How real projects configure their agents

23,222 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 agents7,588Claude Code6,636Data and AI3,676Backend and APIs3,496Languages3,402Planning3,219Git and workflow3,187Code review2,745Testing2,374Memory and context2,364DevOps and cloud2,310Writing and docs2,309Research2,295Frontend2,261Security2,021Productivity1,715

All Claude Code31,998 Codex23,222 OpenCode22,170 GitHub Copilot3,550 Gemini CLI1,918 Cursor1,738 Windsurf137 Kiro80

Project Stars Configures Files Always loaded
Arnon-hs/atlasrepo-mcp AtlasRepo MCP — public read-only connector for evidence-backed open-source catalog recomme 2 Codex, OpenCode 1 129 tok
sandraschi/gitee-mcp Gitee (Chinese GitHub) bridge for AI assistants: humming radar & momentum, repo intel, cro 2 Claude Code, Codex, GitHub Copilot, Cursor, OpenCode, Windsurf 7 1,808 tok
Kargatharaakash/grok-bot-mcp MCP server for Grok Bot — let any AI agent control your bots: create, message, read transc 2 Codex, OpenCode 1 818 tok
mkslge/piazza-mcp A Piazza MCP Server 2 Codex, OpenCode 2 1,219 tok
ssmurfgg04-gif/context-m Deterministic agent memory. μ=0. Free, local, forever. Mem0-compatible. 2 Claude Code, Codex, OpenCode 3 1,505 tok
Patrick-Miles-Z/CAD-CC-Abaqus Automated FEA pipeline: DXF -> Abaqus via MCP protocol 2 Claude Code, Codex 7
cyanheads/osv-advisory-mcp-server npmjs.com Query OSV.dev for package vulnerabilities, batch-audit dependency lists, and fetch full ad 2 Claude Code, Codex, OpenCode 2 10,830 tok
cockroachdb/cursor-plugin CockroachDB development plugin for Cursor 2 Claude Code, Codex, OpenCode 2 365 tok
aarwitz/tapp runtapp.com Let coding agents prove UI changes on real iOS, Android, and web surfaces—with inspectable 2 Codex, OpenCode 1 3,557 tok
beyondnetcode/evolith_arch32 beyondnetcode.github.io Executable architecture governance. A CLI, MCP server and REST API that check a repository 2 Codex, GitHub Copilot, OpenCode 2 2,620 tok
ztemerbekov/a1-yandex-kit-skills t.me Tell the assistant in plain language what should be built in the Yandex KIT store, and it 2 Claude Code, Codex, OpenCode 2 1,922 tok
oaslananka/mcp-suite Collection of TypeScript MCP servers, shared utilities, tests, and operational patterns fo 2 Codex, OpenCode 1 304 tok
oaslananka/debug-recorder-mcp TypeScript MCP server for structured debug session capture, reproducible diagnostics, even 2 Claude Code, Codex, OpenCode 4 1,292 tok
oaslananka/health-monitor-mcp TypeScript MCP server for service health monitoring, status checks, uptime probes, and ope 2 Claude Code, Codex, GitHub Copilot, Gemini CLI, OpenCode 7 2,927 tok
oaslananka/infra-lens-mcp TypeScript MCP server for infrastructure visibility, health checks, inventory inspection, 2 Claude Code, Codex, OpenCode 4 482 tok
oaslananka/ssh-mcp-pro TypeScript MCP server for controlled SSH operations, remote host workflows, command execut 2 Claude Code, Codex, OpenCode 4 1,363 tok
xiaojiou176-open/notes-recover xiaojiou176-open.github.io Copy-first Apple Notes recovery and review toolkit for macOS, with AI-assisted triage, evi 2 Claude Code, Codex, OpenCode 2 950 tok
ostin-pil/aboard aboard.untype.me A research-stage registry where AI agents file falsifiable claims about systemic problems 2 Claude Code, Codex, OpenCode 2 5,901 tok
biw/skills My personal installable skills for coding agents 2 Codex, OpenCode 1 261 tok
whoamiTM/bi-mcp MCP server for Blue Iris NVR — exposes the Blue Iris JSON API and .reg config to LLM age 2 Claude Code, Codex, OpenCode 4 8,958 tok
natorus87/kiwiki KIWiki — Your AI-powered self-hosted wiki 2 Codex, OpenCode 1 1,060 tok
LVTD-LLC/pgsandbox pgsandbox.lvtd.dev Agent-facing MCP for disposable Postgres experimentation databases 2 Claude Code, Codex, OpenCode 2 1,552 tok
