How real projects configure their agents

22,198 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 agents7,609Claude Code6,644Data and AI3,677Backend and APIs3,502Languages3,403Planning3,220Git and workflow3,193Code review2,743Testing2,377Memory and context2,363DevOps and cloud2,314Writing and docs2,311Research2,293Frontend2,259Security2,022Productivity1,721

All Claude Code32,006 Codex23,251 OpenCode22,198 GitHub Copilot3,552 Gemini CLI1,917 Cursor1,737 Windsurf138 Kiro81

Project Stars Configures Files Always loaded
JorgeSintes/puregym-mcp 2 Codex, OpenCode 1 768 tok
GWLlosa/elite-dangerous-local-ai-tie-in-mcp Model Context Protocol server for Elite Dangerous integration with Claude Desktop and EDCo 2 Codex, Cursor, OpenCode 2 2,201 tok
0marm0/COORD-Harness An autonomous multi-agent orchestration harness. Agents coordinate through one SQLite-WAL 2 Claude Code, Codex, OpenCode 8 1,458 tok
MikeCase/arcane-mcp arcanemcp.splaq.us MCP server for Docker management via the Arcane API 2 Claude Code, Codex, OpenCode 2 2,387 tok
oscarjpicazo/spacedata Aggregated public space data (satellite orbits, catalogs, conjunctions, launches) as an AI 2 Claude Code, Codex, OpenCode 2 1,594 tok
gjjisadog/scipdf-mcp MCP + skill: download academic paper PDFs by DOI/title (one-step install) 2 Claude Code, Codex, OpenCode 2 465 tok
codestable/cs-agent-mcp 2 Codex, OpenCode 1 662 tok
YuJunWang/104-job-hunter-mcp A job search automation tool that enables AI assistants to directly operate 104 Job Bank t 2 Codex, OpenCode 1 2,188 tok
TresorAlad/Software-Factory-MCP Turn Cursor into a local software factory: 10 MCP agents (architect, QA, security...) 2 Codex, OpenCode 1 521 tok
MALeitch/live-ketcher-mcp MCP server connecting AI assistants to a live Ketcher structure editor (open-source ChemDr 2 Codex, OpenCode 1 3,063 tok
grglzrv/jenkins-mcp-server Secure-by-design Jenkins MCP server with runtime guardrails. Minibridge integration for Re 2 Codex, OpenCode 1 35 tok
mirsella/context7-account-broker context7.com Quota-aware Context7 MCP broker with multi-account routing, caching, affinity, failover, a 2 Codex, OpenCode 1 65 tok
padzup/linkavista-mcp 2 Codex, OpenCode 1 360 tok
alexechoi/google-hotels-mcp Google Hotels MCP 2 Claude Code, Codex, OpenCode 2 1,438 tok
Joe15935/ios-agent-bridge An open-source control plane that gives Codex and other MCP agents hands on a real iPhone. 2 Codex, OpenCode 2 443 tok
sandraschi/midasheng-gen-mcp MCP server generating coherent 16 kHz mixed audio scenes from text - speech, music, sound 2 Claude Code, Codex, GitHub Copilot, Cursor, OpenCode 4 1,231 tok
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
YakupEmreYerli/mcp-firefly-iii yakupemreyerli.github.io Security-first, self-hosted MCP server for Firefly III — 152 operations behind 5 scoped to 2 Claude Code, Codex, OpenCode 2 3,976 tok
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
cyanheads/uniprot-mcp-server npmjs.com Search UniProtKB by protein function, fetch curated records, map IDs across databases, and 2 Claude Code, Codex, OpenCode 2 13,062 tok
cyanheads/noaa-spaceweather-mcp-server npmjs.com Query NOAA SWPC space weather: geomagnetic storm scales, Kp index, aurora forecasts, solar 2 Claude Code, Codex, OpenCode 2 12,162 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
starfetch-js/starfetch Starfetch gives AI agents safe, reproducible access to public astronomy catalogs through t 2 Codex, OpenCode 1 2,436 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
dynmie/foolfuuka-mcp-server MCP server for querying 4chan archives via the FoolFuuka API 2 Claude Code, OpenCode 10
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