How real projects configure their agents

23,222 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 agents7,588Claude Code6,636Data and AI3,676Backend and APIs3,496Languages3,402Planning3,219Git and workflow3,187Code review2,745Testing2,374Memory and context2,364DevOps and cloud2,310Writing and docs2,309Research2,295Frontend2,261Security2,021Productivity1,715

All Claude Code31,998 Codex23,222 OpenCode22,170 GitHub Copilot3,550 Gemini CLI1,918 Cursor1,738 Windsurf137 Kiro80

Project Stars Configures Files Always loaded
Alan-512/ExperienceEngine Governance layer for coding agents that reuses real execution experience across OpenClaw, 2 Claude Code, Codex 4
methylone/Intervals-MCP-Server-with-STRYD Local MCP server exposing your Intervals.icu training data to AI clients (Claude, etc.) — 2 Codex, OpenCode 1 1,042 tok
subkoks/BEST-Self-Enhancement-Learning-AI BSELA — local control plane that learns from your coding AI sessions: captures, detects er 2 Claude Code, Codex, OpenCode 8 8,369 tok
yurymkomarov/opencode-agent-orchestration OpenCode-based multi-agent orchestration setup using ai-cli-mcp with Codex CLI, Claude Cod 2 Claude Code, Codex, Gemini CLI, OpenCode 3 628 tok
phenomenoner/Chatgpt-Codex-App-Plus phenomenoner.github.io Public-safe Codex bundle: local Context Canvas, A2A operations, pinned toolkit links, and 2 Codex, OpenCode 1 361 tok
pwang1997/wealth-hub-agent A financial intelligence platform powered by a multi-agent AI architecture, Model Context 2 Codex, OpenCode 1 971 tok
gcake119/joplin-llm-wiki Local-first Joplin knowledge base tool: SQLite raw export, local/agent wiki compilation, C 2 Claude Code, Codex, Cursor 24 971 tok
cacity/ResearchBrain Windows-first, local-first AI research literature workspace: supports incremental Zotero s 2 Claude Code, Codex 6
ftaricano/mcp-outlook MCP server for Microsoft Outlook / Exchange via Microsoft Graph API — 40 tools, client-cre 2 Claude Code, Codex, OpenCode 2 3,194 tok
fthsrbst/mnema Mnema — one memory for every AI agent. Shared memory, RAG and project maps over MCP + REST 2 Claude Code, Codex, OpenCode 2 3,869 tok
0GiS0/nerdearla-mcp Mis demos en Nerdearla Spain 2025 2 Codex, OpenCode 1 118 tok
F0rty-Tw0/agentic-mcp npmjs.com Prove and compare the AI CLIs you already installed from one command surface or one MCP se 2 Claude Code, Codex, OpenCode 2 3,225 tok
Coding-Dev-Tools/envault coding-dev-tools.github.io Sync, rotate, and manage .env files across environments securely 2 Codex, OpenCode 1 584 tok
hunchom/claude-code-ssh MCP server giving Claude Code 51 typed SSH tools across your server fleet. Pooled, gated, 2 Claude Code, Codex, OpenCode 11 5,195 tok
bcharleson/slack-agent-cli npmjs.com CLI and MCP server for Slack — channels, messages, DMs, search, and users. npm install -g 2 Codex, OpenCode 1 2,455 tok
ajbarea/ariadne ajbarea.github.io One agent tracing a single entity's evidence across graph, relational, and text stores int 2 Claude Code, Codex, OpenCode 2 617 tok
sdfdu/evopilot Local-first workflow compiler that turns repeated AI-agent work into evidence-backed, qual 2 Codex, OpenCode 1 97 tok
3z/hacktricks-mcp Fast, self-hostable MCP server giving AI agents token-authenticated full-text search over 2 Codex, OpenCode 1 778 tok
sigvardt/linkedin-buddy Open-source LinkedIn MCP server, LinkedIn CLI, and TypeScript automation toolkit for inbox 2 Codex, OpenCode 1 3,229 tok
ImBIOS/belifoa ⚡ High-performance, compact Linear client & MCP server for AI agents. Reduces prompt conte 2 Codex, OpenCode 1 1,640 tok
stvlynn/dsh.fish dsh.fish Discover and install DeepSeek Harness plugins, skills, MCP servers, agent presets, bundles 2 Claude Code, Codex, OpenCode 3 2,068 tok
SarutobiSasuke8/agent-handoff-mcp Local-first MCP server for bounded, auditable handoffs between AI agents. 2 Codex, OpenCode 1 133 tok
RichardGeorgeDavis/Codex-Workspace A local-first multi-repo workspace system with shared runtime control, memory, docs, and a 2 Claude Code, Codex, GitHub Copilot, OpenCode 27 1,610 tok
