How real projects configure their agents

23,799 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 agents8,544Claude Code6,892Git and workflow3,622Data and AI3,580Backend and APIs3,558Languages3,492Planning3,321Code review2,907Testing2,690DevOps and cloud2,489Writing and docs2,484Memory and context2,374Research2,321Frontend2,311Security2,178Project management1,971

All Claude Code32,539 Codex24,879 OpenCode23,799 GitHub Copilot3,723 Gemini CLI2,040 Cursor1,772 Windsurf202 Kiro116

Project Stars Configures Files Always loaded
guipmilek/despezzas-mcp MCP open-source e não oficial para dados financeiros do Despezzas, em Python/FastMCP, com 1 Codex, OpenCode 1 651 tok
afriemann/skills-mcp MCP server for browsing and fetching agent skills from remote registries (GitHub, HTTP) 1 Claude Code, Codex, OpenCode 11 1,005 tok
Ezra-Black/xcautokit XCAutokit — MCP server and CLI for Xcode + iOS Simulator automation 1 Codex, OpenCode 1 1,291 tok
fomoPhil/uad-console-mcp Unofficial MCP server for Universal Audio Apollo interfaces (UAD Console) via the UA Mixer 1 Codex, OpenCode 1 6,844 tok
nexez-ai/nexez nexez.ai Agentic commerce platform 1 Claude Code, Codex, OpenCode 2 878 tok
Considus/pagespeed-insights-mcp considus.com Local MCP server and CLI for Google PageSpeed Insights. Reports the median of several DIST 1 Codex, OpenCode 1 987 tok
scanmalware/mcp-server MCP server for the ScanMalware.com API 1 Codex, OpenCode 1 1,708 tok
Buzzr-app/dfs-engine buzzr-app.github.io TypeScript DFS settlement, payouts, stat normalization, test vectors, CLI, and an 11-tool 1 Codex, OpenCode 1 1,643 tok
ArturSkowronski/minipainter arturskowronski.github.io Local-first CLI + MCP server for a miniature-paint inventory and cross-brand color matchin 1 Claude Code, Codex, OpenCode 3 3,761 tok
BackBond/agent-scan backbond.ai Vet MCP and AI-agent tools before attachment. Local, deterministic static scanning with no 1 Codex, OpenCode 1 825 tok
Cipher208/a-memory cipher208.github.io a-memory: 4-tier AI agent memory in plain SQLite — 5 MCP primitives, hybrid FTS5+binary se 1 Claude Code, Codex, Cursor, OpenCode, Windsurf 4 789 tok
DealMachine/dealmachine-cli api.docs.dealmachine.com Official DealMachine CLI, hosted MCP server package, and agent skill for US property, owne 1 Codex, OpenCode 1 835 tok
Edison-Watch/sealgate-mcp 🦭 SealGate MCP 1 Claude Code, Codex, Cursor, OpenCode 12 1,367 tok
stipend-sh/stipend A non-custodial USDC wallet for AI agents. Spending limits enforced below the instruction 1 Codex, OpenCode 1 561 tok
Jujitae/invara migaryos.com Independent verification that a change kept the constraints it declared. Zero dependencies 1 Codex, OpenCode 1 585 tok
Maha-Strategies/maha-corp-web maha-corp-web.vercel.app 1 Claude Code, Codex, OpenCode 3 230 tok
Odrin/rhizome-mcp odrin.github.io Crash-safe task tracking for AI coding agents over MCP: expiring leases, resumable attempt 1 Claude Code, Codex, OpenCode 6 236 tok
merc1305/findMate findmate-owner-network.xvwbgtt855.chatgpt.site Privacy-safe AI agent skill for finding complementary human founders through owner-approve 1 Codex, OpenCode 1 610 tok
alyiox/mcp-clickhousex Read-only-by-default MCP server for one or many ClickHouse clusters: schema discovery, SEL 1 Claude Code, Codex, OpenCode 2 1,076 tok
vectora-ltda/vectora vectora.company Assistente de IA local-first para desenvolvimento de software, com agente nativo, ferramen 1 Claude Code, Codex, OpenCode 2 5,652 tok
cammac-creator/openswissdata openswissdata.com Swiss federal reference data for AI agents: customs tariff (TARES), FINMA register and war 1 Claude Code, Codex, OpenCode 4 4,803 tok
chrischall/artsonia-mcp Artsonia MCP server (parent/fan) — student-art portfolios, comments, fans. AI-built. 1 Claude Code, Codex, OpenCode 2 5,569 tok
chrischall/opentable-mcp OpenTable MCP server for Claude — search restaurants, book tables, manage reservations, fa 1 Claude Code, Codex, OpenCode 2 7,827 tok
