How real projects configure their agents

23,761 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 agents8,530Claude Code6,887Git and workflow3,618Data and AI3,582Backend and APIs3,558Languages3,485Planning3,325Code review2,903Testing2,691DevOps and cloud2,482Writing and docs2,481Memory and context2,373Research2,322Frontend2,310Security2,179Project management1,971

All Claude Code32,523 Codex24,842 OpenCode23,761 GitHub Copilot3,723 Gemini CLI2,038 Cursor1,771 Windsurf201 Kiro116

Project Stars Configures Files Always loaded
cioffiAI/mcp-agora MCP Server with cross-agent persistent memory for AI agent fleets. Vector memory (ChromaDB 5 Codex, OpenCode 1 3,759 tok
dinglebear-ai/rtailscale npmjs.com Rust MCP server and CLI for Tailscale tailnet operations: devices, users, keys, policies, 5 Claude Code, Codex, Gemini CLI, OpenCode 4 3,084 tok
clouatre-labs/math-mcp-learning-server Educational MCP server with math operations, matrix algebra, data visualization, and persi 5 Codex, OpenCode 1 550 tok
iamalisson/inquisitor Hypothesis-driven problem solving for AI agents: probe, falsify, escalate — never blind-re 5 Codex, OpenCode 1 1,531 tok
New1Direction/korgex korgex-docs.pages.dev The verifiable AI coding agent : provider-agnostic, MCP-native, tamper-evident ledger 5 Codex, OpenCode 1 311 tok
NazarKalytiuk/tarn nazarkalytiuk.github.io CLI-first API testing tool. YAML-defined tests, structured JSON output, built for AI-assis 5 Claude Code, Codex, Cursor, OpenCode 3 5,987 tok
GeiserX/spinnaker-mcp geiserx.github.io MCP Server for Spinnaker — manage applications, pipelines, and deployments via the Model C 5 Claude Code, Codex, OpenCode 4 2,456 tok
Sapientropic/AIppocampus aippocampus.com Source-backed continuity layer for long-running AI agent relationships. 5 Claude Code, Codex, OpenCode 3 2,664 tok
Shangri-la-0428/Thronglets P2P shared memory substrate for AI agents — stigmergic knowledge network via libp2p 5 Claude Code, Codex, OpenCode 2 4,571 tok
cmd8/excalidraw-mcp npmjs.com Model Context Protocol server for Excalidraw diagrams 5 Codex, OpenCode 1 327 tok
talonicdev/talonic-mcp Official Talonic MCP server. Lets AI agents extract structured data from any document via 5 Claude Code, Codex, OpenCode 2 6,536 tok
beyondwin/FixThis Point at any Jetpack Compose UI element, annotate it, and hand off source pinned prompts t 5 Claude Code, Codex, OpenCode 4 1,393 tok
marshally/mcp-refactoring MCP server exposing Martin Fowler's refactoring catalog to LLMs 5 Codex, OpenCode 1 230 tok
piyushpathakqa/Vigilis Agentic QA framework: Claude authors, generates, triages & self-heals Playwright tests. MC 5 Claude Code, Codex, Cursor, OpenCode 3 2,755 tok
xxxoooxoxo/wiff Harness-agnostic, deterministic, resumable multi-agent workflows — plain-JavaScript orches 5 Codex, OpenCode 1 1,288 tok
RadOrigin-LLC/RAD-Claude-Skills Marketplace of plugins and skills for Claude Code 5 Claude Code, Codex, OpenCode 2 590 tok
amittamari/hop Fast full-text search and resume for coding-agent sessions 5 Claude Code, Codex, Cursor, OpenCode 17 694 tok
overdrive-dev/aihaus-flow Repository-local workflow, memory, and evidence contracts for coding agents (Claude Code, 5 Codex, OpenCode 1 690 tok
tremtec/maestro 🎵 Maestro - an LLM Orchestrator for your Agentic Opera 5 Codex, OpenCode 1 2,743 tok
Bind/skillz.sh agent skills manager 5 Codex, OpenCode 3 1,621 tok
ludan12138/buddy-companion A small toy skill for Codex and other code agents that adds a persistent ASCII companion p 5 Codex, OpenCode 1 533 tok
swoopeagle/standardgraph swoopeagle.github.io International Education Standards MCP — CCSS, Singapore MOE, IB MYP and more. Grounding la 5 Claude Code, Codex, OpenCode 8 5,209 tok
sidkandan/CLIronChef CLI and AI-agent control for Typhur Dome 2 and Sync ONE probe cooks 5 Claude Code, Codex, Gemini CLI, OpenCode 3 3,003 tok
nullism/goder goder.io A simple Golang TUI for agentic coding 5 Codex, OpenCode 1 581 tok
