How real projects configure their agents

43,813 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 agents7,750Claude Code6,665Data and AI3,660Backend and APIs3,501Languages3,396Git and workflow3,240Planning3,237Code review2,765Testing2,405Memory and context2,365Writing and docs2,337DevOps and cloud2,319Research2,286Frontend2,267Security2,044Project management1,742

All Claude Code31,993 Codex23,503 OpenCode22,448 GitHub Copilot3,567 Gemini CLI1,915 Cursor1,740 Windsurf150 Kiro86

Project Stars Configures Files Always loaded
amansingh63/dbhub-analytics dbhub.ai Zero-dependency, token-efficient database MCP server for Postgres, MySQL, SQL Server, Mari 0 Claude Code, GitHub Copilot 4 2,891 tok
ameernoufil/angel-one-mcp 0 Claude Code 1 725 tok
Arkava-AI/gamma-mcp-server MCP server for Gamma.app - Create presentations, documents, and webpages from any MCP-comp 0 Claude Code 1 725 tok
andezdev/tokenlite-mysql-mcp npmjs.com A secure, efficient, and intelligent MySQL server for the Model Context Protocol (MCP). 0 Codex, OpenCode 1 1,164 tok
andypgray/loadbearing nuget.org Fluent C# architecture spec that enforces the rules (CLI, CI, xUnit) and generates AI-agen 0 Claude Code, Codex, OpenCode 1 6,809 tok
antonillos/safeselect antonillos.github.io Read-only PostgreSQL & MongoDB access for coding agents. Local, fail-closed MCP enforcemen 0 Codex, OpenCode 1 723 tok
ahmetakyurt/zipmem-mcp Local-first MCP server + CLI giving terminal AI agents an endless, low-token memory via An 0 Claude Code 1 5,386 tok
askads/mcp-yandex-webmaster MCP server for Yandex Webmaster — indexing, search queries, sitemap, site diagnostics, and 0 Claude Code 1 2,746 tok
assetgrid-llc/jueban-buddhist-companion Cross-platform MCP connector for Jueban Buddhist Companion 0 Gemini CLI 1 236 tok
assister-xyz/quality-oracle Challenge-response quality verification for AI agents and MCP servers. 6-axis scoring, adv 0 Claude Code 1 906 tok
attebury/remogram Generic SCM/forge boundary CLI and MCP — typed JSON facts for agents 0 Codex, OpenCode 1 542 tok
attestd-io/attestd-mcp attestd.io Official MCP server for Attestd. Use Attestd supply chain and CVE signals directly in Clau 0 Claude Code 1 340 tok
FusionpactTech/fusionpact-vectordb ⚡ The Agent-Native Retrieval Engine — Hybrid Vector + Reasoning + Memory for AI Agents. HN 0 Codex, OpenCode 1 2,037 tok
auxiliar-ai/auxiliar-mcp auxiliar.ai Eval-backed web-access tool discovery for AI agents — one MCP server picks the best search 0 Claude Code 1 1,504 tok
aybeeare/water-temp-fishing-guide Alexa skill for finding water temperature and fishing guide 0 Claude Code 1 1,408 tok
bch1212/agentvault agentvault-api-production.up.railway.app AI-native credential vault for autonomous agents — Fernet-encrypted API keys, per-agent av 0 Claude Code 1 885 tok
bch1212/modelwatch modelwatch.app Continuous behavioral drift monitoring for LLM applications. 0 Claude Code 1 2,092 tok
bchoi-qwe/aeso-mcp Agent-native MCP server for Alberta electricity market data via official AESO APIs 0 Codex, OpenCode 1 216 tok
bendtherules/ask262 ask262.bendtherules.in MCP server for exploring the ECMAScript specification 0 Codex, OpenCode 1 869 tok
benmilne-com/agents Agent discovery configuration and developer resources for benmilne.com 0 Claude Code, Codex, Cursor, OpenCode 3 725 tok
benseverndev-oss/infermap [Archived] Now part of the Golden Suite monorepo: github.com/benseverndev-oss/goldenmatch 0 Claude Code 1 721 tok
