How real projects configure their agents

22,224 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 agents7,622Claude Code6,647Data and AI3,678Backend and APIs3,504Languages3,404Planning3,218Git and workflow3,203Code review2,744Testing2,378Memory and context2,367Writing and docs2,318DevOps and cloud2,312Research2,291Frontend2,259Security2,027Productivity1,717

All Claude Code32,008 Codex23,279 OpenCode22,224 GitHub Copilot3,555 Gemini CLI1,920 Cursor1,736 Windsurf139 Kiro81

Project Stars Configures Files Always loaded
flukeatzerocool/infobroker Multi-provider research MCP server: unified web search, fact-checking, and a personal know 0 Codex, OpenCode 1 3,411 tok
fortunesayspump/nibgate nibgate.xyz Nibgate — open protocol for paid content on creator-owned domains. Verified discovery, x40 0 Codex, OpenCode 1 900 tok
fpetitit/mcpcheck mcpcheck-tau.vercel.app 0 Claude Code, Codex, OpenCode 2 79 tok
franklinnolasco7/quickshell-mcp An MCP server for Quickshell development. 0 Claude Code, Codex, OpenCode 2 4,368 tok
freeappstore-online/mcp FreeAppStore MCP Server — AI agent tools for the platform 0 Claude Code, Codex, OpenCode 2 1,553 tok
gabrielmahia/kenya-health-mcp KenyaHealthMCP — MCP server for Kenya health data. NHIF, facility registry, maternal healt 0 Codex, OpenCode 1 121 tok
gaforov/selenium-mcp npmjs.com Selenium MCP server for AI agents — 40+ browser automation tools with page snapshots, sele 0 Codex, OpenCode 1 1,571 tok
genudo-ai/genudo_mcp genudo.ai A lightweight bridge that connects Claude Code to Genudo's Model Context Protocol (MCP) se 0 Claude Code, Codex, OpenCode 2 341 tok
gkmex75/gkmex-developer-resources gkmex.com Gkmex Cranes API, OpenAPI, MCP, NLWeb, agent skills, and public developer integration reso 0 Codex, OpenCode 1 94 tok
grblasquiz/hacecuentas 0 Claude Code, Codex, OpenCode 2 3,278 tok
groupdocs-conversion/GroupDocs.Conversion.Mcp GroupDocs.Conversion for .NET MCP server — convert PDF, Word, Excel, PowerPoint, HTML, ima 0 Codex, OpenCode 1 1,248 tok
groupdocs-markdown/GroupDocs.Markdown.Mcp GroupDocs.Markdown for .NET MCP server — convert Word, HTML, and PDF documents to and from 0 Codex, OpenCode 1 1,336 tok
groupdocs-parser/GroupDocs.Parser.Mcp GroupDocs.Parser for .NET MCP server — extract text, tables, images, barcodes, and metadat 0 Codex, OpenCode 1 1,566 tok
groupdocs-redaction/GroupDocs.Redaction.Mcp GroupDocs.Redaction for .NET MCP server — redact text, image regions, annotations, and met 0 Codex, OpenCode 1 1,627 tok
groupdocs-signature/GroupDocs.Signature.Mcp GroupDocs.Signature for .NET MCP server — sign, verify, and search QR codes, barcodes, tex 0 Codex, OpenCode 1 1,834 tok
groupdocs-total/GroupDocs.Total.Mcp GroupDocs.Total for .NET MCP server — single endpoint exposing the combined toolset of al 0 Codex, OpenCode 1 1,731 tok
groupdocs-viewer/GroupDocs.Viewer.Mcp GroupDocs.Viewer for .NET MCP server — render PDF, Word, Excel, PowerPoint, and image docu 0 Codex, OpenCode 1 1,374 tok
gtorreal/buda-mcp npmjs.com MCP server for Buda.com's public cryptocurrency exchange API (Chile, Colombia, Peru) 0 Codex, OpenCode 1 922 tok
gucceed/norric-mcp For the GitHub repo description field: **Norric AB — Swedish B2B intelligence MCP server. 0 Codex, OpenCode 1 896 tok
groupdocs-merger/GroupDocs.Merger.Mcp GroupDocs.Merger for .NET MCP server — merge and split PDF, Word, Excel, PowerPoint, and i 0 Codex, OpenCode 1 1,397 tok
haocn-ops/git-top git.top The Knowledge Graph of Open Source: Worker-native project discovery, alternatives, scores, 0 Codex, OpenCode 1 1,076 tok
harrisboatworks/mercury-builder-pro mercury-builder-pro.vercel.app 0 Codex, OpenCode 1 184 tok
