How real projects configure their agents

24,879 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
ArkaAiAdmin/Agentic-Memory Local-first semantic memory system for AI agents with MCP, FTS5, KG, temporal reasoning, a 0 Claude Code, Codex, OpenCode 9 5,809 tok
cbhl/farming-game-mcp 0 Codex, OpenCode 1 687 tok
OlliMakarova/mcp-metro MCP server to search for routes in the Moscow metro and calculate the duration of the trip 0 Claude Code, Codex, OpenCode 15 5,429 tok
songod0906/open-video-guide Local-first open-source tool that converts tutorial videos into evidence-grounded illustra 0 Claude Code, Codex, OpenCode 2 612 tok
sitelint/auditor-mcp 0 Codex, OpenCode 1 2,758 tok
Bortor/turing-test-game A general Turing test agent toolkit: protocol client, MCP integration, meme knowledge-base 0 Codex, OpenCode 1 863 tok
kschltz/lorcana-mcp-platform 0 Codex, Cursor, OpenCode 2 742 tok
Rookie-1207/my-mcp-server 0 Claude Code, Codex 5 —
pranav-v-k/test-for-mcp 0 Claude Code, Codex 5 —
SimLiverse/simliverse-mcp 0 Codex, OpenCode 1 1,323 tok
aaryan-gulia/uktrains Agent-first UK trains CLI + MCP server: journey search, fares, and pre-filled booking link 0 Codex, OpenCode 1 4,650 tok
dbtlr/artifacts Persistent links for agent-generated Markdown, HTML, and text via MCP. 0 Claude Code, Codex, OpenCode 2 141 tok
kschroeder/live-markdown-mcp Live markdown preview for LLM agents. The agent calls one tool when a markdown file comes 0 Claude Code, Codex, OpenCode 2 225 tok
neurosovereign/x-wing-mcp 0 Codex, OpenCode 1 1,867 tok
prince-rai88/aegis-mcp 0 Claude Code, Codex 5 —
miguelcc06/front-design-mcp 0 Claude Code, Codex, OpenCode 2 1,010 tok
Sudeozubek/flyrank-capstone-social-studio AI-powered multi-platform social campaign publishing platform built for the FlyRank Backen 0 Codex, OpenCode 1 242 tok
marianasmall/mariana-outlook-mcp Safety-first MCP server for Outlook Mail, Calendar & Contacts (Microsoft Graph) — drafts-o 0 Claude Code, Codex, OpenCode 2 556 tok
MTDEV2312/Proxmox_mcp mcp para proxmox VE 0 Codex, OpenCode 1 2,798 tok
banddude/aiva-bootstrap One-repo installer for a personal Oracle-hosted MCP server 0 Codex, OpenCode 1 352 tok
Mohith535/nitrowatch Governance layer for MCP - risk-tiered tool permissions, earned autonomy, and audit trail 0 Claude Code, Codex 5 —
Mohith535/nitrowatch-billing-demo Intentionally ungoverned MCP server - the demo target for NitroWatch 0 Claude Code, Codex 5 —
ionfwsrijan/FollowThrough The MCP agent that remembers what everyone promised — so nothing quietly dies. 0 Claude Code, Codex 5 —
dawnmcp/DawnMCP-1 DawnMCP is a local, privacy-first MCP server that gives AI coding assistants deep codebase 0 Claude Code, Codex 5 —
ShinChven/finance-mcp-server 0 Claude Code, Codex, Gemini CLI, OpenCode 3 1,118 tok
janstuemmel/notion-mcp 0 Codex, OpenCode 1 2,308 tok
ShahzaadAhmed/MCP_project FinPilot AI is an MCP server transforming LLMs into autonomous equity research analysts. I 0 Claude Code, Codex 5 —
AryanPROOO/industry4-mcp 0 Claude Code, Codex 5 —
angelOnly/DavinciVideoMcp 0 Claude Code, Codex, OpenCode 7 1,096 tok
AndrasSama/remote-mcp-server-authless Remote MCP server on Cloudflare Workers (authless) — created via oh-my-pi 0 Codex, OpenCode 1 360 tok
nusduck/biz-db-mcp MCP server for business database access 0 Codex, OpenCode 1 706 tok
grodgers1-ctrl/kinky_link linklight-beige.vercel.app link test repo 0 Claude Code, Codex, OpenCode 2 443 tok
0xtlt/MyMCPs Self-hosted MCP gateway for managing servers, credentials, access tokens, and analytics th 0 Codex, OpenCode 1 1,370 tok
insilications/chrome-devtools-mcp 0 Codex, OpenCode 1 236 tok
danielk-am/clinical-evidence-mcp Read-only MCP server for cited medical literature, clinical trials, and drug safety data 0 Codex, OpenCode 1 263 tok
jhoy1020/garmin-coach-mcp 0 Claude Code, Codex, OpenCode 6 2,194 tok
chadramos/motion-mcp-server 0 Claude Code, Codex, OpenCode 2 1,949 tok
huebilp/motion-mcp-server 0 Claude Code, Codex, OpenCode 2 1,949 tok
joy7758/titmas-agent-action-gate Evidence-verified deterministic action gate for AgentTeams workflows; GOAI 2026 Agent Infr 0 Codex, OpenCode 1 697 tok
pyrodie18/gmail_mcp 0 Codex, OpenCode 1 230 tok
appouse/godaddy-dns-mcp 0 Codex, OpenCode 1 716 tok
livenetworks/ln-ashlar-mcp 0 Claude Code, Codex 2 —
nerdconf/veta Private local knowledge base for saved X posts, built for Codex, Claude Code and Cursor 0 Claude Code, Codex, OpenCode 2 199 tok
BlaineHeffron/zotero-mcp 0 Claude Code, Codex, OpenCode 2 188 tok
aronjesusfj-lang/mcp-fansly Servidor MCP (Model Context Protocol) para automatización y analítica de cuentas de Fansly 0 Codex, OpenCode 1 765 tok
anpatellll/garmin-mcp for personal use only 0 Codex, OpenCode 1 360 tok
BlaineHeffron/nodus-mcp 0 Claude Code, Codex, OpenCode 2 169 tok
jackxiong11894/abap-lint-mcp 0 Claude Code, Codex, OpenCode 2 1,234 tok
tatat/svs-mcp 0 Claude Code, Codex, OpenCode 2 471 tok
Snuffy2/ytptube-mcp 0 Codex, OpenCode 1 248 tok