How real projects configure their agents

43,813 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 agents7,750Claude Code6,665Data and AI3,660Backend and APIs3,501Languages3,396Git and workflow3,240Planning3,237Code review2,765Testing2,405Memory and context2,365Writing and docs2,337DevOps and cloud2,319Research2,286Frontend2,267Security2,044Project management1,742

All Claude Code31,993 Codex23,503 OpenCode22,448 GitHub Copilot3,567 Gemini CLI1,915 Cursor1,740 Windsurf150 Kiro86

Project Stars Configures Files Always loaded
gopalrajsuresh/covalent-bond npmjs.com Peer-to-peer, end-to-end-encrypted collaboration channel for AI coding agents over MCP. Th 0 Claude Code 4 —
grblasquiz/hacecuentas 0 Claude Code, Codex, OpenCode 2 3,278 tok
gregcastro23/WhatToEatNext v0-alchm-kitchen.vercel.app An intelligent food recommendation system 0 Claude Code, Gemini CLI 2 4,071 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
gtkcyber/compact_prompt A Python Module Which Compacts LLM Prompts 0 Claude Code 1 2,476 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
gurvinder-dhillon/powerbi-mcp MCP to interact with PowerBI REST APIs, run DAX Queries 0 Claude Code 8 815 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
h2bis-dev/h2bis-project-brain-mcp 0 GitHub Copilot 1 1,168 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
cortland-suite/cortland Governed AI tools for Apple Mail, Reminders, Notes, Calendar. Dry-run by default, human-ga 0 Claude Code 1 828 tok
hoodsy/solar-data-mcp MCP server for US open solar data 0 Claude Code 1 651 tok
hrishikesh-thakre/ai-workbench-mcp 0 Codex, OpenCode 1 285 tok
huangzesen/xhelio-spice 0 Claude Code 1 2,561 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 1 762 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
img-src-io/mcp img-src.io MCP server for img-src.io CDN service 0 Claude Code 1 727 tok
inavi-systems/inavi-mcp 0 Claude Code 1 2,405 tok
inspicere/mcp-defectdojo MCP server for DefectDojo vulnerability management 0 Claude Code 1 825 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
inviti8/Obolus 0 Claude Code 1 3,179 tok
receptron/mulmocast-vision 0 Claude Code 1 211 tok
itmplatform/mcp-server ITM Platform's MCP Server for AI Agents 0 Claude Code, Codex, OpenCode 2 1,033 tok
ivanantigravity-lgtm/gpt-image-2-polza-mcp GPT Image 2 MCP server through the Polza API 0 Claude Code 1 200 tok
ivanlai/primer-mcp A Jira-lite MCP server that enforces planning-first workflows for AI-assisted development 0 Claude Code 1 1,549 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
jakzaizzat/cukaimax-agent cukaimax.com Source-linked Malaysian tax authority for ChatGPT, Claude, Gemini, Codex, Cursor, VS Code 0 Gemini CLI 1 192 tok
janeksm/mcp-digger Progressive .NET NuGet source explorer for AI agents via MCP 0 Claude Code 5 1,601 tok
jarmstrong158/Conductor Local automation platform with a web dashboard for managing scheduled Python/batch tasks. 0 Claude Code 1 2,365 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
jedanderson432/jedanderson-site Personal corpus — essays, papers, and concept pieces by Jed Anderson. https://jedanderson. 0 Claude Code 2 1,017 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