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
andre-motta/claude-fleet-monitor Deprecated: replaced by tongs-agents (https://github.com/andre-motta/tongs-agents) 2 Claude Code, Codex, OpenCode 2 3,489 tok
gjjisadog/scipdf-mcp MCP + skill: download academic paper PDFs by DOI/title (one-step install) 2 Claude Code, Codex, OpenCode 2 465 tok
IshaanDugar/waveq Give your AI assistant eyes on VCD waveforms - local MCP server, zero dependencies, exact 2 Codex, OpenCode 1 199 tok
mergeos-bounties/gimp-mcp MCP server for GIMP image ops 2 Claude Code, Codex 1 —
codestable/cs-agent-mcp 2 Codex, OpenCode 1 662 tok
Parra-Inc/feedback-mcp Free, open-source, self-hosted feedback collection with a built-in MCP server. One endpoin 2 Claude Code, Codex, OpenCode 2 159 tok
mcp-gtw/mcp-gtw pypi.org Generic, installable Model Context Protocol (MCP) gateway. 2 Codex, OpenCode 1 3,807 tok
tpeppers/m59-harness Play Meridian 59 as a real player character, from an agent. MCP broker, protocol client, r 2 Claude Code, Codex, OpenCode 11 27,484 tok
getpostern/postern getpostern.com The personal context gateway — connect the sectors of your life once, reach them from any 2 Claude Code, Codex, OpenCode 4 2,361 tok
grglzrv/jenkins-mcp-server Secure-by-design Jenkins MCP server with runtime guardrails. Minibridge integration for Re 2 Codex, OpenCode 1 35 tok
tao-io/foldcase The typed, headless test loop for Foldkit components: Effect Schema reports, Model and Mes 2 Codex, OpenCode 1 2,329 tok
psychofanPLAYS/gemini4codex-mcp Model Context Protocol (MCP) server bringing Gemini's advanced agentic capabilities to Cod 2 Codex, Gemini CLI, OpenCode 2 601 tok
mirsella/context7-account-broker context7.com Quota-aware Context7 MCP broker with multi-account routing, caching, affinity, failover, a 2 Codex, OpenCode 1 74 tok
padzup/linkavista-mcp 2 Codex, OpenCode 1 360 tok
Joe15935/ios-agent-bridge An open-source control plane that gives Codex and other MCP agents hands on a real iPhone. 2 Codex, OpenCode 2 443 tok
sandraschi/midasheng-gen-mcp MCP server generating coherent 16 kHz mixed audio scenes from text - speech, music, sound 2 Claude Code, Codex, GitHub Copilot, Cursor, OpenCode 4 1,231 tok
pedrogmbh/whatsmcp Non-official MCP for the Z-API platform (WhatsApp) 2 Claude Code, Codex, OpenCode 2 2,356 tok
Thebeardedambivert/shopify-ai-ops-agent Autonomous, human-governed ecommerce operations agent built with LangGraph v1, 5 Model Con 2 Claude Code, Codex, OpenCode 14 916 tok
hygef-v4/youtube-studio-mcp hygef-v4.github.io High-performance, zero-dependency MCP server connecting AI assistants (Claude, Cursor, Ant 2 Claude Code, Codex, OpenCode 2 5,542 tok
sandraschi/gitee-mcp Gitee (Chinese GitHub) bridge for AI assistants: humming radar & momentum, repo intel, cro 2 Claude Code, Codex, GitHub Copilot, Cursor, OpenCode, Windsurf 7 1,808 tok
notluquis/mcp-pjud-cl mcp-pjud.readthedocs.io Servidor MCP no oficial de solo lectura para la consulta pública de causas del Poder Judic 2 Claude Code, Codex, GitHub Copilot, Gemini CLI, OpenCode 7 3,172 tok
mkslge/piazza-mcp A Piazza MCP Server 2 Codex, OpenCode 2 1,219 tok
khajaaijaz26/agent-demo-studio Plan-first local MCP, CLI, and Studio for AI agents to record demos and create launches, c 2 Claude Code, Codex, OpenCode 2 651 tok
ssmurfgg04-gif/context-m Deterministic agent memory. μ=0. Free, local, forever. Mem0-compatible. 2 Claude Code, Codex, OpenCode 3 1,505 tok
FTWAgency/wpconvert-devtools wpconvert.ai Open-source CLI, MCP server, and API examples for WPConvert.ai 2 Claude Code, Codex, OpenCode 2 418 tok
Patrick-Miles-Z/CAD-CC-Abaqus Automated FEA pipeline: DXF -> Abaqus via MCP protocol 2 Claude Code, Codex 7 —
Considus/proton-bridge-mcp considus.com Local MCP server for Proton Mail via Proton Mail Bridge. Read, organise and gated-send acc 2 Codex, OpenCode 1 1,030 tok
