How real projects configure their agents

3,543 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 agents7,521Claude Code6,606Data and AI3,688Backend and APIs3,494Languages3,401Planning3,209Git and workflow3,151Code review2,736Memory and context2,361Testing2,351DevOps and cloud2,300Writing and docs2,296Research2,295Frontend2,250Security2,004Productivity1,709

All Claude Code32,116 Codex23,280 OpenCode22,053 GitHub Copilot3,543 Gemini CLI1,915 Cursor1,736 Windsurf119 Kiro77

Project Stars Configures Files Always loaded
biggora/claude-plugins-registry CLI marketplace for discovering, installing, and managing Claude Code plugins. 2 Codex, GitHub Copilot, OpenCode 2 799 tok
Nlai741533/EFC-Plugin Fact-check AI-generated research reports — CLI, Claude Code plugin, GitHub Action 2 Claude Code, GitHub Copilot 1 414 tok
ukinora/ulanzi-studio-plugin-skill Claude Code skill for building Ulanzi Studio plugins (D200H/D200/D200X) 2 GitHub Copilot, Cursor 2 9,234 tok
Kenmege/codex-claude-companion Codex-native Claude review plugin for read-only, evidence-cited Opus review lanes. 2 GitHub Copilot 1 186 tok
observability-oss/progress-observability-plugin Six Claude Code / Copilot skills for the Progress Observability Platform: trace triage, co 2 GitHub Copilot 1 10,705 tok
vhcg77/github-copilot-instructions Advanced hierarchical instruction system for GitHub Copilot - 100% validated for Data Scie 2 GitHub Copilot 1 4,815 tok
ThiagoGuislotti/copilot-instructions Curated collection of GitHub Copilot instructions, templates, and best practices for consi 2 Claude Code, Codex, GitHub Copilot 50 67,775 tok
NKFahrni/github-copilot-instructions these are my custom github copilot instructions i use for my Development workflow with Git 2 GitHub Copilot 6 5,568 tok
navikt/hovmester Copilot customization files (agents, skills, instructions) distributed via reusable GitHub 2 Claude Code, Codex, GitHub Copilot 49 6,842 tok
suuus/ape-context Enterprise context setup wizard for GitHub Copilot — scans your project, discovers MCP ser 2 Claude Code, GitHub Copilot 14 1,162 tok
jfjordanfarr/copilot-self-improvement A radically simple VS Code extension and MCP tool which provides Github Copilot with the r 2 GitHub Copilot 1 1,628 tok
bitia-srl/bitia-vs-code-copilot-examples AI generated hands-on examples and exercises for learning GitHub Copilot customization in 2 GitHub Copilot 5 512 tok
selfagency/teamdynamix-mcp teamdynamix-mcp.self.agency 🎟️ TeamDynamix MCP Server (unofficial) 2 Claude Code, Codex, GitHub Copilot 3 1,307 tok
nahtheking/semantic-model-mcp 2 GitHub Copilot 1 127 tok
108yen/task-orchestrator-mcp An MCP (Model Context Protocol) server for task orchestration. 2 GitHub Copilot 1 1,126 tok
joelmnz/mcp-markdown-manager Manage a Markdown knowledge library with AI MCP API 2 Claude Code, Codex, GitHub Copilot, OpenCode 5 1,676 tok
karnagge/mcpcand 2 GitHub Copilot 1 1,216 tok
tiemenrtuinstra/baarn-raadsinformatie MCP Server voor politieke documenten gemeente Baarn via Notubiz API 2 GitHub Copilot 1 779 tok
lenvolk/mcp-lifx 2 Claude Code, Codex, GitHub Copilot 3 833 tok
javiarmesto/Lab3_1_MCP_BusinessCentral 2 GitHub Copilot 1 357 tok
axelspringer/snyk-mcp-rest MCP for Snyk REST API 2 GitHub Copilot 1 1,859 tok
