How real projects configure their agents

44,996 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
ReadyToGo-Education/fluxo_criativo 18 Claude Code, Codex, OpenCode 6 23,770 tok
bezael/sdd-creator Genera specs siguiendo la metodología Spec-Driven Development de Dominicode (Bezael Pérez) 18 Claude Code, Codex, OpenCode 2 2,825 tok
bbak/mcs-mcp Provide Monte-Carlo-Simulation and Flow Data diagnostics to AI Agents 18 Claude Code 2 —
Desko77/mcp-bsl-platform-help-context MCP server for the 1C platform API documentation, with strict BSL typing and coding standa 18 Claude Code 1 2,223 tok
alifanov/scopegate scopegate.dev AI Access Proxy Layer — granular permission gateway for AI agents. Connect services, defin 18 Claude Code, Codex 4 7,613 tok
abdullah1854/MCPGateway Open-source MCP server — progressive tool discovery, code execution, intelligent routing & 18 Claude Code, Codex, Cursor, OpenCode 17 18 tok
Zandereins/schliff pypi.org Deterministic quality scorer for AI agent instruction files — 8-dimension scoring with sec 18 Codex, OpenCode 1 1,073 tok
tfscharff/doi-mcp A Model Context Protocol (MCP) server that prevents citation hallucination by verifying ac 18 Claude Code 1 1,922 tok
earonesty/boxpdf earonesty.github.io Tiny box-layout DSL over pdf-lib. Flexbox-lite for server-side PDF generation in Node, Clo 18 Codex, OpenCode 1 148 tok
russwyte/slabby MCP server for Slab knowledge base integration with AI coding agents 18 Claude Code 1 720 tok
gkastanis/drupal-workflow Claude Code plugin for Drupal development: 16 skills, 4 agents, 10 commands, and quality-g 18 Claude Code 1 2,120 tok
ray-manaloto/notebooklm-claude-integration NotebookLM integration for Claude Desktop (MCP) and Claude Code (Plugin) - unified researc 18 Claude Code, Codex, OpenCode 3 3,194 tok
tsanva/cc-discord-presence Discord Rich Presence for Claude Code - Show your session on Discord 18 Claude Code 1 1,508 tok
nbplugins/NetbeansPluginClaudeCodeGui NetBeans plugin that provides a GUI for Claude Code CLI — run claude code sessions directl 18 Claude Code 2 5,721 tok
kununu/agent-bridge This skill accommodates Agent-to-Agent communitcation: e.g. Codex asking Claude for a revi 18 Codex, OpenCode 1 139 tok
XBP-Europe/sagemath-mcp pypi.org Stateful SageMath MCP server: 40 tools for symbolic math, algebra, number theory, graphs, 18 Claude Code, Codex, OpenCode 2 5,633 tok
AndyShaman/telegram-business-bridge ai-handler.com Connect any AI agent to your personal Telegram via the official Business API — no userbot, 18 Claude Code, Codex, OpenCode 2 2,255 tok
liujuanjuan1984/codex-a2a Expose Codex through A2A with an inbound server surface and embedded outbound client. 18 Codex, OpenCode 1 1,097 tok
tene-ai/tene tene.sh AI-safe secret manager CLI for Claude Code, Cursor, and other AI agents. Local-first, encr 18 Claude Code, Codex, GitHub Copilot, Gemini CLI, OpenCode 4 3,109 tok
yelmuratoff/agent_sync One source of truth for your AI coding rules. AgentSync generates them for 14 tools in eac 18 Claude Code, Codex 13 —
Laotree/verify-networking-plugin Network check before Claude Code starts — DNS, exit IP region, and TCP connectivity with � 18 Claude Code 1 1,740 tok
Azure-Samples/APIM-Unified-AI-Gateway-Sample 18 GitHub Copilot 4 7,459 tok
denn-gubsky/loomcycle loomcycle.dev The runtime substrate for agentic systems — one Go binary, six LLM providers, MCP-native, 18 Claude Code 1 13,583 tok
twells89/sigma-migration-skills Claude Code plugin marketplace: migrate Tableau / Power BI / Qlik to Sigma (converter + as 18 Codex, OpenCode 1 3,833 tok
marcoemrich/EXACT-Coding-Exercises Exercise repo for the EXACT Coding workshop -- Example-guided, AI-Collaborative & Test-dr 18 Claude Code 10 —
