How real projects configure their agents

43,652 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 agents7,588Claude Code6,636Data and AI3,676Backend and APIs3,496Languages3,402Planning3,219Git and workflow3,187Code review2,745Testing2,374Memory and context2,364DevOps and cloud2,310Writing and docs2,309Research2,295Frontend2,261Security2,021Productivity1,715

All Claude Code31,998 Codex23,222 OpenCode22,170 GitHub Copilot3,550 Gemini CLI1,918 Cursor1,738 Windsurf137 Kiro80

Project Stars Configures Files Always loaded
flytohub/flyto-indexer flyto2.com Shows what a code change can break before an AI edits, and checks the repo before it says 4 Claude Code, Codex, OpenCode 2 2,945 tok
DinanathDash/Envault envault.tech Auditable .env secret manager featuring aggressive CLI safeguards and GitHub JIT access. 4 Claude Code, Codex 3
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
Onplana/onplana-mcp-server onplana.com Official MCP server and TypeScript client for Onplana — connect Claude, ChatGPT, Cursor, a 4 Gemini CLI 1 981 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
kuzivaai/getregula getregula.com Local code-observable AI-governance indicators for EU AI Act, South Korea AI Basic Act and 4 Codex, OpenCode 1 915 tok
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
humanity4ai/project_human humanity4ai.github.io 9 humanity skills for AI agents — crisis detection, WCAG audits, empathy, cultural sensiti 4 Codex, GitHub Copilot, OpenCode 2 3,112 tok
j7an/nexus-mcp MCP server that lets AI models invoke CLI agents (Codex, Claude, OpenCode) as tools — with 4 Codex, OpenCode 1 1,449 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
iTophua/iterminal 4 Codex, OpenCode 1 7,648 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
scottchronicity/ephemeris-mcp pypi.org Precision astronomical ephemeris for AI agents. An MCP server providing planetary position 4 Codex, GitHub Copilot, Cursor, OpenCode 3 1,032 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
evalor/Dida365MCP This is a Dida365/TickTick MCP server that Copilot spent 3 hours writing by itself! 4 GitHub Copilot 1 2,628 tok
gabrielmahia/mpesa-mcp pypi.org MCP server for M-PESA Daraja API — STK push, B2C, balance, status. 7 tools. 4 Codex, OpenCode 1 674 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
planetscale/mcp-server planetscale.com PlanetScale mcp-server tools 4 Claude Code, Codex, Cursor, OpenCode 3 10 tok
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
shaumik/PokeArena An MCP server that lets LLM agents play Pokémon battles. 4 Codex, OpenCode 1 5,449 tok