How real projects configure their agents

23,222 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
cyanheads/aviation-weather-mcp-server npmjs.com Fetch METARs, TAFs, PIREPs, and domestic SIGMETs from the NWS Aviation Weather Center via 2 Claude Code, Codex, OpenCode 2 12,708 tok
capad-xyz/searchts capad.fyi The missing layer between AI and the web. Open-source escalating web unlocker + read/searc 2 Claude Code, Codex, OpenCode 2 3,140 tok
cyanheads/census-mcp-server npmjs.com Query U.S. Census Bureau data, variables, and geography via MCP. STDIO or Streamable HTTP. 2 Claude Code, Codex, OpenCode 2 12,212 tok
Vbj1808/retrieval-lens glama.ai MCP server that audits RAG retrieval - logs what chunks the model saw before any answer wa 2 Codex, OpenCode 1 737 tok
beardfaceguy/daimonos 2 Codex, OpenCode 1 7,851 tok
calllint/calllint calllint.com Pre-flight risk linting for MCP and agent tools — check the blast radius before your agent 2 Codex, GitHub Copilot, OpenCode 2 1,203 tok
dfch/biz.dfch.AsdSte100Mcp d-fens.ch An MCP Server for the ASD-STE100 Issue 9 standard. 2 Codex, OpenCode 1 2,412 tok
benseverndev-oss/goldencheck [Archived] Now part of the Golden Suite monorepo: github.com/benseverndev-oss/goldenmatch 2 Claude Code, Codex, GitHub Copilot, OpenCode 3 6,781 tok
orbs-network/spot orbs-network.github.io 2 Codex, GitHub Copilot, OpenCode 2 2,894 tok
astrogilda/waitbus thepragmaticquant.com A workstation-local event bus: your AI coding agents wait on events instead of polling — a 2 Codex, OpenCode 1 567 tok
Wolfe-Jam/gemini-faf-mcp faf.one Persistent Project Context for Google Gemini — IANA-registered .faf format · MCP server + 2 Claude Code, Codex, Gemini CLI, OpenCode 3 1,927 tok
beydemirfurkan/todox todox.dev Working memory for developers and their agents — an agent-first task log with decisions, d 2 Claude Code, Codex, GitHub Copilot, OpenCode 7 4,277 tok
cyanheads/astronomy-mcp-server npmjs.com Offline observational astronomy — planet and moon positions, rise/set, phases, eclipses, a 2 Claude Code, Codex, OpenCode 2 14,850 tok
elViRafa/agentic-memory Agentic memory fabric - MCP server for persistent memory management 2 Claude Code, Codex, GitHub Copilot, OpenCode 4 5,869 tok
fabionfsc/nuzo-memory nuzo.com.br Local-first, auditable memory for Codex, Claude Code, and MCP-compatible AI agents. 2 Codex, OpenCode 1 1,121 tok
chriswu727/argus yichenwu.dev Autonomous QA MCP that tests web and macOS apps like a real testing engineer—and verifies 2 Codex, OpenCode 1 2,825 tok
davidmosiah/apple-health-mcp wellness.delx.ai Unofficial local-first Apple Health MCP server — parses your local export and exposes acti 2 Codex, OpenCode 1 162 tok
davidmosiah/google-ads-intent-mcp Dry-run-first Google Ads search-term intent analyzer and negative-keyword MCP for agents. 2 Codex, OpenCode 1 167 tok
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 1,596 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
liuh886/ownly liuh886.github.io Own less, Live more, Decide better 2 Claude Code, Codex, OpenCode 2 844 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
genecell/preprint-fulltext Retrieve full text of bioRxiv, medRxiv & arXiv preprints as structured sections — to groun 2 Codex, GitHub Copilot, OpenCode 2 2,962 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 1,183 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
kapella-hub/FirekeepHQ firekeep.ai Self-hosted shared context, memory, coordination, and evidence for Claude Code, Codex, Kir 2 Claude Code, Codex, OpenCode 2 7,523 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 1 629 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
finfin/mermaid-mcp-app Interactive Mermaid Editor inside Claude Desktop / VSCode Copilot 2 Claude Code, Codex 1
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
pvliesdonk/scholar-mcp 2 Claude Code, Codex, OpenCode 13 5,876 tok
rctruta/sql-benchmarks-dagster SQL Benchmarking Laboratory using Dagster for Orchestration 2 Codex, OpenCode 1 1,830 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 Turn Claude, ChatGPT, and any LLM into a safe, bloat-free Autonomous Coding Agent with sem 2 Codex, OpenCode 1 424 tok
szhygulin/vaultpilot-mcp vaultpilot-mcp.ai Safety first. Hardware-verified DeFi for AI agents — designed for when the AI can be compr 2 Claude Code, Codex, OpenCode 2 7,210 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
typesensekit/typesensekit typesensekit.vercel.app 95 typed Typesense operations for humans and AI agents—one CLI and MCP server, read-only b 2 Claude Code, Codex, OpenCode 2 84 tok
joinwell52-AI/FCoP joinwell52-ai.github.io FCoP — file-based behavior-governance protocol for multi-agent AI. Tasks, reports, review, 2 Codex, OpenCode 1 192 tok
zxhwolfe-dev/aiworkstation-open-source-intelligence useaistation.com Evidence-backed research, comparison, license verification, and stack planning for open-so 2 Codex, OpenCode 1 181 tok
mikluko/jmap-mcp 2 Codex, OpenCode 1 2,086 tok
vish288/mcp-coda pypi.org MCP server for Coda API — 54 tools, 12 resources, 5 prompts. Docs, pages, tables, rows, fo 2 Codex, Gemini CLI, OpenCode 2 2,292 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
zseta/progi progi.dev Progi is an MCP-native workflow engine for your AI harness 2 Claude Code, Codex, OpenCode 2 1,890 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
vinhphatfsg/rulemorph rulemorph.com YAML-based declarative data transformation engine - transform CSV/JSON to JSON without cod 2 Codex, OpenCode 1 1,663 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