How real projects configure their agents

24,815 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 agents8,505Claude Code6,886Git and workflow3,611Data and AI3,580Backend and APIs3,556Languages3,487Planning3,327Code review2,899Testing2,686Writing and docs2,480DevOps and cloud2,479Memory and context2,375Research2,323Frontend2,308Security2,172Project management1,965

All Claude Code32,517 Codex24,815 OpenCode23,733 GitHub Copilot3,719 Gemini CLI2,034 Cursor1,770 Windsurf202 Kiro114

Project Stars Configures Files Always loaded
dgpl-mcps/linux_system_mcp 5 Codex, OpenCode 1 9 tok
agentmail-to/agentmail-smithery-mcp docs.agentmail.to Moved to agentmail-to/agentmail-mcp; no maintained code or deployment lives here. 5 Codex, OpenCode 1 3,836 tok
cyanheads/cdc-health-mcp-server npmjs.com Search and query CDC public health data — mortality, vaccinations, surveillance, behaviora 5 Claude Code, Codex, OpenCode 2 30,222 tok
2aronS/qdrant-scale Agent skills for scaling Qdrant vector search deployments 5 Codex, OpenCode 1 453 tok
shervinemp/CodebaseMCP 5 Codex, OpenCode 1 605 tok
Grinv/tmdb-mcp npmjs.com MCP server for The Movie Database (TMDB) with IMDb/Rotten Tomatoes/Metacritic ratings via 5 Claude Code, Codex, OpenCode 10 2,664 tok
Grinv/steam-games-mcp npmjs.com MCP server for Steam: keyless store/catalog data (deals, tags, SteamOS/Deck/Frame compat) 5 Claude Code, Codex, OpenCode 2 3,096 tok
DrRataplan/fonto-docs-mcp MCP server for Fonto XML documentation — search and fetch API docs directly in Cursor, Cla 5 Codex, OpenCode 1 1,041 tok
0spoon/seamless thereisnospoon.org Local-first shared memory and task coordination for AI coding agents. One Go binary, MCP s 5 Claude Code, Codex, OpenCode 2 9,708 tok
davidmosiah/withings-mcp wellness.delx.ai Unofficial local-first Withings MCP server for AI health, sleep and activity agents. 5 Codex, OpenCode 1 158 tok
amyodov/yet-another-agentic-chat pypi.org YAAC: yet-another-agentic-chat. Messaging between concurrent AI coding sessions, across cl 5 Claude Code, Codex, OpenCode 3 10,042 tok
derekslinz/meta-data-mcp linzalytics.com A meta-mcp (mmcp) server offering a window into the exciting world of open data sources by 5 Codex, OpenCode 1 1,623 tok
astandrik/local-ydb-toolkit local-ydb-toolkit.ydb-qdrant.tech Codex skill and MCP server for operating Docker-based local YDB deployments, locally or ov 5 Codex, OpenCode 1 2,200 tok
mpmcgowen/metricui metricui.com React component library for analytics dashboards — KPI cards, charts, tables, and more wit 5 Claude Code, Codex, OpenCode 2 79 tok
humanity4ai/project_human humanity4ai.github.io 9 humanity skills for AI agents — crisis detection, WCAG audits, empathy, cultural sensiti 5 Codex, GitHub Copilot, OpenCode 2 3,112 tok
ctxfile/ctxfile ctxfile.dev Local-first MCP server that snapshots your project's working state into one context object 5 Claude Code, Codex, OpenCode 2 3,648 tok
planetscale/mcp-server planetscale.com PlanetScale mcp-server tools 5 Claude Code, Codex, Cursor, OpenCode 3 10 tok
smaniches/alphafold-sovereign-mcp pypi.org BioMed MCP over AlphaFold DB + 8 public sources, with SQLite knowledge graph, offline mode 5 Codex, OpenCode 1 776 tok
yarrasys/kdbx Per-project secrets in local KeePassXC vaults, injected into commands without ever printin 5 Claude Code, Codex, OpenCode 2 3,246 tok
shaumik/PokeArena An MCP server that lets LLM agents play Pokémon battles. 5 Codex, OpenCode 1 5,449 tok
tinygodsdev/bitext-word-alignment 5 Claude Code, Codex, OpenCode 2 1,110 tok
yaver-io/yaver.io yaver.io 5 Claude Code, Codex, OpenCode 2 32,820 tok
arch3rPro/dsh-skills Generalized development-specification skills distilled from DeepSeek Harness's engineering 5 Claude Code, Codex, OpenCode 2 772 tok
s0fractal/warrant s0fractal.github.io Signed, hash-addressed decision records for AI agents, with reasons you can re-run 5 Codex, OpenCode 1 786 tok