benteigland11/cartograph-mcp Model Context Protocol (MCP) server for cartograph-cli for better agent orchestration 0 Codex, Gemini CLI, OpenCode 2 3,126 tok
benzatkulak-collab/socialperks social-perks.vercel.app 0 Claude Code, Codex, OpenCode 30 6,445 tok
bgorzelic/ghostlink Security-hardened MCP server giving AI coding agents safe, deterministic, policy-gated acc 0 Claude Code, Codex, OpenCode 2 1,751 tok
billychl1/footballbin-mcp-server MCP server for FootballBin football match predictions - Premier League & Champions League 0 Claude Code 1 —
blackaxgit/agent-mcp-hub npmjs.com One MCP server that bridges Codex, Cursor, OpenCode, and Claude Code into any MCP client. 0 Claude Code, Codex, OpenCode 2 6,489 tok
bleedmode/dearuser dearuser.ai Dear User helps humans and AI agents understand each other better 0 Claude Code 1 1,459 tok
blueprint-chart/mcp mcp.blueprintchart.com Model Context Protocol server for authoring Blueprint Chart .bpc files with LLMs. 0 Codex, OpenCode 1 1,597 tok
bolyra/bolyra bolyra.ai Mutual ZKP authentication for humans and AI agents 0 Claude Code 15 4,074 tok
bounded-systems/bounded-tools-mcp MCP server over bounded.tools' signed static API — a static-mcp implementation 0 Claude Code 3 672 tok
bounded-systems/site-mcp MCP server over robertdelanghe.dev's signed static API — read-only, verifies responses aga 0 Claude Code 3 348 tok
branpastran/project-weirdo A bounded-autonomy experiment in machine-to-machine commercial intelligence. 0 Codex, OpenCode 1 115 tok
minh1904/discord-mcp 0 Claude Code 12 —
indlns/mcp-arrstack 0 Codex, OpenCode 1 3,594 tok
wr5912/openapi-mcp-server 0 Codex, OpenCode 2 1,457 tok
RitikaxG/commerce-ops-mcp 0 Codex, OpenCode 1 2,078 tok
Roxabi/roxabi-sense Workstation attention journal — local sensors, CLI, MCP, optional NATS host events 0 Claude Code, Codex, OpenCode 2 2,216 tok
v1xingyue/mcpbuddy mcpbuddy.vercel.app 0 Codex, OpenCode 1 1,378 tok
oscardvs/anamnesis oscardvs.github.io Cross-machine memory for Claude Code: local-first, file-based agent memory that syncs acro 0 Claude Code 1 838 tok
ovladon/seenrelay seenrelay.com Avoid redundant expensive validation for AI agents. 0 Claude Code 1 —
brnbtech770/blocktrust blocktrust-mvp.vercel.app 0 Claude Code, Codex, Cursor 4 8,086 tok
broisnischal/azure-mcp npmjs.com azure board mcp, you can interact with azure board with lots of interactive tools. 0 Claude Code 2 747 tok
cammac-creator/openswissdata Swiss government datasets normalised — TARES, NOGA/NACE/ISIC, FINMA registry. B2B self-ser 0 Claude Code, Codex, OpenCode 2 358 tok
capabilityhostprotocol/capabilities-txt capabilities-txt.vercel.app 0 Codex, OpenCode 1 265 tok
carson-see/ArkovaCarson arkova-carson.vercel.app Arkova MVP — credential anchoring and verification platform with Bitcoin timestamping, AI 0 Claude Code, Codex, OpenCode 12 9,625 tok
carsonroell-debug/linkrescue-mcp MCP server for broken link detection, monitoring, and AI-powered fix suggestions. Built wi 0 Codex, OpenCode 1 689 tok
cchurctrip/verity-mcp MCP server for Verity skills. bearer-auth proxy 0 Claude Code 1 1,279 tok
charliemtnez/ghost-inspector-mcp MCP server for the Ghost Inspector API — create, update and analyze end-to-end browser tes 0 Claude Code 1 9,243 tok
chaytanc/longshore mastodon.social The Reality Next Door — an open, cited worldbuilding commons: a post-extraction Seattle on 0 Codex, OpenCode 1 2,093 tok
chrischall/accessoticketing-mcp Read accesso-powered mobile ticket links: orders, admissions, barcodes and Google Wallet p 0 Claude Code 1 696 tok