How real projects configure their agents

43,750 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 agents7,690Claude Code6,656Data and AI3,669Backend and APIs3,506Languages3,395Planning3,227Git and workflow3,219Code review2,753Testing2,387Memory and context2,368Writing and docs2,331DevOps and cloud2,317Research2,292Frontend2,266Security2,036Productivity1,725

All Claude Code31,992 Codex23,401 OpenCode22,346 GitHub Copilot3,564 Gemini CLI1,917 Cursor1,741 Windsurf146 Kiro83

Project Stars Configures Files Always loaded
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 2 773 tok
jasonko/psquare-mcp Archived — moved to thehesiod/psquare-mcp (PyPI: parentsquare-mcp) 1 Claude Code, GitHub Copilot 2 6,733 tok
jcc-ne/mcp-skill-server Claude-code like skills packages as a server 1 Claude Code 2 710 tok
atriumn/tokencost-dev tokencost.dev LLM Pricing Oracle — MCP server with real pricing data from LiteLLM 1 Claude Code 1 288 tok
johnanleitner1-Coder/lastminutedeals-api smithery.ai FOR SALE $8K — Production AI travel booking engine. 47 live suppliers, 18 countries, MCP s 1 Claude Code, Codex, OpenCode 2 4,265 tok
jyswee/agenticmemory agenticmemory.ai Persistent memory for AI agents — conversation history, context, semantic search, queues. 1 Codex, OpenCode 1 841 tok
jyswee/buggazi buggazi.ai Project management for coding agents: bugs, features, sprints, as easy as git. CLI + MCP s 1 Codex, OpenCode 1 996 tok
jbeshir/mcp-servers MCP servers of mine, created mostly by AI with light review 1 Claude Code 1 654 tok
joesaby/doctree-mcp 1 Claude Code 4 1,650 tok
jordanburke/oura-ring-mcp-server 1 Claude Code 1 1,208 tok
limey/cal-scheduler-mcp A timezone-correct CalDAV scheduling MCP server 1 Codex, OpenCode 1 2,449 tok
koment-dev/koment koment.dev Out-of-band code annotations for AI agents and humans. Keeps the why next to the code with 1 Claude Code, Codex, GitHub Copilot, OpenCode 3 4,937 tok
laibniz/scholarfetch A multi-engine researcher of academic papers, with CLI and MCP server. 1 Codex, OpenCode 1 998 tok
ljcl/gaggiuino-mcp 1 Claude Code, Codex, OpenCode 8 32,950 tok
loncadev/baron Platform-agnostic work-orchestration for AI coding agents — one pane of glass (issues, scm 1 Claude Code, Codex, OpenCode 2 1,606 tok
kioie/memex Long-term memory for AI coding agents — local MCP server for Cursor & Claude. Remember pre 1 Codex, OpenCode 1 2,112 tok
kioie/tiny-go-mcp-server Minimal Go MCP toolkit on the official go-sdk — stdio, HTTP, SSE; tools, resources, prompt 1 Codex, OpenCode 1 1,088 tok
klarlabs-studio/coverctl klarlabs-studio.github.io Coverage feedback for AI coding agents — every language, every change. Domain-aware policy 1 Codex, OpenCode 1 746 tok
kwizzlesurp10-ctrl/x402-mcp x402-mcp.onrender.com x402 USDC micropayments MCP + A2A storefront on Base — city compliance, agent discovery, p 1 Claude Code, Codex, OpenCode 18 4,562 tok
visus-mcp/visus-mcp Security-first MCP tool. Sanitizes web content before it reaches your LLM. 1 Claude Code 1 715 tok
living-hi/one-person-company-os Chinese-first control system for AI-native solo companies. 1 Claude Code, Codex, OpenCode 2 854 tok
lu-zhengda/mcp-python-exec-sandbox pypi.org MCP server for sandboxed Python execution — bubblewrap on Linux, Docker on macOS. PEP 723 1 Claude Code 1 588 tok
malkreide/global-education-mcp MCP server for international education data – UNESCO UIS (4,000+ indicators) and OECD Educ 1 Claude Code 3 5,805 tok
markoblogo/ID pypi.org Owner-controlled AI context: reviewed profiles, privacy-filtered exports, semantic diffs, 1 Codex, OpenCode 1 268 tok