skycube/junebug Agent skill that reduced the natural language to what's important. Stay with the most rele 5 Claude Code, Codex, Gemini CLI, OpenCode 3 776 tok
pickjason/cc-windows A visual cc workspace 5 Claude Code, Codex, OpenCode 2 5,996 tok
dbc-oduffy/coordinator-claude An opinionated Claude operating system for PM-led engineering. Planning, enrichment, deleg 5 Codex, OpenCode 1 1,144 tok
nisargpatel1906/Aethos_Memory Universal, cross-tool persistent memory bank for AI assistants (Claude Code, Cursor, Winds 5 Claude Code, Codex, Cursor, OpenCode, Windsurf 4 1,164 tok
Lucas-Ren/ai-studio A complete system for using AI to create short videos, supporting Claude Code and Codex 5 Claude Code, Codex, OpenCode 3 166 tok
littlebearapps/contextdocs littlebearapps.com Your AI agent maintains its own context files — a Claude Code plugin with an AGENTS-first 5 Claude Code, Codex, OpenCode 2 2,605 tok
randomittin/heimdall runheimdall.dev Verification gates for AI coding agents — nothing ships unproven. Falsifiable oracle gates 5 Claude Code, Codex, OpenCode 2 11,767 tok
narumiruna/aru narumiruna.github.io An agent package and project manager, written in Rust. 5 Codex, OpenCode 1 1,096 tok
mblode/claude-code-search npmjs.com Search through your Claude Code history 5 Codex, OpenCode 1 658 tok
malwarebo/nyrve Code editor with Claude baked in. Every change is verified before you see it. 5 Claude Code, Codex, GitHub Copilot, OpenCode 32 13,073 tok
AlexShchuka/mirabilis Run Claude Code fully autonomously in an isolated Docker sandbox — cross-platform dev cont 5 Claude Code, Codex, OpenCode 2 3,585 tok
GxFn/Wakeflow Dual-host Wakeflow plugins for Codex and Claude Code: controller state roots, task package 5 Claude Code, Codex, OpenCode 2 6,574 tok
0xDarkMatter/conclave Stop juggling six AI CLIs. Conclave is your universal remote for LLMs - query any model wi 5 Codex, OpenCode 1 5,234 tok
Apollo887/student-ops AI college & career planning pipeline for students — evaluate schools, draft essays, compa 5 Claude Code, Codex, OpenCode 3 3,958 tok
cunhaax/ai-workflow AI-Assisted Development Workflow — Claude Code Plugin 5 Claude Code, Codex, OpenCode 3 2,822 tok
zephexMCP/agent-skills zephex.dev zephex Hosted MCP skill pack 10 tools, 13 editors (Claude Code, Cursor, VS Code + 10 more 5 Claude Code, Codex, OpenCode 2 673 tok
Lycheetah/Lycheetah-Framework lycheetah.github.io Public method documents. How the work is thought and governed. Self-taught, in Dunedin. No 5 Claude Code, Codex, GitHub Copilot, OpenCode 3 8,970 tok
imaginpro/imaginepro-claude-plugin imaginepro.ai Professional AI image and video generation plugin for Claude Code. Create web assets, UI c 5 Claude Code, Codex, OpenCode 2 2,781 tok
ricoNext/hello-agent-cli riconext.cn An industrial-grade implementation tutorial based on the Claude Code source code 5 Claude Code, Codex, OpenCode 4 1,731 tok
BlueOcean223/hey-clawd 🐾 A native macOS desktop companion for Claude Code. Bring Clawd to life with a sleek, lig 5 Claude Code, Codex, OpenCode 2 2,609 tok
ayeshakhalid192007-dev/graph-engineering-crash-course ayeshakhalid192007-dev.github.io A free, open-source graph engineering curriculum — Build collaborative agent graphs so mul 5 Claude Code, Codex, OpenCode 2 1,952 tok
DivitMittal/CV-nixCfg deepwiki.com Curriculum Vitae — LaTeX source, compiled PDFs, markdown fragments for AI agents, and Clau 5 Claude Code, Codex, OpenCode 2 865 tok
onurhan1337/rush rush-brown.vercel.app Time-limited offer campaigns for ikas storefronts. 5 Claude Code, Codex, OpenCode 2 3,932 tok
IncommensurableHubris/fullstack-director Spec-first, cross-harness SDLC skills framework — one director, AI agents, a living spec s 5 Claude Code, Codex, OpenCode 2 2,488 tok
ben-alkov/the_swarm Claude Code plugin for multi-pattern multi-agent orchestration, using CC's built in Agent 5 Claude Code, Codex, OpenCode 2 645 tok
1broseidon/oneagent chain.sh Config-driven multi-agent CLI. One interface for Claude, Codex, Cursor, OpenCode, Cline, P 5 Claude Code, Codex, OpenCode 2 543 tok