DeepBlueCoding/mcp-replay-dota2 MCP server for parsing dota2 replay .dem files 2 Claude Code, Codex, OpenCode 7 3,253 tok
nadimtuhin/antigravity-cli-mcp CLI MCP server for antigravity tooling 2 Claude Code, Codex, Cursor, Gemini CLI, OpenCode 7 1,688 tok
dongtang3/mnemic Local-first memory kernel for coding agents: MCP-native, temporal, auditable, source-keyed 2 Claude Code, Codex, OpenCode 2 316 tok
k-rister/ephemeral-buffer-mcp Ephemeral in-memory command output capture and hybrid search MCP server for coding agents. 2 Codex, OpenCode 1 912 tok
bchoor/bws-mcp Remote MCP for Bitwarden Secrets Manager on Cloudflare Workers (list, get, put, delete) 2 Codex, OpenCode 1 817 tok
zai-one/telegram-ads-mcp zai.one Unofficial MCP server for Telegram Ads (TON cabinet, Gram currency). For Claude, Cursor, a 2 Claude Code, Codex, OpenCode 2 2,892 tok
Muqaram0/oscp-companion oscp-companion.vercel.app OSCP methodology knowledge base with web UI and MCP server 2 Claude Code, Codex, OpenCode 2 79 tok
liangjunglj-cpu/almond-mcp Almond - MCP server for Rhino 8: semantic scene layer, curated asset libraries, Karamba ca 2 Codex, OpenCode 1 1,108 tok
vypdev/homeassistant-gateway Secure Home Assistant-native MCP gateway with observer/operator profiles, credential manag 2 Codex, OpenCode 1 654 tok
zai-one/grok-build-mcp zai.one MCP bridge that hands the coding loop to Grok CLI and returns a verified receipt. Save Cla 2 Claude Code, Codex, OpenCode 3 8,527 tok
dgraziosi/foundation Personal ontology + MCP for agents — a foundation they can grow. 2 Claude Code, Codex, Cursor 11
AndreaGriffiths11/machine-mcp Laptop-side MCP server so an AI agent can use the human's own machine. 2 Codex, OpenCode 1 531 tok
joemclo/property-prices-mcp UK Property Price Search MCP Server 2 Codex, OpenCode 1 716 tok
supernovae-st/nika-plugins docs.nika.sh One Add teaches your agent Nika: skills, commands, hooks, an MCP oracle. 2 Codex, OpenCode 1 1,195 tok
msinclair25/mdevolved mdevolved.com Durable, owner-controlled project memory for humans and AI agents across tools and compute 2 Codex, OpenCode 1 4,542 tok
fo0/clawstash AI-optimized stash storage — dynamic RAG for agents. Store, search, and retrieve docs, cod 1 Claude Code, Codex, OpenCode 25 5,323 tok
ormastes/simple 1 Claude Code, Codex, Gemini CLI, OpenCode 84 11,207 tok
jyswee/oddsockets oddsockets.ai Agent-first CLI for OddSockets real-time messaging. As simple as git. 1 Codex, OpenCode 1 649 tok
astafford8488/agentaegis-mcp MCP server for cybersecurity operations — compliance, vuln scans, code security, threat in 1 Codex, OpenCode 1 2,212 tok
sandovalrr/project-context 1 Codex, OpenCode 1 143 tok
jasoft/ursoft-skills My personal Codex skills collection (ursoft-skills) 1 Codex, OpenCode 1 612 tok
BuyWhere/buywhere BuyWhere agent-native product catalog API 1 Codex, OpenCode 1 1,103 tok
LinVireo/browsertap-mcp Real-browser MCP server with a resilient Chrome CDP bridge, background input, dialogs, cap 1 Codex, OpenCode 1 1,167 tok
finfin/mermaid-mcp-app Interactive Mermaid Editor inside Claude Desktop / VSCode Copilot 1 Claude Code, Codex 1
nolindnaidoo/colors-le letools.dev Extract every color in a codebase, and say which ones are not in your palette 1 Claude Code, Codex, GitHub Copilot, Cursor, Gemini CLI, OpenCode, Windsurf 6 8,235 tok
bridgenode-ai/bridgenode-skill bridgenode.cc BridgeNode — x402 pay-per-request AI inference. Agent skill and buyer-side examples for AI 1 Codex, OpenCode 1 758 tok
paarangat/finzo Local-first personal finance tracking, powered by the AI subscription you already have. Yo 1 Claude Code, Codex, OpenCode 2 159 tok
Federico-Anastasi/DYLA-ai Develop Your Local Assistant — a local-first AI workspace that turns project work into val 1 Claude Code, Codex, OpenCode 14 5,113 tok