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
will-j-wright/inreview Review local Jujutsu change stacks in VS Code with comment-driven MCP feedback. 1 Codex, OpenCode 1 1,647 tok
Roberto-Pecora/nhs-intelligence-mcp NHS waiting times MCP server — live data from RTT and My Planned Care 1 Claude Code 1 —
marcusyoda/bitbucket-mcp 1 Claude Code 1 1,082 tok
meulth/geobs-mcp Open-source MCP server for accessing Basel-Stadt geospatial data via STAC, OGC API Feature 1 Codex, OpenCode 1 118 tok
claimidx/claimidx claimidx.com Prior art for AI agents. Public signed claim index of failures other agents have already p 1 Claude Code, Codex, GitHub Copilot, OpenCode 4 3,966 tok
dalmaktube-creator/DV-Moory Self-hosted, security-hardened MCP server connecting Notion AI to approved Git repositorie 1 Codex, OpenCode 1 131 tok
joeynyc/microduck-mcp microduckhub.com Agent-agnostic MCP server for the Pollen Robotics Microduck 1 Claude Code 1 3,617 tok
onlyoasis/gzh-mcp WeChat Official Account publishing MCP server: media upload, draft management, and freepub 1 Claude Code, Codex, OpenCode 2 493 tok
spacerocket3/gbrain-code Selective, diff-aware repository cartography for coding agents 1 Codex, OpenCode 1 114 tok
bigg01/aipod aipod.guggenbuehl.net One binary, two modes: an 🐍MCP server that exercises every MCP feature, or a 🐍pydantic-a 1 Claude Code 1 2,418 tok
ssheleg/vibe-bridge vibe-bridge — cross-platform robot↔owner's computer bridge: MCP with consent, dashboard, P 1 Claude Code 1 445 tok
B5-Software/awesome-base-mcp Autonomous Base agent-wallet MCP server: payments, Uniswap V3, Aerodrome, Aave V3, Morpho 1 GitHub Copilot 1 62 tok
javidjamae/ffmpeg-micro-mcp ffmpeg-micro-mcp.vercel.app MCP server for FFmpeg Micro — transcode videos from Claude Desktop and other AI agents 1 Claude Code 1 —
useburrow/furrow-forms furrowforms.com The form backend for vibe-coded websites — MCP server, agent skill, and examples for 33 st 1 Codex, OpenCode 1 203 tok
tallyfy/mcp-public Our public MCP repo for Tallyfy 1 Claude Code 1 469 tok
code4161/memgit memgit.dev Git for AI memory — version-controlled context persistence across Claude, GPT, Gemini, Cur 1 Claude Code, Codex, OpenCode 2 579 tok
NovaLux12/spotify-mcp-server The definitive Spotify MCP server — full non-deprecated Web API coverage, paginated everyt 1 Claude Code 1 1,193 tok
dachhack/stathead Fantasy Football Data Suite 1 Claude Code 1 —
matematicsolutions/mcp-eureka MCP server for Polish tax interpretations (KIS/MF) via EUREKA (eureka.mf.gov.pl). 550k+ do 1 Claude Code, Codex, OpenCode 2 953 tok
oborchers/tablestakes MCP server for reading and editing HTML/Markdown tables in GitBook-synced documents 1 Claude Code 1 1,195 tok
aokihu/mcp-teamate-server Teamate MCP server. 1 Cursor 1 516 tok
zx8086/mcp-server-elasticsearch A production-ready Model Context Protocol (MCP) server that connects AI assistants like Cl 1 Claude Code 1 989 tok
frankxai/awesome-motion-design-agent-skills Web-first catalog for interface motion, web interaction, programmatic video, and motion-de 1 Codex, OpenCode 1 925 tok
fetcher-sh/fetcher-skills 1 Claude Code, Codex, OpenCode 1 2,162 tok
Callicrate/skills Semi-dynamic context enrichment for AI 1 Codex, OpenCode 1 622 tok
link0-o/PerfLens Evidence-driven Linux performance analysis toolkit with a CLI, MCP server, and Codex Skill 1 Codex, OpenCode 1 1,002 tok
band-ai/band-mcp 1 Cursor 1 4 tok
eic/xrootd-mcp-server eic.github.io An MCP server that allows for querying XRootD servers by LLM agents. 1 Codex, GitHub Copilot, OpenCode 2 3,032 tok
mhlavac/edupage-mcp MCP server for Edupage — access timetables, grades, homework, messages and more from Claud 1 Claude Code 1 1,797 tok
darkcofy/sqlprism darkcofy.github.io SQL codebase indexer with column-level lineage, impact analysis, and MCP server support 1 Claude Code 6 614 tok
joeswann/pocketsmith-mcp 1 Claude Code 1 156 tok
ximenchuifeng/codex-kimi-bridge Codex plugin and MCP bridge for delegating implementation work to Kimi Code 1 Codex, OpenCode 1 2,444 tok
clay-good/sophiewell.com sophiewell.com Always free healthcare utilities. 1 Claude Code 3 190 tok
jcharveyjr/claude-chatgpt-agent-bridge Private MCP task broker for delegated work between Claude and ChatGPT/Codex agents. 1 Claude Code, Codex, OpenCode 3 382 tok
aRustyDev/dotfiles 1 Claude Code 1 —
satoh-y-0323/claude-code-conductor A Claude Code framework centered on multi-agent orchestration. 1 Claude Code 38 —
ministryofjustice/hmpps-contacts-ui Frontend UI to create and maintain contacts within DPS, including potential visitors and d 1 Codex, OpenCode 1 1,344 tok
Edison-Watch/Custom-MCPs 0 Claude Code, Codex, OpenCode 19 3,080 tok
hsb3/opencode-sandbox Isolated opencode instances from prebuilt GHCR images, consumable as MCP servers 0 Claude Code, Codex, OpenCode 5 980 tok
radthenone/ai-instruction-kit-mcp Projekt MCP który zbiera instrukcje dla cursor, vscode, github copilot, codex, kiro, kilo, 0 Claude Code, Codex, Cursor, OpenCode 70 2,304 tok
francemazzi/frasma frasma.org my website 0 Claude Code, Codex 1 —
rilldata/agent-skills docs.rilldata.com Agent skills for developing a Rill project 0 Codex, OpenCode 1 53 tok
theYahia/delovye-linii-mcp npmjs.com MCP server for Delovye Linii — freight delivery, tariff calculation (Russia) 0 Claude Code 3 —
sairam0424/ag-bash npmjs.com 🐚 Ag-Bash: The AI-Native Shell Gateway. A production-grade, sandboxed Bash environment de 0 Claude Code, Codex, OpenCode 2 3,472 tok
kawacode-ai/kawa.mcp Kawa Code MCP 0 Claude Code 1 2,344 tok
webmaxru/enonic-agent-skills Agent skills for Enonic XP CMS development — API reference, content migration, content typ 0 Codex, OpenCode 1 507 tok
knocklabs/skills 0 Claude Code, Codex, OpenCode 2 1,295 tok
unifyai/unify Unify: an AI assistant built as a back office of cooperating LLM-driven state managers (ar 0 Claude Code, Codex, OpenCode 3 37,173 tok
tools-for-agents/anvil tools-for-agents.github.io 🔨 Throwaway Docker sandbox for agents: run code/commands in isolated, resource-limited co 0 Codex, OpenCode 1 854 tok
vanppsa/oracle-models This project transforms the `oracle-models` skill into a **local MCP Server**. It classifi 0 Codex, Gemini CLI, OpenCode 2 3,793 tok