How real projects configure their agents

23,819 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 agents8,549Claude Code6,896Git and workflow3,630Data and AI3,579Backend and APIs3,559Languages3,491Planning3,321Code review2,909Testing2,691DevOps and cloud2,492Writing and docs2,490Memory and context2,374Research2,321Frontend2,311Security2,183Project management1,977

All Claude Code32,540 Codex24,898 OpenCode23,819 GitHub Copilot3,723 Gemini CLI2,039 Cursor1,772 Windsurf202 Kiro116

Project Stars Configures Files Always loaded
leo10m2010/mcp-after 0 Codex, OpenCode 1 822 tok
gabrielion/OPNSenseMCP MCP server for OPNsense firewalls — registry-driven REST coverage, fail-closed production 0 Claude Code, Codex, OpenCode 2 1,465 tok
sirasaki-konoha/mop MOP is an MCP server that allows multiple AI agents (LLMs) to collaborate to perform tasks 0 Codex, OpenCode 1 793 tok
altnautica/ADOS-MCP docs.altnautica.com ADOS MCP: Model Context Protocol server that lets AI clients operate ADOS drones under sco 0 Codex, OpenCode 1 1,238 tok
yayaya142/maldroid Local MCP-enabled CLI for secure, static-only Android artifact investigation with llama.cp 0 Codex, OpenCode 1 498 tok
Riddhimaan-Senapati/unofficial-HackerNews-MCP-CLI [Unofficial] HackerNews MCP/CLI 0 Codex, OpenCode 1 1,125 tok
skrepr/ai-performance-mate-extension 0 Claude Code, Codex, OpenCode 2 459 tok
AHappyAtlas/ai-knowledge-center Local-first project context, verification gates, and repo-scoped MCP for coding agents. 0 Codex, OpenCode 1 771 tok
Skayfa/reference-patterns Personal reference of implementation and testing patterns, served as MCP via GitMCP 0 Codex, OpenCode 1 822 tok
wrislin1/civ6-mcp An MCP server that lets LLM agents play Civilization VI. 0 Claude Code, Codex, Gemini CLI, OpenCode 3 5,879 tok
Blandskron/blandskron-signals blandskron.cl Plataforma editorial tecnológica de Blandskron operada mediante agentes y MCP. Incluye pub 0 Codex, OpenCode 1 164 tok
Al-Rowads/mcp 0 Codex, OpenCode 1 154 tok
gijs-epping/workflowy-mcp 0 Claude Code, Codex, OpenCode 2 1,540 tok
Ibadat-Ali86/codescope-mcp-preflight Local-first MCP preflight for Codex that discovers existing code before new code is genera 0 Claude Code, Codex, OpenCode 3 1,005 tok
cleberfarias/devscope-mcp Project intelligence and diagnostics for AI coding agents via MCP 0 Codex, OpenCode 1 649 tok
Voice-2026/xiaozhi-mac-mcp 0 Codex, OpenCode 1 1,661 tok
8z2wz746tv-png/Destiny-Web-MCP 0 Claude Code, Codex, OpenCode 2 8,193 tok
jiridudekusy/skype-archive-mcp 0 Claude Code, Codex, OpenCode 2 2,123 tok
Ash-Blanc/hackscout-mcp Agentic hackathon intelligence MCP server — fit scoring, winner playbooks, and public comp 0 Codex, OpenCode 1 278 tok
Nighthawk42/wow_api_mcp MCP server for the World of Warcraft addon API: Blizzard generated docs, FrameXML source, 0 Claude Code, Codex, OpenCode 2 1,913 tok
SoftwareSavants/moyasar-mcp Moyasar MCP server demo — Stripe-style payment tools for AI agents, built on Skybridge 0 Claude Code, Codex, OpenCode 2 32 tok
artiinjooo/motion-mcp-server1 0 Claude Code, Codex, OpenCode 2 1,949 tok
John-CEO-HQ/qwen-memory-mcp Qwen-powered long-term memory for AI agents over MCP. Track 1 MemoryAgent hackathon submis 0 Codex, OpenCode 1 734 tok
harry189/ha-mcp 0 Claude Code, Codex, OpenCode 10 9,674 tok
