How real projects configure their agents

24,842 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 agents8,530Claude Code6,887Git and workflow3,618Data and AI3,582Backend and APIs3,558Languages3,485Planning3,325Code review2,903Testing2,691DevOps and cloud2,482Writing and docs2,481Memory and context2,373Research2,322Frontend2,310Security2,179Project management1,971

All Claude Code32,523 Codex24,842 OpenCode23,761 GitHub Copilot3,723 Gemini CLI2,038 Cursor1,771 Windsurf201 Kiro116

Project Stars Configures Files Always loaded
lm203688/aishield aishield.ai 🛡️ Agent-native AI tool security scanner. Scan MCP/Skill/GPT/Prompt for security risks. 4 2 Claude Code, Codex, OpenCode 2 3,994 tok
hshintelligence/agent-scrape agent-scrape.healingsunhaven.workers.dev Pay-per-call web scraping for AI agents — no signup, no API keys, just USDC. x402-monetize 2 Codex, OpenCode 1 360 tok
livevariant/livevariant livevariant.com Open-source adaptive A/B testing where the whole test lives in a URL: no accounts, no API 2 Claude Code, Codex, OpenCode 3 5,653 tok
eralpozcan/vision-squeezer visionsqueezer.com LLM-native image optimization MCP server 2 Claude Code, Codex, OpenCode 2 2,280 tok
matematicsolutions/mcp-saos matematicsolutions.com MCP server for Polish common and Supreme Court case law via the SAOS API - verifiable cita 2 Claude Code, Codex, OpenCode 3 1,314 tok
madamak/apache-airflow-mcp-server pypi.org Independent incident-response MCP server for Apache Airflow: diagnose failed DAGs from UI 2 Codex, OpenCode 1 1,534 tok
laffeyp/cascade-img greenrosesystems.com MCP server for LLM-operable Midjourney image generation — compose, generate, inspect with 2 Claude Code, Codex, GitHub Copilot, Gemini CLI, OpenCode 4 9,467 tok
mirnoorata/codexa Codex-native codebase intelligence: deterministic repo context, change-plan drift review, 2 Claude Code, Codex, OpenCode 1 635 tok
nazar256/memheaven nazar256.github.io Self-hosted, searchable remote MCP memory server you own for ChatGPT and AI agents on Clou 2 Codex, OpenCode 1 239 tok
neo4j-labs/neo4j-mcp-canary canary fork of the official neo4j MCP server 2 Codex, OpenCode 1 2,668 tok
kaneg/k8s-mcp-go Safe Kubernetes access for AI agents via MCP. Read-only by default, with explicit permissi 2 Codex, OpenCode 1 282 tok
ravendb/ravendb-mcp 2 Codex, OpenCode 1 259 tok
divyanshu-iitian/SearchForge divyanshu-iitian.github.io Open-source web search API and MCP server for LLMs, AI agents, and RAG. Free sources, self 2 Codex, OpenCode 1 118 tok
hugolsramos01-bit/mcp-agentic-server hugoramos.dev Turn Claude, ChatGPT, and any LLM into a safe, bloat-free Autonomous Coding Agent with sem 2 Codex, OpenCode 1 424 tok
pduggusa/dugganusa-cli analytics.dugganusa.com CLI threat intel scanner + local STDIO MCP server: check IPs, domains, hashes, CVEs agains 2 Claude Code, Codex, OpenCode 2 1,319 tok
tiagosilva07/zyrax-guard zyrax.io Audit your AI agent configs before you run them — prompt injection, rogue MCP servers, cre 2 Claude Code, Codex, OpenCode 12 1,130 tok
tyler-mitchell/type-atlas 🧠 TypeScript code intelligence MCP server for coding agents — 🗺️ project-aware navigati 2 Claude Code, Codex, OpenCode 4 5,987 tok
revsmoke/promptrejectormcp Open-source MCP and HTTPS screening for prompts, skills, and tool descriptions using TypeS 2 Claude Code, Codex, OpenCode 2 744 tok
mikluko/jmap-mcp 2 Codex, OpenCode 1 2,088 tok
vish288/mcp-coda pypi.org MCP server for the Coda API — 54 tools, 12 resources, 5 prompts for docs, pages, tables, r 2 Codex, OpenCode 1 5,261 tok
yannmenec/inspectrum Catch the bad plan before you spend the tokens. Cross-LLM peer review via MCP. 2 Claude Code, Codex, Gemini CLI, OpenCode 3 2,681 tok
robertn702/webmcp-today webmcp.today Community registry of WebMCP packages for sites that have not implemented WebMCP. 2 Claude Code, Codex, OpenCode 2 2,594 tok
vitaliemiron/cookidoo-mcp vitaliemiron.github.io Unofficial Cookidoo MCP server for AI-assisted Thermomix recipes, guided cooking, meal pla 2 Codex, OpenCode 1 5,750 tok
