop your web-browsing AI agent from re-exploring the same sites every run. webnav records 0 Claude Code 2 9,398 tok
luisa-sys/lyra-mcp-server 0 Claude Code 1 5,576 tok
lxman/obsbot-mcp Cross-platform MCP server for OBSBOT Tiny 2 (UVC) camera control 0 Claude Code 1
m-dev-tools/m-dev-tools-mcp MCP server for the m-dev-tools org catalog — exposes route_intent, describe, and verify as 0 Claude Code, Codex, OpenCode 2 2,406 tok
m2ai-mcp-servers/chartinghero MCP server for clinical charting with Claude — AI-powered visit documentation for home hea 0 Claude Code 1 767 tok
Bancadia/bancadia-mcp Bancadia MCP repo for agents to query 0 Claude Code 1 2,071 tok
madrzak/rankgoat-cli rankgoat.app Official command-line interface for RankGoat. Manage your SEO content plan, posts, and bac 0 Claude Code 1 512 tok
malkreide/bag-health-mcp MCP server for Swiss Federal Office of Public Health (BAG) — infectious disease surveillan 0 Claude Code 3 5,630 tok
malkreide/bag-epl-mcp MCP server for Swiss BAG reimbursement lists: Spezialitätenliste (SL), GGSL, MiGeL – Swiss 0 Claude Code 3 5,924 tok
malkreide/bakom-mcp MCP Server for BAKOM Open Data – broadband, 5G/4G/3G coverage, media licences and Swiss te 0 Claude Code 3 9,671 tok
malkreide/hn-tech-signal-mcp MCP server for global tech & AI signal intelligence via HackerNews, arXiv, Lobste.rs and G 0 Claude Code 3 10,474 tok
malkreide/lindas-mcp MCP server for LINDAS — the Swiss administration's linked-data knowledge graph 0 Claude Code 1 12,081 tok
malkreide/meteoswiss-mcp MCP Server for Swiss weather & climate data – MeteoSwiss SwissMetNet, ICON forecasts, scho 0 Claude Code 3 7,417 tok
malkreide/news-monitor-mcp MCP server for global news monitoring, sentiment analysis and media briefings via WorldNew 0 Claude Code 3 6,004 tok
malkreide/openlex-mcp MCP Server for Canton Zurich legislation (ZH-Lex) — full-text search, article extraction, 0 Claude Code 3 8,447 tok
malkreide/parlament-mcp MCP server for the Swiss Federal Parliament (Curia Vista OData API) 0 Claude Code 3 6,372 tok
malkreide/register-mcp MCP server for Swiss commercial register (Zefix/Handelsregister) — company verification, U 0 Claude Code 3 11,326 tok
malkreide/seco-labor-mcp MCP server for Swiss labor market data – unemployment, job seekers, open positions & occup 0 Claude Code 3 6,841 tok
malkreide/swiss-cultural-heritage-mcp Swiss cultural heritage: SIKART artists, Nationalmuseum, Helveticat, Memobase, Dodis 0 Claude Code 3 6,804 tok
malkreide/swiss-efv-mcp MCP server for Swiss federal finances (EFV): budget, debt, forecasts & spending by departm 0 Claude Code 3 9,711 tok
malkreide/swiss-energy-mcp MCP server for Swiss energy data (SFOE/BFE) via GeoAdmin REST API — no API key required 0 Claude Code 3 5,901 tok
malkreide/swiss-food-safety-mcp MCP Server for Swiss Federal Food Safety and Veterinary Office (BLV) open data — no auth r 0 Claude Code 3 5,690 tok
malkreide/swiss-holidays-mcp MCP server for openholidaysapi.org — Swiss school and public holidays for all 26 cantons 0 Claude Code 3 6,234 tok
malkreide/swiss-ip-mcp MCP server for Swiss intellectual property data – trademarks, patents, SPC/ESZ via the IGE 0 Claude Code 3 13,318 tok
malkreide/swiss-procurement-mcp MCP server for the simap.ch Swiss public procurement API — all cantons, read-only 0 Claude Code 3 18,846 tok
malkreide/swiss-snb-mcp MCP server for the Swiss National Bank (SNB) data portal — exchange rates, balance sheet, 0 Claude Code 3 7,341 tok
malkreide/wsl-envidat-mcp MCP server for WSL/EnviDat environmental research data — forest, avalanches, biodiversity, 0 Claude Code 3 5,530 tok
malkreide/zh-education-mcp MCP server for education statistics of Canton and City of Zurich (BISTA) 0 Claude Code 3 7,397 tok
management-cmyk/odoo-mcp-connector Model Context Protocol server for Odoo ERP — query and optionally modify any Odoo instance 0 Claude Code 1 494 tok
manuelrmz123/chiwawa Unified AI agent registry. Discovers, indexes, and tracks AI agents across A2A and MCP pro 0 Claude Code 1 741 tok
marcelinero/auditoria-skills-mcp Servidor MCP con 20 SKILLs de auditoría interna — instalable con uvx auditoria-skills-mcp 0 Claude Code 1 3,022 tok
marian-kamenistak/elc-conference-mcp-tickets elc-conference.io MCP server for browsing and buying ELC Conference 2026 tickets via AI conversation 0 Claude Code 1 1,820 tok
malkreide/amtsblatt-mcp MCP server for Swiss official gazettes (SHAB + cantonal) — procurement and notices, no per 0 Claude Code 3 4,752 tok
matematicsolutions/mcp-nsa matematicsolutions.com MCP server for Polish administrative court rulings (NSA + 16 WSA) via CBOSA (orzeczenia.ns 0 Claude Code, Codex, OpenCode 3 980 tok
matisdsp/fartlek A coach's morning report from your Garmin data, for any LLM via MCP. 0 Claude Code 1 941 tok
mattlong-plux/hostaway-mcp 0 Claude Code 1 2,287 tok
maryadawson-code/integritypulse openclaw-finops.marywomack.workers.dev Revenue-gated MCP server for AI cloud cost forecasting. Stop your agents from hallucinatin 0 Claude Code 1 515 tok
mcpwright/census-mcp MCP server for U.S. Census (ACS) data by ZIP — income, age, housing, education. Bulk-downl 0 Claude Code 3 1,142 tok
mcpwright/fred-mcp MCP server for FRED® economic data — 800k+ time series + ALFRED vintage data (the numbers 0 Claude Code 3 884 tok
mcpwright/soi-mcp MCP server for IRS Statistics of Income (SOI) data by ZIP — income, AGI distribution, tax, 0 Claude Code 3 1,362 tok
mcurmi05/vdiff npmjs.com Breaking-change diffs for npm packages, served over REST and MCP, so coding agents stop wr 0 Claude Code 1 938 tok
medprice-ai/mcp-medprice-ai 0 Claude Code 1 1,870 tok
meelad-diggit/kordic-modelcontextprotocol A community driven registry service for Model Context Protocol (MCP) servers. 0 Claude Code, GitHub Copilot 2 277 tok