hlsitechio/Omarchy-4-AI-Agent-MCP MCP server that gives any LLM full control over an Omarchy Linux desktop — themes, tiling, 2 Codex, OpenCode 1 1,700 tok
J8k3/aws-payment-cryptography-mcp jacobmarks.com MCP server for AWS Payment Cryptography — key lifecycle, HSM migration analysis, and PCI-a 2 Claude Code, Codex, OpenCode 2 4,345 tok
arkheiaai/arkheia-mcp Arkheia MCP Trust Server + Enterprise Proxy — fabrication detection for enterprise AI pipe 2 Codex, OpenCode 1 1,647 tok
cyanheads/osv-advisory-mcp-server npmjs.com Query OSV.dev for package vulnerabilities, batch-audit dependency lists, and fetch full ad 2 Claude Code, Codex, OpenCode 2 14,178 tok
cyanheads/uniprot-mcp-server npmjs.com Search UniProtKB by protein function, fetch curated records, map IDs across databases, and 2 Claude Code, Codex, OpenCode 2 17,440 tok
cyanheads/whois-mcp-server npmjs.com Look up domain registration, check registry record status, fetch DNS records, and resolve 2 Claude Code, Codex, OpenCode 2 16,076 tok
cyanheads/wsdot-mcp-server npmjs.com Query WA highway conditions, ferry schedules, vessel locations, toll rates, border waits, 2 Claude Code, Codex, OpenCode 2 13,838 tok
cyanheads/musicbrainz-mcp-server npmjs.com Search artists, releases, recordings, works, and labels; traverse relationships; resolve I 2 Claude Code, Codex, OpenCode 2 19,680 tok
cyanheads/nist-nvd-mcp-server npmjs.com Search and audit CVEs by keyword, severity, CWE, CISA KEV status, and CPE via the NIST Nat 2 Claude Code, Codex, OpenCode 2 17,124 tok
cyanheads/onebusaway-mcp-server npmjs.com Query stops, routes, real-time arrivals, vehicle positions, and schedules from OneBusAway 2 Claude Code, Codex, OpenCode 2 8,235 tok
cyanheads/imf-mcp-server npmjs.com Query IMF SDMX 3.0 macroeconomic data — hundreds of dataflows across 190 countries, WEO pr 2 Claude Code, Codex, OpenCode 2 18,218 tok
cyanheads/mailchimp-mcp-server npmjs.com Draft, test, and send Mailchimp campaigns straight from your MCP client — with audience ma 2 Claude Code, Codex, OpenCode 2 12,682 tok
cyanheads/nws-weather-mcp-server npmjs.com Get US weather forecasts, active alerts, and current observations via the National Weather 2 Claude Code, Codex, OpenCode 2 19,496 tok
cyanheads/openfoodfacts-mcp-server npmjs.com Look up food products by barcode, search by keyword, tag, allergen, or nutrition filter, c 2 Claude Code, Codex, OpenCode 2 16,066 tok
mrslbt/pdf-it npmjs.com Native PDF renderer for AI-generated markdown. Cover page, auto TOC, page-numbered footer. 2 Codex, OpenCode 1 1,527 tok
cockroachdb/cursor-plugin CockroachDB development plugin for Cursor 2 Claude Code, Codex, OpenCode 2 471 tok
NicolaiSchmid/pons pons.chat Open-source WhatsApp Business API bridge with MCP server 2 Claude Code, Codex, OpenCode 2 4,320 tok
frankxai/awesome-agentic-income Web-first catalog of agent-product delivery, metering, billing, attribution, and governanc 2 Codex, OpenCode 1 395 tok
MausRundung/mcp-explorer jansky-design.com Model Context Protocol server providing advanced file system operations, regex search, imp 2 Codex, OpenCode 1 1,151 tok
geuneda/geuneda-mcp-unity Unity Editor MCP server — a plugin integrating AI IDEs such as Cursor, Claude Code, Codex, 2 Claude Code, Codex, OpenCode 2 4,202 tok
mateogon/download-books-mcp MCP server for agent-driven LibGen and Z-Library book search/download with provider-neutra 2 Codex, OpenCode 1 112 tok
socraticsurge/telugu-calendar-utilities panchangam.astrochaganti.com Telugu Panchangam as calendar feeds — tithi, nakshatra, muhurtams, Ekadashi and 30+ festiv 2 Claude Code, Codex, OpenCode 2 1,180 tok
MALeitch/live-chemdraw-mcp MCP server connecting Claude to a live ChemDraw window via COM automation 2 Claude Code, Codex, OpenCode 2 9,497 tok