toolbox-playground/super-claudio A curated Claude Code plugin with skills for anything Claude can do. 5 Claude Code, Codex, OpenCode 2 1,456 tok
aliasunder/agent-skills Agent skills for AI coding agents — trip planner, Obsidian vault, and more 5 Claude Code, Codex, OpenCode 2 805 tok
z29k/notabene z29k.github.io Leave notes in the margins of your repo's docs then let your AI agent apply them, resolve 5 Claude Code, Codex, OpenCode 2 12,056 tok
echennells/sparkbtcbot x.com Agent skill for Spark Bitcoin L2 wallet capabilities including L402 for AI agents 5 Claude Code, Codex, OpenCode 2 4,027 tok
gryszzz/Kaspa-Ai-Agent-Skill gryszzz.github.io Kaspa sovereign architect engine ; engineering skill for AI agents, with source-gated prot 5 Codex, OpenCode 1 753 tok
nsokin/leia Leia - bulk playlist to Yoto MYO tool 5 Claude Code, Codex 1 —
strale-io/strale strale.io New tools for your agent. No new accounts. One connection to a growing library of tools ag 5 Claude Code, Codex, OpenCode 7 29,160 tok
ManceRayder42/jarvis-os A memory hub and curated skill set for Claude Code — persistent memory that loads from any 5 Claude Code, Codex, OpenCode 1 439 tok
coroboros/agent-skills coroboros.com AI agent skills for Claude Code and compatible agents — workflow, coding, design, Claude C 5 Codex, OpenCode 1 511 tok
mpbt-hq/starfleetctl multi agent coordination / command & control toolkit following the Startrek fleet metaphor 5 Codex, OpenCode 1 82 tok
cosgroveb/debian-packaging-agent-skill Debian packaging skill with comprehensive policy, debhelper, and language-specific knowled 5 Codex, OpenCode 1 206 tok
kaltura/kaltura-agents-api-guides kaltura.md Everything AI agents need to master the full Kaltura platform — The Agentic Digital Experi 5 Claude Code, Codex, OpenCode 5 8,819 tok
kelegele/oh-my-pm Oh-My-PM - Product Manager AI Agent Workflow System via Claude Code Skills 5 Claude Code, Codex, OpenCode 2 4,470 tok
augchan42/inkstone sixlines.online 硯台 — Claude Code skills for creative and design workflows. Ink painting prompts from class 5 Claude Code, Codex, OpenCode 2 4,012 tok
deanpeters/product-manager-antagonist-skills Structured dissent skills for product practitioners preparing for consequential decisions 5 Codex, OpenCode 1 7,613 tok
natnew/Awesome-Agentic-Engineering natnew.github.io A curated map of agentic AI systems — covering architectures, frameworks, memory, evaluati 5 Claude Code, Codex, GitHub Copilot, OpenCode 7 7,303 tok
initxy/ai-native Make any repo AI native — fewer skills, conventions over steps, so any agent can cold-star 5 Codex, OpenCode 1 330 tok
hesprs/synthkernel hesprs.github.io 🧩 A type-safe and composable architecture for modular monolith development in TypeScript. 5 Codex, OpenCode 1 137 tok
topprismdata/cultivating-ml-agent A self-improving ML agent that compounds capability across projects through knowledge crys 5 Codex, OpenCode 1 3,602 tok
netresearch/typo3-testing-skill Agent Skill for creating and managing TYPO3 extension tests | Claude Code compatible 5 Codex, OpenCode 1 939 tok
ddtcorex/maestro-skills Universal AI Agent Development Skills Hub & Cordis Plugin for Govard, Magento 2, Laravel. 5 Claude Code, Codex, OpenCode 2 5,723 tok
CSKishan/ame-skill Agent skills for VS Code, Google Antigravity, and Claude Code — spec-before-code interview 5 Codex, OpenCode 1 1,499 tok
TechSpokes/skill-base-template Skill template for AI agents 5 Codex, GitHub Copilot, OpenCode 4 1,892 tok
ethanolivertroy/drata-cli Unofficial generated CLI for Drata's public API, built from published OpenAPI specs and op 5 Claude Code, Codex, OpenCode 2 324 tok
jthingelstad/mb Micro.blog CLI and local MCP server built for agents: structured output, composable comman 5 Claude Code, Codex, OpenCode 2 3,550 tok
Blakeem/AI-Prompt-Guide-MCP aipromptguide.com Deprecated. MCP server and Claude Code plugin with task driven agent orchestration workflo 5 Claude Code, Codex, OpenCode 2 2,900 tok