malkreide/eth-library-mcp MCP Server for ETH Library Zurich – Access 30M+ resources (books, maps, images, archives) 1 Claude Code 3 8,829 tok
malkreide/swiss-culture-mcp MCP Server for Swiss Cultural Heritage Data (BAK) — ISOS, Living Traditions, Cultural Priz 1 Claude Code 3 4,628 tok
malkreide/termdat-mcp MCP server for TERMDAT — official multilingual terminology of the Swiss Federal Administra 1 Claude Code 3 6,734 tok
marras0914/agent-toolbelt 1 Claude Code 1 3,978 tok
matematicsolutions/mcp-isap matematicsolutions.com MCP server for Polish legislation (Dziennik Ustaw + Monitor Polski) via Sejm ELI API. 96k+ 1 Claude Code, Codex, OpenCode 3 1,277 tok
matematicsolutions/mcp-krs matematicsolutions.com MCP server for Polish KRS (Krajowy Rejestr Sadowy) via official, free Ministry of Justice 1 Claude Code, Codex, OpenCode 3 1,021 tok
makz81/spendlog spendlog.dev MCP server for expense tracking. Track finances directly in Claude 1 Claude Code 1 663 tok
malkreide/swiss-academic-libraries-mcp MCP server for Swiss academic libraries: swisscovery, e-rara, e-periodica, e-manuscripta 1 Claude Code 3 18,659 tok
malkreide/swiss-courts-mcp MCP Server for Swiss court decisions via entscheidsuche.ch - BGer, BVGer, BStGer + 26 cant 1 Claude Code 3 11,380 tok
malkreide/swiss-environment-mcp MCP server for Swiss environmental data – air quality (NABEL), hydrology, natural hazards 1 Claude Code 3 14,825 tok
malkreide/swiss-road-mobility-mcp MCP Server for Swiss road mobility: shared vehicles, EV charging, DATEX II traffic & road 1 Claude Code 3 6,483 tok
mapbox/mcp-docs-server Mapbox MCP Server for Documentation 1 Claude Code, Codex, GitHub Copilot, OpenCode 3 2,331 tok
marras0914/cordon 1 Claude Code 1 3,834 tok
martinfrasch/researchtwin researchtwin.net Federated platform for inter-agentic research discovery. Digital twins of researchers with 1 Claude Code 1 590 tok
matematicsolutions/mcp-eu-sparql matematicsolutions.com MCP server for EU legislation and 57k+ CJEU rulings via the Publications Office SPARQL end 1 Claude Code, Codex, OpenCode 3 1,536 tok
mleoca/ucn Universal Code Navigator 1 Claude Code 1
munhq/distil munhq.com Measure what context compression actually costs an LLM agent: where a session's tokens go, 1 Claude Code 1 1,447 tok
mcpwright/edgar-mcp MCP server for SEC EDGAR — search filings, resolve issuers, and pull recent Reg CF (Form C 1 Claude Code 3 934 tok
mordiaky/vouchspec vouchspec.plyrium.com Agent-only x402 service for signed exact-commit evidence on public Agent Skills 1 Codex, OpenCode 1 169 tok
msenol/Gorev marketplace.visualstudio.com Modern task management system with Turkish support for MCP-compatible AI assistants (Claud 1 Claude Code, Codex, OpenCode 2 3,112 tok
minhhq-a1/odoo-pulse An AI business analyst for your Odoo ERP — one-call reports with verdicts, over MCP 1 Claude Code, Codex, OpenCode 2 2,477 tok
nolindnaidoo/urls-le letools.dev Extract every URL in a codebase, with its protocol and exact position 1 Claude Code, Codex, GitHub Copilot, Cursor, Gemini CLI, OpenCode, Windsurf 6 8,276 tok
nolindnaidoo/string-le letools.dev Extract every string in a codebase, with its position, so a person can read them 1 Claude Code, Codex, GitHub Copilot, Cursor, Gemini CLI, OpenCode, Windsurf 6 8,134 tok
panagot/Ai-Agents-Archive aiagentsarchive.com Paid handoff desk for AI agents — unlock sealed work to save tokens, or file a discovery a 1 Codex, OpenCode 1 954 tok
DarkhorseOne/mcp-servers 1 Codex, OpenCode 1 1,376 tok
nkiyohara/corresync corresync.org Local-first MCP server and CLI for email and calendars across Outlook, Gmail, Microsoft 36 1 Codex, OpenCode 1 1,205 tok