How real projects configure their agents

45,030 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 agents8,564Claude Code6,906Git and workflow3,633Data and AI3,578Backend and APIs3,558Languages3,494Planning3,322Code review2,906Testing2,695DevOps and cloud2,496Writing and docs2,489Memory and context2,375Research2,320Frontend2,312Security2,181Project management1,980

All Claude Code32,552 Codex24,920 OpenCode23,840 GitHub Copilot3,723 Gemini CLI2,039 Cursor1,771 Windsurf202 Kiro117

Project Stars Configures Files Always loaded
pedramamini/WisprMCP Programmatic, CLI, and MCP access to Wispr Flow data 5 Claude Code 1 1,265 tok
2aronS/qdrant-scale Agent skills for scaling Qdrant vector search deployments 5 Codex, OpenCode 1 453 tok
getmasv/masv-mcp-server masv.io MCP (Model Context Protocol) server that provides LLMs with tools to interact with the MAS 5 Kiro 6 8,884 tok
jbr/semantic-edit-mcp 5 Claude Code 1 4,762 tok
shervinemp/CodebaseMCP 5 Codex, OpenCode 1 605 tok
changjonathanc/mcp-registry 5 Claude Code 1 1,298 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
Yuuqq/jules-dispatch yuuqq.github.io Turn Google Jules into a massively parallel AI coding workforce — batch-dispatch CLI + MCP 5 Claude Code 1 389 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
gregario/mtg-oracle Magic: The Gathering MCP server with card search, rules lookup, deck analysis, and Command 5 Claude Code 9 271 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
cdeust/cortex-viz ai-architect.tools Cross-platform visualization MCP for Cortex — host-neutral live activity from Codex, Gemin 5 Claude Code 1 264 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
Onplana/onplana-mcp-server onplana.com Official MCP server and TypeScript client for Onplana — connect Claude, ChatGPT, Cursor, a 5 Gemini CLI 1 981 tok
aernouddekker/macos-mcp MCP server for macOS Mail.app — gives Claude native email access via AppleScript 5 Claude Code 1 709 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
nicglazkov/commutescout commutescout.com Live road conditions, trip planning and the best time to leave for 37 US states: a map, ro 5 Claude Code 1 373 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
matiasbattocchia/google-mcp g.mcp.openbsp.dev Streamable HTTP MCP server for Google Calendar and Sheets with OAuth management 5 Claude Code 1 233 tok
jonnybottles/patch-tuesday-mcp pypi.org MCP server for Microsoft Patch Tuesday - query MSRC security updates, CVEs, and KBs with E 5 Claude Code, GitHub Copilot 2 10,790 tok
theYahia/chestnyznak-mcp npmjs.com MCP server for Chestniy ZNAK — product marking, CRPT verification (Russia) 5 Claude Code 1 —
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
nonchan7720/manifold MCP Gateway(Support for OAS, Swagger and MCP Server) 5 Claude Code 5 1,481 tok
planetscale/mcp-server planetscale.com PlanetScale mcp-server tools 5 Claude Code, Codex, Cursor, OpenCode 3 10 tok
luke-fairbanks/broll luke-fairbanks.github.io The content studio MCP for coding agents — BYO-key generation, deterministic video/carouse 5 Claude Code 1 778 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
psyb0t/docker-hybrids3 ciprian.51k.eu Lightweight object storage that speaks S3 (boto3/AWS SDK compatible), plain HTTP, and MCP. 5 Claude Code, Codex, OpenCode 3 2,286 tok
cskwork/supergoal-skill cskwork.github.io One objective in, a verified result out. An agent skill that runs a full, gated dev proces 5 Gemini CLI 1 15 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 1 943 tok
xAmirHamza77/ReverseOps-Skill ReverseOps-Skill is an AI-powered security orchestration framework that routes AI agents t 5 Claude Code 1 341 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
warpirate/linkedin-maxxing 17 Claude Code skills + slash commands for substance-first LinkedIn growth. Profile audit, 5 Claude Code 1 1,226 tok
aliasunder/agent-skills Agent skills for AI coding agents — trip planner, Obsidian vault, and more 5 Claude Code, Codex, OpenCode 2 805 tok
Ici17/Ici-bar Bartender Agent — a cocktail-teaching skill from beginner to master level 5 Codex, OpenCode 1 507 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
KhaledSaeed18/dotclaude dotclaude.khaledsaeed.tech Reusable Claude Code extension registry. skills, subagents, slash commands, and hooks for 5 Claude Code 1 1,593 tok
echennells/sparkbtcbot x.com Agent skill for Spark Bitcoin L2 wallet capabilities including L402 for AI agents 5 Claude Code, Codex, OpenCode 2 4,477 tok
mohamedAtoui/business-expert-skill Elite business strategist skill for Claude Code and 40+ AI agents. 5-phase workflow: disco 5 Claude Code 1 389 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