How real projects configure their agents

32,006 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
kiranreddi/sentinel-dv Sentinel DV is an **open-source Model Context Protocol (MCP) server** that provides large 4 Claude Code, Codex 3
gvasile29/qai-consultant quality-ai-consultant.streamlit.app AI-powered QA Architect agent — generates ISTQB/OWASP/IEEE/ISO-grounded Test Strategies, R 4 Claude Code 2 26,522 tok
Yuuqq/jules-dispatch yuuqq.github.io Turn Google Jules into a massively parallel AI coding workforce — batch-dispatch CLI + MCP 4 Claude Code 1 389 tok
SegfaultSorcerer/heap-seance MCP server that channels JVM forensics into structured leak verdicts — for Claude Code. 4 Claude Code 3 267 tok
davidf9999/gx-mcp-server A Python server that exposes Great Expectations data quality tools to LLM agents via the M 4 Claude Code, Codex, Gemini CLI, OpenCode 3 1,420 tok
feedthrough/feedthrough feedthrough.dev A debug bridge embedded inside your web app, exposing runtime internals to AI agents via M 4 Claude Code 1 3,543 tok
gregario/mtg-oracle Magic: The Gathering MCP server with card search, rules lookup, deck analysis, and Command 4 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 4 Claude Code 3 7,862 tok
blightbow/parkour-mcp A content exploration toolkit that helps LLMs surface high signal, unsummarized web conten 4 Claude Code 1 7,787 tok
cdeust/cortex-viz ai-architect.tools Cross-platform visualization MCP for Cortex — host-neutral live activity from Codex, Gemin 4 Claude Code 1 203 tok
dawitlabs/capsule capsulectx.vercel.app Markdown context packs that help coding agents reduce repeated repository-discovery tokens 4 Claude Code, Codex, Cursor, OpenCode 3 225 tok
cdeust/ai-architect-mcp-codebase ai-architect.tools AI Architect Codebase: cross-platform code intelligence MCP for Claude Code, Codex, Gemini 4 Claude Code 7 273 tok
nicglazkov/commutescout commutescout.com Live road conditions across 37 US states: map, route planner, toll pricing, and AI assista 4 Claude Code 1 373 tok
l-agence/agence l-agence.github.io Governance layer for AI coding agents — every action classified, gated, and cryptographica 4 Claude Code, Codex, Cursor, OpenCode 4 2,107 tok
mspstack/mcp-planner MCP server for Microsoft Planner — plans, buckets, and tasks via Microsoft Graph, with del 4 Claude Code 1 1,052 tok
go-ports/echovault Go port of echovault: Local-first memory for coding agents. Decisions, bugs, and context s 4 Claude Code, Codex, OpenCode 2 4,651 tok
jacklenzotti/pullpush-mcp pullpush.io MCP for Reddit Post and Comment Data 4 Claude Code 1
mpmcgowen/metricui metricui.com React component library for analytics dashboards — KPI cards, charts, tables, and more wit 4 Claude Code, Codex, OpenCode 2 79 tok
kanylbullen/xupersplit split.xuper.fun Accountless group expense splitter — share a link, everyone adds what they paid, settle up 4 Claude Code, Codex, OpenCode 2 79 tok
mhcoen/mcp-relay MCP server that lets Claude Desktop and Claude Code pass messages without copy-paste 4 Claude Code 1
chrischall/booli-mcp Booli.se real estate MCP server for Claude — search listings, sold prices, areas & market 4 Claude Code 1 1,401 tok
cyanheads/biorxiv-mcp-server npmjs.com Search and retrieve bioRxiv and medRxiv preprints — by DOI, date interval, or keyword — vi 4 Claude Code, Codex, OpenCode 2 12,064 tok
jonnybottles/patch-tuesday-mcp pypi.org MCP server for Microsoft Patch Tuesday - query MSRC security updates, CVEs, and KBs with E 4 Claude Code, GitHub Copilot 2 10,790 tok
lazyants/hetzner-mcp-server 4 Claude Code 3 1,504 tok
marcoguillermaz/Tierward npmjs.com Governed AI coding on Claude Code: tiered pipelines, audit skills, MCP server. Claude gene 4 Claude Code 2
