How real projects configure their agents

31,984 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 agents7,571Claude Code6,627Data and AI3,684Backend and APIs3,492Languages3,401Planning3,221Git and workflow3,179Code review2,740Testing2,368Memory and context2,365Writing and docs2,309DevOps and cloud2,308Research2,298Frontend2,256Security2,015Productivity1,715

All Claude Code31,984 Codex23,196 OpenCode22,145 GitHub Copilot3,551 Gemini CLI1,917 Cursor1,736 Windsurf133 Kiro79

Project Stars Configures Files Always loaded
EntityProcess/agentv agentv.dev Light-weight AI agent evaluation and optimization framework 15 Claude Code, Codex, OpenCode 2 3,189 tok
iblai/api ibl.ai Agent skills + a chat MCP server to operate the ibl.ai platform via its REST API. Install: 15 Claude Code 1 2,797 tok
radimsem/forge-skills Combines the most-used agentic skills into one unified issue-fixing workflow — a true blac 15 Claude Code 1 1,885 tok
HolobiomicsLab/asb-skill-collections holobiomicslab.cnrs.fr Curated, evidence-grounded skill and software-tool collections for scientific AI agents, g 15 Claude Code, Codex, GitHub Copilot, OpenCode 3 2,554 tok
andrader/jup andrader.github.io jup is a command-line tool for installing and managing agent skills across different ai ag 15 Claude Code, Codex, Gemini CLI, OpenCode 4 1,611 tok
Swih/mistral-mcp Full Mistral AI MCP server — OCR, Voxtral audio, Codestral FIM, durable workflows, documen 15 Claude Code 1 3,342 tok
syf2211/ruledoctor skills.sh Agent Skill: read CLAUDE.md & project rules before coding. Optional CLI audit + hooks. Cla 15 Claude Code, Codex, OpenCode 4 215 tok
graph-memory/graphmemory graphmemory.dev MCP server that builds a semantic graph memory from your project — indexes docs, code, and 15 Claude Code 1 815 tok
PinMeTo/pinmeto-location-mcp pinmeto.com PinMeTo MCP server that enables users with authorized credentials to unlock their data 15 Claude Code, Codex, OpenCode 4 2,582 tok
falense/openpaper A personalized newspaper that knows only you will ever read it. Claude Code plugin that tu 15 Claude Code, Codex, OpenCode 3 263 tok
PCIRCLE-AI/memesh pcircle.com local collaboration layer for AI coding agents 15 Claude Code, Codex, OpenCode 6 6,574 tok
cloudx-io/cloudx-sdk-agents docs.cloudx.io AI-agent guidance for integrating the CloudX SDK — Claude Code, Codex, and Cursor. Facts f 15 Claude Code, Codex, OpenCode 2 524 tok
grahambrooks/symgraph Semantic code intelligence MCP server - build knowledge graphs of codebases to enhance AI- 15 Claude Code, Codex, OpenCode 2 1,204 tok
kojott/claude-docu-optimizer Claude Code plugin for optimizing CLAUDE.md and docs/ ecosystem. Token analysis, anti-patt 15 Claude Code 1 728 tok
brsbl/ottonomous Set of Claude Code skills for product development 15 Claude Code 1 1,291 tok
komluk/scaffolding Spec-driven multi-agent orchestration plugin for Claude Code — 13 agents, 35 skills, per-p 15 Claude Code 1 1,120 tok
berrzebb/consensus-loop Claude Code plugin — structural guardrails for multi-agent software development. RTM-based 15 Claude Code 1 1,064 tok
prodlint/prodlint prodlint.com Your vibe-coded app has hardcoded secrets, missing auth, and hallucinated imports. Find ou 15 Claude Code, Codex, OpenCode 2 4,355 tok
aliaihub/skilldeck Desktop app for managing AI agent skill files across projects and tools 15 Claude Code 1 3,753 tok
zauberzeug/nicegui-template A copier template for a basic NiceGUI project 15 Claude Code, Codex, GitHub Copilot, OpenCode 3 48 tok
regexp-lin/llm-wiki-agent AI-powered wiki agent that ingests source documents, extracts knowledge, and builds a pers 15 Claude Code, Codex, Gemini CLI, OpenCode 12 2,632 tok
JavanC/Homunculus 15 Claude Code 1 361 tok
OpenScribbler/syllago syllago.dev A content management system for AI coding tools. Convert between tools, bundle content int 15 Claude Code, Codex, OpenCode 7 1,511 tok