meteordefect/sumosign-mcp 0 Codex, OpenCode 1 196 tok
MaharMuavia/toolbastion maharmuavia.github.io A zero-trust security gateway that inspects, approves, and audits MCP tool calls before ex 0 Codex, OpenCode 1 373 tok
jyswee/isp2go isp2go.com Run your entire ISP from the terminal — customers, billing, networking, tickets, RICA/POPI 0 Codex, OpenCode 1 763 tok
felix-windsor/hermes-procurement-pricing-mcp Secure procurement quotation comparison MCP service with document parsing, mock market pri 0 Codex, OpenCode 1 174 tok
sagar-shirwalkar/collibra-atlas Local-first AI knowledge layer for Collibra documentation via MCP 0 Claude Code, Codex, OpenCode 15 2,964 tok
shanginn/codex-mattermost Safe Mattermost workflows for Codex using the official Mattermost MCP server 0 Codex, OpenCode 1 123 tok
namJeongwan/suparch An open-source MCP server for searching, comparing, and calculating supplement facts. 0 Codex, OpenCode 1 63 tok
eddyvlad/taskgrade Local-first task classification and coding-agent model selection with Ollama, CLI, and MCP 0 Codex, OpenCode 1 177 tok
bsahane/legal-mcp-server Bharatiya Nyaya Sanhita (BNS) based Legal MCP Server 0 Codex, OpenCode 1 208 tok
jmolinasoler/vbl_mcp 0 Codex, OpenCode 1 68 tok
Rayyan011/avasfood-mcp MCP server and Hermes skills for browsing, ordering, tracking, and budgeting with AVAS Foo 0 Claude Code, Codex, Gemini CLI, OpenCode 3 296 tok
hikitni/knowledgehub Local multi-root knowledge indexing and read-only MCP search service 0 Claude Code, Codex, OpenCode 2 1,503 tok
Takeaki0817/figma-local-bridge Let local AI agents (Claude Code, etc.) create & edit Figma designs via the Plugin API — n 0 Claude Code, Codex, OpenCode 3 1,847 tok
appunni-m/coverage-mcp 0 Claude Code, Codex, OpenCode 2 665 tok
evonar543/vision-roblox-mcp Local-first Roblox Studio automation workbench combining a durable plugin bridge, native R 0 Codex, OpenCode 1 331 tok
tkstjd82-cloud/aftereffect_mcp_custom 0 Codex, OpenCode 1 1,029 tok
aavaz-ai/gmail-mcp Minimal Gmail MCP for approved sending and label management 0 Codex, OpenCode 1 1,137 tok
agentx402-ai/agentscout Open-source clients for AgentScout — x402-paid web read/extract/crawl for agents: SDK, CLI 0 Claude Code, Codex, OpenCode 2 1,710 tok
siebert-julien/zotero-api-mcp MCP server for Zotero 0 Codex, OpenCode 1 688 tok
DmitriyOT/mcp-codebase MCP server for semantic codebase navigation: AST index of symbols, imports and dependencie 0 Codex, OpenCode 1 2,770 tok
Dev-Russo/session-handoff-mcp Local-first MCP server for structured session handoff between coding agents. 0 Codex, OpenCode 1 614 tok
kstephens1/h_mortgage h mortgage chat ui and associated mcps 0 Codex, OpenCode 1 112 tok
yavdaanalytics/context-optimiser Context window optimizer and session rotator MCP server for agentic workflows. 0 Claude Code, Codex, OpenCode 2 1,054 tok
abdul-hamid-achik/minerva minervacli.dev Agent library operator and stack readiness CLI/MCP for ~/.agents skills, profiles, and hon 0 Claude Code, Codex, OpenCode 2 218 tok
AEcru/codex-capability-bridge Portable Claude Code plugin + MCP bridge: discover local Codex skills/plugins and delegate 0 Claude Code, Codex, OpenCode 2 409 tok
kkollsga/codingest Polyglot code-graph builder for kglite knowledge graphs: 14-language tree-sitter parsing, 0 Codex, OpenCode 1 5,566 tok