How real projects configure their agents

43,853 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 agents7,784Claude Code6,676Data and AI3,658Backend and APIs3,500Languages3,392Git and workflow3,252Planning3,233Code review2,768Testing2,420Memory and context2,364Writing and docs2,341DevOps and cloud2,330Research2,286Frontend2,271Security2,055Project management1,754

All Claude Code32,000 Codex23,558 OpenCode22,502 GitHub Copilot3,568 Gemini CLI1,915 Cursor1,737 Windsurf150 Kiro87

Project Stars Configures Files Always loaded
Sourab17/mcp-hayabusa 0 Claude Code 2 233 tok
wiz0floyd/mynow-cli 0 Claude Code, Codex, OpenCode 2 1,216 tok
AEcru/codex-capability-bridge Portable Claude Code plugin + MCP bridge: discover local Codex skills/plugins and delegate 0 Claude Code, Codex, OpenCode 2 409 tok
humbulls/croquis AI-native web production platform — sitemap, content drafts and visual review unified arou 0 Claude Code 1 989 tok
kkollsga/codingest Polyglot code-graph builder for kglite knowledge graphs: 14-language tree-sitter parsing, 0 Claude Code, Codex, OpenCode 2 8,062 tok
SioYooo/RepoGrammar Local-first repository context for coding agents — MCP + CLI with source-backed patterns a 0 Claude Code, Codex, OpenCode 11 4,096 tok
EmaCuvillier/cosmos-mcp 0 Cursor 1 —
notreallycheeks/hwprobe-mcp MCP server giving AI agents deep hardware inventory + live sensor telemetry (temps, fans, 0 Codex, OpenCode 1 361 tok
qxduddes/mcp-server-mysql MySQL MCP tools for accessing and running sql queries from LLM 0 Claude Code 1 1,733 tok
brittanyslay/competitive-intel A Claude Code plugin that runs autonomous competitive intelligence: seven agents track com 0 Claude Code 10 —
cookaihq/aihub-mcp 0 Claude Code, Codex, OpenCode 2 116 tok
wjmiracle/projectflow-dag-mcp wjmiracle.github.io Local DAG execution, verification and resumable progress coordination for AI coding agents 0 Gemini CLI 1 129 tok
procube-cx/fizzy-mcp 0 Codex, OpenCode 1 1,040 tok
TigerToker/mdi-mcp-server MCP server for Microsoft Defender for Identity — query MDI data and generate HTML reports 0 GitHub Copilot 1 395 tok
Matt-Beyond-Tech/superops-mcp 0 GitHub Copilot 1 858 tok
Romone6/Callable Pre-release command layer for turning reviewed business workflows into auditable agent-cal 0 Claude Code, Codex, OpenCode 2 654 tok
pluto-atom-4/mcp-gh-forge MCP server for GitHub/Git automation macros 0 Claude Code 2 644 tok
Sakura-Byte/discourse-mcp Discourse MCP with curl-impersonate (impers) for Cloudflare-protected forums 0 Codex, OpenCode 1 785 tok
InstaSoft-hu/keypro-cli KeyPro.hu B2B webshop CLI + MCP server - thin client (npm: @keypro/cli) 0 Codex, OpenCode 1 6,469 tok
manjunath031984/Jenkins-mcp-gcp Production-ready Model Context Protocol (MCP) server exposing the Jenkins REST API as stru 0 Claude Code 1 —
SudarshanKomar/pulse MCP-enabled network emulation platform using Mininet and FRRouting for realistic protocol 0 Codex, OpenCode 1 3,069 tok
jihongboo/appstoreconnect-mcp 0 Codex, OpenCode 1 596 tok
jagadeshp/Playwright-Mcp1 0 Claude Code 1 363 tok
sc28249782/GPTkms Local-first KMS for Codex and ChatGPT Work using markdown, MCP, and workflow skills. 0 Codex 3 —
aezizhu/Model-ID-Cheatsheet Model-ID-Cheatsheet — live model IDs, pricing, context windows, and capabilities for OpenA 0 Claude Code 1 785 tok
zelinsky-alexander/mcp-drift-lab Measure whether real MCP clients preserve informed consent when tool definitions evolve af 0 Codex, OpenCode 1 272 tok
nimocat/fishbowl Fishbowl: local-first engineering memory for failures, decisions, evidence, and verificati 0 Codex, OpenCode 1 310 tok
Brooks-Sem/mcpserver 0 GitHub Copilot 1 173 tok
mvagnon/opencode-mcp Deprecated. 0 Codex, OpenCode 1 1,107 tok
danilin-em/chrome-remote-debugging-mcp MCP server that controls a running Chrome over the Chrome DevTools Protocol (CDP). It conn 0 Claude Code 1 2,796 tok
mbvillaverde/openapi-atlas-mcp 0 Codex, OpenCode 1 594 tok
Maheshdayyala/CampusMind-AI Build an MCP server called CampusMind AI — a persistent academic memory system for student 0 Claude Code, Codex 5 —
janakir2006/Factory-mcp-Hackathon 0 Claude Code, Codex 5 —
ling5477/CAD-MAX CAD MCP tool 0 Codex, OpenCode 1 1,741 tok
haladamateusz/ledger Personal finance ledger for importing Revolut transactions into SQLite, running spending r 0 Codex, OpenCode 1 690 tok
hashirR786/incident-commander-mcp 0 Claude Code, Codex 5 —
AutumnsGrove/SchematronMCP MCP server for HTML to JSON 0 Claude Code 1 1,638 tok
EliaCinti/wadachi Persistent memory + semantic search MCP server for Claude Code & Desktop 0 Claude Code 1 346 tok
nitineeen/beerman dashboard-six-pink-41.vercel.app It's a memory layer for AI coding agents, it captures your planning conversations, screens 0 Claude Code, Codex, Cursor 10 581 tok
edefice/job-search-mcp MCP server for searching tech job boards and tracking job applications. 0 Claude Code 1 831 tok
dhaanish597/Security-Hardened-MCP-Server 0 Claude Code 1 3,930 tok
McCavity/homelab-asset-db-mcp Query a Markdown-based homelab asset database via Model Context Protocol — companion to io 0 Claude Code 1 638 tok
knandhini2208/EduAccess-AI EduAccess AI is an intelligent learning platform that bridges the language gap in educatio 0 Claude Code, Codex 5 —
ay-garg/openshift-mcp-server MCP server for OpenShift 4 — 216 tools for cluster operations, workloads, monitoring, RBAC 0 Claude Code 1 —
ramide1/iol-mcp Invertir Online MCP server 0 Codex, OpenCode 1 607 tok
KZI-22/xhs_mcp xhs_mcp for agent 0 Codex, OpenCode 1 1,130 tok
flyset/MyMCP Local-first MCP host for narrowly scoped integrations, with bundled Mnemosyne memory. 0 Claude Code, Codex, OpenCode 2 1,855 tok
Saimadhav27/mcp-execution-ledger 0 Claude Code, Codex 5 —
wesleyzhangwq/tiny-agent-sandbox Small Docker-backed MCP sandbox for running agent-generated code with bounded privileges 0 Codex, OpenCode 1 203 tok
erpipe-org/erpipe erpipe.com ERPipe — open-core TypeScript MCP for Odoo. Hosted product: https://erpipe.com — MCP: http 0 Codex, Cursor, OpenCode 2 210 tok