xyzzylabs/tc39-mcp mcp.xyzzylabs.ai MCP for the TC39 specs (not affiliated with Ecma/TC39). SHA-pinned ECMA-262 + ECMA-402, AO 2 Claude Code, Codex, GitHub Copilot, OpenCode 3 1,590 tok
xyzzylabs/wasm-mcp mcp.xyzzylabs.ai MCP server for the WebAssembly specification. SHA-pinned instructions, types, sections, fu 2 Claude Code, Codex, OpenCode 2 1,002 tok
v1b3x0r/living-memory-engine viibe.to Model Context Protocol (MCP) memory server giving AI agents a persistent, shared world acr 2 Claude Code, Codex, OpenCode 3 4,740 tok
sologovision/flato-design-mcp flato.ai The native canvas runtime for AI design, connected through MCP. 2 Claude Code, Codex, OpenCode 2 378 tok
mrslbt/tabedata-mcp Japanese food nutrition for AI assistants. Bilingual JP/EN lookups across konbini, restaur 2 Codex, OpenCode 1 3,449 tok
stonematt/mcp-obsidian-cli Save chat notes from Claude Desktop to your vault — MCP on Obsidian CLI. Keep what matters 2 Claude Code, Codex, OpenCode 4 1,104 tok
rafaelcg/stripekit stripe.rafael.ltd The create-next-app of Stripe — declarative catalog reconciliation + correct-by-constructi 2 Claude Code, Codex, OpenCode 2 1,066 tok
kaiser-data/lineup Lineup — a ChatGPT App (Alpic Skybridge MCP) that turns one sentence into an event pack: e 2 Codex, OpenCode 1 32 tok
sebastienrousseau/camt053 camt053.com Read ISO 20022 camt.052, camt.053, and camt.054 bank-to-customer statements and generate v 2 Codex, OpenCode 1 858 tok
zyqzyq/Unfour unfour.dev Local-first backend troubleshooting workspace for tracing failures across API, SSH, and da 2 Codex, OpenCode 1 788 tok
nalediym/touch-grass touch-grass-xi.vercel.app A Claude Code plugin that teaches your AI agent to remind you to go outside. Weather-aware 2 Claude Code, Codex, OpenCode 2 79 tok
AUTHENSOR/AUTHENSOR authensor.com AI evaluation integrity research. We audit the benchmarks, LLM judges and scoring pipeline 2 Claude Code, Codex, Cursor, OpenCode 3 2,309 tok
trycourier/courier-mcp 2 Claude Code, Codex 1 —
xiaojiou176-open/campus-copilot xiaojiou176-open.github.io Academic decision workspace with cited study context from Canvas, Gradescope, EdStem, and 2 Claude Code, Codex, OpenCode 2 6,449 tok
antonio-mello-ai/mcp-airflow MCP server for airflow 2 Codex, OpenCode 1 589 tok
stfade/moth npmjs.com A debugging workflow plugin for AI coding agents. Turns terminal failures into source-back 2 Codex, OpenCode 1 1,253 tok
oryanmoshe/agent-skills Battle-tested skills for disciplined AI-assisted development. Task tracking, code review, 2 Claude Code, Codex, OpenCode 4 874 tok
nolindnaidoo/regex-le letools.dev Find every regex in a codebase, and report which can be driven into catastrophic backtrack 2 Claude Code, Codex, GitHub Copilot, Cursor, Gemini CLI, OpenCode, Windsurf 6 10,210 tok
nsphung/mcp-snowflake-server pypi.org MCP Snowflake Server NSP - A Snowflake MCP server — SQL queries, schema exploration, and d 2 Claude Code, Codex 1 —
partymola/fitbit-mcp modelcontextprotocol.io Retired - use google-health-mcp instead. The Fitbit Web API shuts down on 30 September 202 2 Claude Code, Codex, OpenCode 2 4,512 tok
alcylu/nightlife-mcp nightlifetokyo.com The first nightlife discovery MCP server. Search events, venues, and performers in Tokyo a 2 Claude Code, Codex, OpenCode 2 6,614 tok
rabqatab/LexLink-ko-mcp MCP server integrating the Korean National Law Information Center Open API for structured 2 Codex, OpenCode 1 3,027 tok
MarketcheckHub/marketcheck-api-mcp-apps apps.marketcheck.com Marketcheck MCP UI, embeddable apps showcase 2 Claude Code, Codex, OpenCode 2 333 tok
bitrefill/bitrefill-mcp-server bitrefill.com A Model Context Protocol Server connector for Bitrefill public API, to enable AI agents to 2 Codex, OpenCode 1 1,020 tok
shibley/mymcptools mymcptools.vercel.app MCP Server Directory - Find and compare Model Context Protocol servers 2 Claude Code, Codex, OpenCode 2 79 tok
JaviMaligno/mcp-server-bitbucket MCP server for Bitbucket API operations 2 Claude Code, Codex, OpenCode 2 1,451 tok
aby-agency/aby-claude-watcher Dashboard desktop pour monitorer en temps réel vos sessions Claude Code 2 Claude Code, Codex, OpenCode 7 18,578 tok