remsky/comic-chat-web comics.remsky.art Modern port of Microsoft Comic Chat 1996 on Cloudflare Durable Objects || Create custom st 18 Claude Code, Codex, OpenCode 2 1,296 tok
Neeeophytee/ai-watermarks-reality-check Test what AI watermark and provenance evidence exists, whether it verifies, and what survi 18 Codex, OpenCode 1 652 tok
context4ai/agent-graph context4ai.org Graph Engineering for Agent Skills: a specification and toolchain for dynamically discover 18 Codex, OpenCode 1 442 tok
codybrom/clairvoyance clairvoyance.fyi ESP for AI Coding — Agent skills on the philosophy on software design, grounded in decades 18 Codex, OpenCode 1 659 tok
zhitongblog/unterm unterm.app The terminal AI agents can drive — and the cockpit to run them from. 151 MCP methods, agen 18 Claude Code 1 1,927 tok
Magnus-Gille/noxctl npmjs.com CLI and MCP server for Fortnox — invoices, bookkeeping, VAT, payroll, and automation 18 Claude Code 1 747 tok
sandraschi/qcad-mcp fastmcp 3.4 server plus webapp for qcad pro architectural cad 18 Claude Code, Codex, GitHub Copilot, Cursor, OpenCode, Windsurf 6 744 tok
alxpark/propresenter-mcp ProPresenter 7 MCP Server 18 GitHub Copilot 1 161 tok
lennyzeltser/mcp-expertise-toolkit Turn domain expertise into AI-accessible MCP servers 18 Codex, OpenCode 1 58 tok
Athroniaeth/piighost piighost.dev Reversible PII masking for LLM agents: piighost replaces personal data with placeholders b 18 Claude Code 2 —
jmagly/kintsugi-usb AI-assisted rescue boot USB — a Ventoy multi-boot drive on Ubuntu 24.04 with offline LLM i 18 Claude Code, Codex, OpenCode 21 3,014 tok
tf1993614/Know-your-fate Mingshu Tianwen is an open-source AI fortune-telling application combining Claude Code Age 18 Claude Code 23 5,429 tok
b3rys/b3rys-team-os An AI team that stays on my Mac. Assign work through Telegram or Slack, and it decides who 18 Claude Code 1 383 tok
lance0/nbox crates.io Terminal UI, CLI, and MCP server for NetBox — fast search, IPAM lookups, and device contex 18 Codex, OpenCode 1 5,575 tok
SolaceProducts/solace-broker-mcp Production MCP server for the Solace broker 18 Claude Code, GitHub Copilot 9 1,175 tok
davidmosiah/samsung-health-mcp wellness.delx.ai Unofficial local-first MCP server for Samsung Health personal-data CSV/ZIP exports. 18 Codex, OpenCode 1 162 tok
G-Research/bobbit Agent workforce manager for product owners 18 Claude Code, Codex, OpenCode 12 1,618 tok
aporb/agentic-os A minimal, opinionated template for turning any AI agent CLI into a persistent operating s 18 Claude Code, Codex, Cursor, OpenCode 3 2,326 tok
faborsky/sklik-ppc-app CLI pro správu kampaní v Seznam Sklik přes API Drak a Fénix. Pro marketéry a agentury, kte 18 Claude Code 1 4,986 tok
visusnet/trade-republic-mcp-server MCP server for Trade Republic – enables AI assistants to trade assets, check balances, and 18 Claude Code 3 1,241 tok
DoRmAmMu1997/My-Algo-Trading-Code Python algorithmic trading suite: signal generators, backtests, and a multithreaded paper- 18 Claude Code, Codex, OpenCode 2 14,138 tok
tallclub/matimo matimo.dev Policy-governed tool execution for AI agents. One YAML tool definition for Python, TypeScr 18 Claude Code, Codex, GitHub Copilot, OpenCode 15 13,898 tok
maxkuminov/obsidian-mcp Self-hosted MCP server for Obsidian: semantic + full-text search, wikilink graph, note CRU 18 Claude Code, Codex, OpenCode 2 15,573 tok
ietf-wg-acme/draft-ietf-acme-dns-persist ietf-wg-acme.github.io 18 Codex, GitHub Copilot, OpenCode 2 3,775 tok
arjitj2/skillindex skillindex.app Keep your AI setup aligned across every agent, 100% locally. 18 Codex 1 —