hrishikesh-thakre/ai-workbench-mcp 0 Codex, OpenCode 1 285 tok
hyperdrift-io/deputy-workforce-mcp hyperdrift.io Read-only workforce operations MCP for Deputy — MCP Maker delivery 001 0 Codex, OpenCode 1 451 tok
icohangar-ops/agent-conductor Agent conductor — AGENTS.md contract parser, SKILL.md registry, CHP decision engine over M 0 Codex, OpenCode 1 778 tok
ideoshi/glyphloop glyphloop.art Loop-perfect generative ASCII animation studio, CLI, and MCP server. 0 Claude Code, Codex, OpenCode 3 3,492 tok
igorsaevets/page2ai-mcp igorsaevets.github.io MCP server that converts any web page URL to clean Markdown for LLM context. Fetches HTML 0 Codex, OpenCode 1 289 tok
imattau/polypack-mcp Persistent adaptive memory MCP server powered by Polypack for Codex, Claude, and other MCP 0 Codex, OpenCode 1 409 tok
intelli-verse-x/router-mcp Intelliverse Router MCP server — create App IDs, mint API keys, ingest/search KBs, generat 0 Codex, OpenCode 1 433 tok
islobodan/cruncher-mcp Cruncher MCP: The Scientific Calculator MCP Server 0 Codex, OpenCode 1 1,968 tok
itmplatform/mcp-server ITM Platform's MCP Server for AI Agents 0 Claude Code, Codex, OpenCode 2 1,033 tok
j0hanz/code-lens Gemini-powered MCP server for code analysis. 0 Codex, OpenCode 1 979 tok
j0hanz/memory-mcp 0 Codex, OpenCode 1 652 tok
j0hanz/fetch-url-mcp A web content fetcher MCP server that converts HTML to clean, AI and human readable markdo 0 Codex, OpenCode 1 756 tok
jarmstrong158/agentsync MCP server that lets two AI agents collaborate on the same git repo without stepping on ea 0 Codex, OpenCode 1 1,420 tok
jarvis-intelligence/jarvis jarvis-intelligence.github.io JARVIS is an intelligent layer that gives agents access to their code, knowledge, context, 0 Claude Code, Codex, OpenCode 3 9,865 tok
jasonstockman/warm-mcp MCP server for Warm Financial API 0 Codex, OpenCode 1 117 tok
daemoon-dev/daemoon daemoon.dev Daemoon — AI dev infra gateway. Build apps via AI agents, infra handled. MCP server for Ve 0 Codex, OpenCode 1 74 tok
jaytahir/Anagent 0 Claude Code, Codex, OpenCode 2 159 tok
labjp-mcp/mcp-alertmanager MCP server for Prometheus Alertmanager - native Go binary 0 Claude Code, Codex, OpenCode 2 842 tok
labjp-mcp/mcp-prometheus MCP server for Prometheus monitoring - native Go binary 0 Claude Code, Codex, OpenCode 2 842 tok
jeeftor/abs-mcp Model Context Protocol server for inspecting and safely operating Audiobookshelf instances 0 Codex, OpenCode 3 1,164 tok
joshidikshant/loopback npmjs.com Interactive feedback layer between the app you're building and your coding agents (MCP). P 0 Claude Code, Codex, Gemini CLI, OpenCode 4 1,008 tok
jpka/shopify-operations-mcp Safe-write Shopify store operations MCP server: bulk price/inventory updates, order cancel 0 Codex, OpenCode 1 560 tok
jpka/sw-postgres-mcp Safe-Write Postgres MCP Server 0 Codex, OpenCode 1 176 tok
movaMedia-Inc/loyaltyvip-js Official LoyaltyVIP developer tools: TypeScript SDK, CLI, and MCP server. 0 Codex, OpenCode 1 379 tok
jyswee/analyga Agent-first analytics for MCP + web traffic — query, instrument and configure from a termi 0 Codex, OpenCode 1 827 tok
jyswee/taufunctions taufunctions.com Serverless functions for coding agents — create, deploy, invoke, monitor from the terminal 0 Codex, OpenCode 1 515 tok
jyswee/weselltours weselltours.com Travel platform management for coding agents — hotels, tours, bookings, 13 AI domain exper 0 Codex, OpenCode 1 521 tok
kindrat86/vc-deal-flow-signal signals.gitdealflow.com VC Deal Flow Signal - Track 350+ startups across 15 sectors using GitHub engineering veloc 0 Codex, OpenCode 1 2,035 tok