not-a-feature/evo2-mcp evo2-mcp.readthedocs.io MCP server for generating, scoring and embedding genomic sequences using Evo 2 2 GitHub Copilot 1 230 tok
kieutrongthien/coding-mcp coding-mcp.omaicode.com Coding MCP is a multi-project MCP server for remote coding workflows. It lets agents work 2 Claude Code, Codex, GitHub Copilot 4 320 tok
sandraschi/opencode-cli-mcp MCP server that wraps opencode CLI's HTTP API (opencode serve) into MCP tools, plus a weba 2 Claude Code, Codex, GitHub Copilot, Cursor, OpenCode, Windsurf 6 1,891 tok
gusztavvargadr/foaas-mcp foaas.io MCP server to expose the functionality of FOAAS (Fuck Off As A Service) to AI clients 2 GitHub Copilot 1 2,118 tok
theobjectivedad/powersearch-mcp PowerSearch MCP helps AI agents search and retrieve content from the public web with fewer 2 Codex, GitHub Copilot, OpenCode 2 1,562 tok
surajfale/git-mcp-server 2 GitHub Copilot 1 1,125 tok
l0kifs/web-explorer-mcp 2 GitHub Copilot 1 1,842 tok
mnooseman/mcsrc-mcp 2 Claude Code, GitHub Copilot 2 1,760 tok
dave-palt/mcp-dynamics-365 2 GitHub Copilot 1 2,528 tok
getlien/lien lien.dev Local-first semantic code search for AI coding assistants. Indexes your codebase with loca 2 Claude Code, Codex, GitHub Copilot, OpenCode 9 7,645 tok
asvarnon/mcp-homelab 2 Claude Code, GitHub Copilot 7 1,586 tok
l4b4r4b4b4/real-estate-sustainability-mcp MCP server for analyzing building sustainability metrics through Excel, PDF, and standardi 2 GitHub Copilot 1 709 tok
zk-armor/mcp-sphinx-docs MCP server to convert Sphinx documentation to LLM-optimized Markdown 2 GitHub Copilot 1 340 tok
qd313/decky-plugin-studio VS Code / Cursor extension for Decky plugin development — live QAM preview, MCP tools for 2 Claude Code, Codex, GitHub Copilot, OpenCode 3 2,212 tok
densuke/fuga-memory Long-term memory MCP server for Claude Code and other LLMs 2 Claude Code, Codex, GitHub Copilot, Gemini CLI, OpenCode 4 1,720 tok
0xEkho/Ruckus-vSZ-MCP RUCKUS vSZ MCP 2 Claude Code, Codex, GitHub Copilot, OpenCode 6 2,782 tok
amanasmuei/amem npmjs.com The memory layer for AI coding tools. Local-first, semantic, works with Claude Code, Curso 2 Claude Code, GitHub Copilot 2 2,416 tok
DimitrK/mcp-search 2 GitHub Copilot 1 3,592 tok
sushilti80/datadog-mcp Model Context Protocol (MCP) server that provides AI agents with seamless access to Datado 2 Codex, GitHub Copilot, OpenCode 2 8,835 tok
janainarocha/testrail-mcp-server A comprehensive Model Context Protocol (MCP) server that enables AI assistants to interact 2 GitHub Copilot 1 324 tok
bradygaster/UsingMcpServers 2 GitHub Copilot 1 87 tok
muah1987/Ollama-MCP-Server MCP-Server tools for Ollama 2 GitHub Copilot 1 2,101 tok
tanihiroki/speech_mcp_server 2 GitHub Copilot 1 423 tok
michalisKout/diavgeia-mcp-server 2 GitHub Copilot 1 340 tok
XTeam-Wing/Marshal-MCP Mcp services by marshal 2 GitHub Copilot 1 44 tok
boecht/birre BiRRe (Bitsight Rating Retriever) MCP server provides access to BitSight security rating d 2 Claude Code, Codex, GitHub Copilot, OpenCode 11 3,670 tok
SaViGnAnO/vscode-simple-browser-mcp MCP Server for interaction with VSCode Simple Browser window 2 GitHub Copilot 1 398 tok
GaryWenneker/SitecoreMCP A Model Context Protocol (MCP) server that integrates Sitecore CMS with AI assistants like 2 GitHub Copilot 1 8,943 tok
andnp/ragdocs-mcp 2 Claude Code, Codex, GitHub Copilot, OpenCode 4 3,711 tok