Goodeye-Labs/goodeye-cli CLI for Goodeye: turn business outcomes into verified AI workflows that agents run reliabl 4 Claude Code 1
pocketlantern/pocketlantern pocketlantern.dev Blocker-aware decision layer for AI coding agents, grounded in source-linked, time-sensiti 4 Claude Code 1 2,593 tok
qxchuckle/qcqx-project-manage marketplace.visualstudio.com A VSCode plugin for managing projects, potentially making them easier to use. 4 Claude Code, Codex, Cursor, OpenCode 41 111 tok
ctxfile/ctxfile ctxfile.dev Local-first MCP server that snapshots your project's working state into one context object 4 Claude Code, Codex, OpenCode 2 3,090 tok
mohisyed/JPOS-MCP The first open-source MCP server for jPOS and ISO 8583. Give AI agents deterministic acc 4 Claude Code 2 1,349 tok
n24q02m/imagine-mcp mcp.n24q02m.com Image and video understanding + generation for AI agents -- across Gemini, OpenAI, and Gro 4 Claude Code, Codex, OpenCode 2 4,418 tok
nonchan7720/manifold MCP Gateway(Support for OAS, Swagger and MCP Server) 4 Claude Code 1
plumbkit/plumb getplumb.sh IDE intelligence for AI coding agents, with LSP semantics, tree-sitter indexing, project m 4 Claude Code, Codex, Gemini CLI, OpenCode 5 1,818 tok
theYahia/yookassa-mcp npmjs.com MCP server for YooKassa — payments, refunds, receipts, webhooks (Russia). Part of WWmcp — 4 Claude Code 4
yarrasys/kdbx Per-project secrets in local KeePassXC vaults, injected into commands without ever printin 4 Claude Code, Codex, OpenCode 2 3,069 tok
farhan0167/cv-claw pypi.org Tailor your resume to any job by talking to Claude - ships as a CLI + Claude Skill. Resume 4 Claude Code 1 841 tok
Sintexer/jvm-source-lens 4 Claude Code, Codex, OpenCode 2 2,138 tok
paarths-collab/quant-brain-mcp MCP Server for Stock Analysis, Backtesting, and Portfolio Intelligence 4 Claude Code, Codex, GitHub Copilot, Cursor 3 1,057 tok
vuluu2k/webcake-storefront-mcp store.toolvn.io.vn Webcake Landing MCP is project build webiste, manage dashboard, custom code,... 4 Claude Code 1 2,305 tok
yaver-io/yaver.io yaver.io 4 Claude Code, Codex, OpenCode 2 31,971 tok
psyb0t/docker-hybrids3 ciprian.51k.eu Lightweight object storage that speaks S3 (boto3/AWS SDK compatible), plain HTTP, and MCP. 4 Claude Code 1
arch3rPro/dsh-skills Generalized development-specification skills distilled from DeepSeek Harness's engineering 4 Claude Code, Codex, OpenCode 2 772 tok
DjordjeMojsilovic/Djordjes-Claude-Setup My personal Claude setup – 11 custom skills, CLAUDE.md config and a complete prompting gui 4 Claude Code 1 125 tok
LabinatorSolutions/kroki-editorial-diagrams labinator.com A unified diagramming skill for Claude Code and Antigravity IDE (Gemini CLI). It pairs mu 4 Claude Code 1 2,659 tok
sandraschi/yahboom-mcp FastMCP 3.2 server plus Webapp for Yahboom Raspbot v2 robot car, ros2, raspberry pi 4 Claude Code, Codex, GitHub Copilot, Cursor, OpenCode, Windsurf 7 1,209 tok
xAmirHamza77/ReverseOps-Skill ReverseOps-Skill is an AI-powered security orchestration framework that routes AI agents t 4 Claude Code 1 341 tok
toolbox-playground/super-claudio A curated Claude Code plugin with skills for anything Claude can do. 4 Claude Code 1 632 tok
warpirate/linkedin-maxxing 17 Claude Code skills + slash commands for substance-first LinkedIn growth. Profile audit, 4 Claude Code 1 1,226 tok
fouradata/mcp foura.ai MCP server for the FourA web scraping API - four tools, six prompts, one API key. 4 Claude Code, Codex, OpenCode 2 1,248 tok
sefaertunc/Worclaude sefaertunc.github.io CLI scaffolding tool that generates tailored .claude/ workflow infrastructure for Claude C 4 Claude Code, Codex, OpenCode 14 3,023 tok