Mark7766/ai-coding-ok Helps you code with AI like an experienced developer, solving issues with poor AI-generate 15 Claude Code, Codex, GitHub Copilot, OpenCode 3 3,374 tok
robot-accomplice/architext npmjs.com Local JSON-backed architecture, release truth, rules, and dataflow viewer for data-only re 15 Claude Code, Codex, OpenCode 2 7,852 tok
45ck/skill-harness Umbrella installer and agent harness for the skill-pack suite across Claude and Codex. 15 Claude Code, Codex, OpenCode 2 2,503 tok
proofsh/obsidian-notes-rag Local vector store for Obsidian notes with semantic search via MCP server 15 Claude Code 1 1,233 tok
bezael/sdd-creator Genera specs siguiendo la metodología Spec-Driven Development de Dominicode (Bezael Pérez) 15 Claude Code 1 397 tok
vitas/evidra evidra.cc Open-source MCP execution-evidence recorder: wraps one upstream MCP server and records wha 15 Claude Code 1 2,131 tok
polyblank66/Nyamu Minimal MCP server for Unity, designed to reliably check script compilation 15 Claude Code, Codex, Gemini CLI, OpenCode 3 2,935 tok
Abhishekrajpurohit/motion-dev-mcp A MCP server providing offline Motion.dev documentation access and intelligent animation 15 Claude Code 1 4,735 tok
AliceLJY/recallnest npmjs.com One memory, every terminal — a shared memory layer for any MCP client. 15 Claude Code 1 4,258 tok
arthurfantaci/qlik-mcp-server MCP server providing AI assistants with comprehensive access to Qlik Sense applications - 15 Claude Code 1 1,042 tok
Knuckles-Team/vector-mcp Vector MCP Server for AI Agents - Supports ChromaDB, Couchbase, MongoDB, Qdrant, and PGVec 15 Claude Code, Codex, OpenCode 2 3,037 tok
adham90/opentrace Observability engine for AI coding agents. Custom columnar log store, MCP-native, self-hos 15 Claude Code 1 953 tok
dvcrn/mcp-server-subagent MCP for letting agents delegate tasks to sub-agents (Claude Code, Aider, Q) 15 Claude Code 1 1,499 tok
namastexlabs/automagik-tools deepwiki.com From API to AI in 30 Seconds - Transform any API into an intelligent MCP agent that learns 15 Claude Code, Codex, OpenCode 22 3,783 tok
mjherich/memory-visualizer Interactive visualizer for Anthropic's Memory MCP knowledge graphs. Instantly explore, deb 15 Claude Code 1 704 tok
nickzren/biomed-agent Connecting AI to biomedical data 15 Claude Code, Codex, OpenCode 2 1,135 tok
Osc2405/pbi-context pypi.org AI context engine for Power BI models — turns .pbit/.pbip (TMDL) into indexed, queryable c 15 Claude Code 2 16,088 tok
abdullah1854/MCPGateway Open-source MCP server — progressive tool discovery, code execution, intelligent routing & 15 Claude Code, Codex, Cursor, OpenCode 17 18 tok
protostatis/unbrowser unchainedsky.com Agent-native browser and MCP server for lightweight, Chrome-free web discovery, with expli 15 Claude Code 1 5,090 tok
RiggdAI/uniqent uniqent.ai Any brain, any agent. Package an AI agent's brain — persona, MCP stack, skills, memory, co 15 Claude Code 1 3,170 tok
tianqitang1/enrichr-mcp-server 15 Claude Code 1 1,097 tok
sandsower/kronan-mcp MCP server for the Krónan grocery store API (Iceland) 15 Claude Code 1 249 tok
guptaprakhariitr/aiconnect-figma-mcp Open-source, local MCP server + Figma plugin: drive Figma from any AI agent. Build whole p 15 Claude Code 1 688 tok
czottmann/render-claude-context Collects CLAUDE.md files from directory hierarchy (project folder up to `~/.claude/`), emb 15 Claude Code 1 658 tok
Thomas97460/quota-tracker High-precision quota and token monitoring for AI Agents. Real-time analytics and usage tra 15 Claude Code, Codex, OpenCode 2 2,475 tok
razvanmacovei/k8s-multicluster-mcp An MCP (Model Context Protocol) server application for Kubernetes operations, providing a 15 Claude Code 7
tfscharff/doi-mcp A Model Context Protocol (MCP) server that prevents citation hallucination by verifying ac 15 Claude Code 1 830 tok