davidmosiah/mcp-scorecard npmjs.com Quality + agent-readiness scorecard for any MCP server. One command, comprehensive score, 1 Codex, OpenCode 1 279 tok
dearlordylord/voila-sdk Voila.ca shopping sdk and mcp to make shopping accessible to coding agents 1 Claude Code, Codex, OpenCode 2 2,119 tok
elberacasa/umbra umbra-badge.umbrabadge.workers.dev The trust score for AI-generated code. One command verifies what your coding agent shipped 1 Claude Code, Codex, OpenCode 1 933 tok
fetchsandbox/mcp fetchsandbox.com A deterministic verification engine for agents. Fires the edge cases your sandbox never se 1 Codex, OpenCode 1 488 tok
flukeatzerocool/holonovel Tabletop RPG ruleset MCP server — a holodeck for your rulebooks (D&D 5e, Starfinder). Cano 1 Codex, OpenCode 1 7,768 tok
flukeatzerocool/infobroker Multi-provider research MCP server: unified web search, fact-checking, and a personal know 1 Codex, OpenCode 1 7,022 tok
foundrole/jobs-mcp-proxy foundrole.com Search jobs, track applications, and set follow-up reminders from your AI assistant — Clau 1 Claude Code, Codex, Gemini CLI, OpenCode 3 6,298 tok
islobodan/cruncher-mcp Cruncher MCP: The Scientific Calculator MCP Server 1 Codex, OpenCode 1 1,968 tok
j-256/guildcontrol docs.guildcontrol.lasers.app Search and administer Discord through MCP, with explicit access scopes and reviewed change 1 Codex, OpenCode 1 871 tok
jeeftor/abs-mcp Model Context Protocol server for inspecting and safely operating Audiobookshelf instances 1 Codex, OpenCode 3 1,164 tok
m-dev-tools/m-dev-tools-mcp MCP server for the m-dev-tools org catalog — exposes route_intent, describe, and verify as 1 Claude Code, Codex, OpenCode 2 2,406 tok
matematicsolutions/mcp-eu-compliance matematicsolutions.com Offline MCP corpus of EU law (EUR-Lex full text via local SQLite FTS5, verbatim zero-LLM): 1 Claude Code, Codex, OpenCode 3 1,392 tok
mityda/ClauseKeeper clausekeeper.app Open-source tool to scan & generate always-current website legal documents (privacy, terms 1 Codex, GitHub Copilot, OpenCode 3 2,704 tok
nugehs/bouncer nugehs.github.io bouncer — static compliance-controls checker (UK Online Safety Act & ICO Children's Code) 1 Codex, OpenCode 1 346 tok
nvlang/verso-mcp MCP server to read Verso-generated documentation sites (e.g., the Lean Language Reference) 1 Codex, OpenCode 1 2,795 tok
oabolade/figma_mcp_server_actor An MCP that enables AI assistants to interact programmatically with Figma designs 1 Codex, OpenCode 1 2,407 tok
partymola/bosch-flow-mcp modelcontextprotocol.io MCP server for the Bosch eBike Flow API with OAuth, local cache, and battery trend analysi 1 Claude Code, Codex, OpenCode 2 10,277 tok
partymola/google-health-mcp MCP server for the Google Health API: heart rate, activity, sleep, SpO2, HRV, ECG and irre 1 Claude Code, Codex, OpenCode 2 18,434 tok
olk/architecture-pattern-mcp MCP server that provides architecture design expertise to AI coding agents 1 Codex, OpenCode 1 812 tok
oneill9/tfl-mcp-server oneill9.github.io MCP server exposing live London transport data (TfL API) to AI assistants 1 Claude Code, Codex, Gemini CLI, OpenCode 5 2,517 tok
qso-graph/sota-mcp qso-graph.io MCP server for Summits on the Air: summit info, spots, alerts and nearby summits. 1 Claude Code, Codex, OpenCode 2 587 tok
psyb0t/docker-flickies ciprian.51k.eu Self-hosted video API in one Docker container. Lipsync (LatentSync 1.5, Wav2Lip), face res 1 Claude Code, Codex, OpenCode 3 4,626 tok
ronniechong/healthchecks-io-mcp npmjs.com Healthchecks.io MCP 1 Claude Code, Codex, OpenCode 2 1,616 tok
ryanthegentry/402index 402index.io Protocol-agnostic directory of paid APIs (L402 + x402 + MPP) for AI agents 1 Claude Code, Codex, OpenCode 2 1,960 tok
sidduHERE/agentpool pypi.org Local CLI and MCP control plane for coding-agent worker sessions 1 Codex, OpenCode 1 340 tok
singleflo/odoo-assistant-mcp 1 Claude Code, Codex, OpenCode 6 2,070 tok
starfetch-js/starfetch Starfetch gives AI agents safe, reproducible access to public astronomy catalogs through t 1 Codex, OpenCode 1 2,436 tok