itsarmaanverma/local-token-saver Locally installed, folder-scoped retrieval-first context for Claude Code / Codex — SQLite 2 Claude Code, Codex, OpenCode 2 766 tok
nwthomas/oura-ring-mcp-server Oura Ring API model context protocol implementation 2 Claude Code, Codex, OpenCode 2 942 tok
PageWeave/cms pageweave.dev ☁️ PageWeave CMS – AI-first Website management 2 Codex, OpenCode 1 1,801 tok
EndogenAI/dogma Values ingrained, sovereignty sustained — governance framework for endogenous AI workflows 2 Claude Code, Codex, OpenCode 64 26,171 tok
pproenca/unifi-mcp npmjs.com Local MCP server for the UniFi Network API 2 Claude Code, Codex, OpenCode 7 627 tok
nbialk/chess-mcp chess.niklas.sh Example MCP app with interactive React views — Chess.com player, game & puzzle tools for C 2 Codex, OpenCode 1 491 tok
eliassoares/trilium-fastmcp MCP server for Trilium Notes — exposes the ETAPI as tools for LLMs and AI agents 2 Claude Code, Codex, OpenCode 2 2,578 tok
naxe-run/naxe Dependency-aware task graph engine for AI agents. Agents write tasks with dependencies; th 2 Codex, OpenCode 1 961 tok
patil-shubham-dev/AgentCall AgentCall is an open-source platform that lets AI agents call you when they need help. Whe 2 Codex, OpenCode 1 347 tok
jsharma1105/Koshi Context engineering toolkit for AI agents. 24 MCP tools across retrieval, memory, context, 2 Codex, OpenCode 1 1,869 tok
MarceloCaporale/clean-process-ended visualsystemslab.com Local-first MCP process janitor for AI coding agents. Dry-run diagnostics, session close c 2 Codex, OpenCode 1 1,167 tok
cipherfoxie/agent-bench sovgrid.org Measure whether an MCP server or skill actually improves your coding agent. A/B arms, dete 2 Codex, OpenCode 1 784 tok
AxT-Team/uapi-mcp uapis.cn Official MCP (Model Context Protocol) server for UAPI / uapis.cn — 100+ public endpoints e 2 Codex, OpenCode 1 929 tok
seunghyukchoe/copper-mcp Local-first PCB automation for KiCad with safe MCP tools and deterministic autorouting res 2 Codex, OpenCode 1 566 tok
farchanjo/merkle Local-first MCP vault for Claude Code — LLMs hold opaque handles, operators approve every 2 Claude Code, Codex, OpenCode 2 1,940 tok
zjshen14/opencli npmjs.com An open-source, model-agnostic AI coding agent CLI — works with Google Gemini, Anthropic C 2 Claude Code, Codex, OpenCode 2 7,102 tok
VladUZH/wordhoard wordhoard-design-lab.vercel.app Self-hosted registry for your team's Agent Skills and prompts — fork lineage, version diff 2 Claude Code, Codex, OpenCode 2 79 tok
astandrik/gravity-ai-ui gravity-ai.ydb-qdrant.tech AI interface generator that validates model output and renders trusted Gravity UI componen 2 Codex, OpenCode 1 586 tok
getappz/agentflare agentflare.dev Run AI coding agents efficiently, and coordinate more than one of them. Zero fluff, zero r 2 Claude Code, Codex, OpenCode 9 1,158 tok
lidless-labs/misp-mcp lidless.dev MISP threat intel lives in tabs you never finish reading. misp-mcp turns events, attribute 2 Codex, OpenCode 1 1,059 tok
oaslananka/a2amesh oaslananka.github.io AI-native TypeScript runtime and tools for A2A agent orchestration, MCP integration, regis 2 Codex, OpenCode 1 1,486 tok
pankaj28843/docs-mcp-server pankaj28843.github.io Multi-tenant MCP server for documentation search and retrieval. 2 Claude Code, Codex, GitHub Copilot, OpenCode 14 940 tok
ferrus-dev/ferrus ferrus.dev Deterministic multi-agent orchestration for real software execution. 2 Claude Code, Codex, OpenCode 6 4,132 tok
NeuroverseOS/Neuroverseos-governance neuroverseos.com Deterministic governance engine for AI agents. Enforce rules defined in .md governance fil 2 Codex, OpenCode 1 2,384 tok
matbanik/agentic-genomics Connect whole-genome sequencing data to AI coding assistants via the Model Context Protoco 2 Claude Code, Codex 1
Synapsor/Synapsor-Runner synapsor.ai Let AI agents query and update Postgres/MySQL without raw SQL, unrestricted schema access, 2 Claude Code, Codex, GitHub Copilot, OpenCode 3 1,188 tok
pusewicz/cf-mcp cf-mcp.fly.dev MCP server providing documentation tools for Cute Framework 2 Claude Code, Codex, OpenCode 6 1,318 tok