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
gyuch-an02/claude-omakase 8 Claude Code 1 1,349 tok
dedsecorg/agentic-dns POSIX-native MCP server for intercepting DNS escapes and enforcing deterministic domain re 8 Claude Code 5
memyselfandm/cconami My personal repo of Claude Code Cheats 8 Claude Code 20 1,307 tok
ckalima/pipedrive-mcp-server MCP server for Pipedrive CRM. 155 contract-tested tools, v2-first API, gated destructive o 8 Claude Code 1 1,497 tok
Sealjay/mcp-whatsapp sealjay.com Single-binary Go MCP server that wraps whatsmeow to expose a personal WhatsApp account as 8 Claude Code 2 1,445 tok
NodeSpaceAI/nodespace-core nodespace.ai Local-first knowledge base with semantic search for AI coding assistants. Fewer tokens, fa 8 Claude Code 13 5,416 tok
DDS-Solutions/AI-TadPole-OS dds-solutions.github.io AI-Tadpole-OS a local-first "development platform" a Lily Pad to jump from for running aut 8 Claude Code, Codex, Gemini CLI, OpenCode 3 2,920 tok
elbruno/ElBruno.ModelContextProtocol Semantic routing for MCP tools - .NET library that indexes MCP tool definitions and return 8 Claude Code, GitHub Copilot 2 2,648 tok
ctoth/mcp_server_code_extractor 🎯 Precise code extraction for AI assistants - MCP server using tree-sitter to extract fun 8 Claude Code 1 1,215 tok
TwoWells/Catenary twowells.github.io Giving AI coding agents LSP-powered code intelligence. 8 Claude Code, Codex, Gemini CLI, OpenCode 3 2,552 tok
bh-rat/mcp-db Session and event store for MCP server, also allows distributed coordination between serve 8 Claude Code 1 2,401 tok
user-hash/Lifeblood Compiler truth in, AI context out. Open semantic glue between language intelligence and AI 8 Claude Code 1 2,325 tok
darshjoshi/pitwall Turn Claude into your F1 race engineer — 79 MCP tools for telemetry, strategy, and 75 year 8 Claude Code 1 1,019 tok
Rastrian/DiscordMCP blog.rastrian.dev A multi-server Discord control plane that exposes Discord operations as MCP tools, resourc 8 Claude Code 1 2,198 tok
Sannnao/react-docs-mcp npmjs.com MCP servers with local semantic search over React & React Native docs. Runs fully offline 8 Claude Code 2
dkstm95/hope Hope helps people take on more complex work with AI while preserving their judgment and ag 8 Claude Code, Codex, OpenCode 2 248 tok
seokan-jeong/team-shinchan 15 Shinchan character agents that debate, plan, execute, and learn. Stop doing everything 8 Claude Code, Codex, OpenCode 2 1,360 tok
goadesign/goa-ai goa.design Design-first agentic systems in Go: declare agents, tools, MCP servers, policies, and stru 8 Claude Code, Codex, OpenCode 2 3,815 tok
osauer/canary osauer.dev Canary is a local Interactive Brokers risk desk for MCP, CLI, the paired app, and Go. Stan 8 Claude Code, Codex, OpenCode 3 3,222 tok
ken-jo/agent-connector agent-connector.ai Deploy one MCP to every agent host. Declare your MCP server once with defineConnector() → 8 Claude Code 1
iampantherr/SecureContext Persistent memory + security layer for Claude Code (MCP plugin). Agents remember your proj 8 Claude Code 1 1,689 tok
UserB1ank/interactive-process-mcp Give AI Agents Interactive Terminal Capabilities[now been moved to termcp] 8 Claude Code 1 597 tok
berkcangumusisik/repo-seatbelt npmjs.com A safety layer for AI coding agents. CLAUDE.md/AGENTS.md generator, MCP runtime guardrail, 8 Claude Code, Codex, OpenCode 2 1,503 tok
acartag7/mcp-sso OAuth 2.1 and enterprise SSO for remote MCP servers without API keys in client configs. 8 Claude Code, Codex, OpenCode 4 4,794 tok
stainless-code/codemap stainless-code.com Cut AI-agent token waste ~90% — query a local SQLite structural index of your JS/TS/CSS co 8 Claude Code, Codex, OpenCode 27 632 tok
uburuntu/vas3k-mcp vas3k-mcp.rmbk.me Plug vas3k.club into your AI — search members, cite posts, pull links right in chat. Remot 8 Claude Code 1 2,525 tok
Leoyang183/sync-agents-settings Sync MCP server configs from Claude Code to Gemini CLI, Codex CLI, OpenCode, Kiro, and Cur 8 Claude Code, Codex, OpenCode 2 2,154 tok
spranab/swarmcode spranab.github.io Claude Code instances on different machines can't talk to each other — SwarmCode gives the 8 Claude Code 3 254 tok
systempromptio/systemprompt-core systemprompt.io AI governance infrastructure for agentic systems. Rust library behind systemprompt.io — MC 8 Claude Code, Codex, OpenCode 2 5,747 tok
malkreide/zurich-opendata-mcp stadt-zuerich.ch MCP Server für Open Data der Stadt Zürich – 23 Tools für CKAN, Geodaten, Gemeinderat, Stad 8 Claude Code 3 6,391 tok
cherchyk/MCPBrowser 8 Claude Code 11
unitedideas/nothumansearch nothumansearch.ai Search engine for AI agents — ranks sites by agentic readiness (llms.txt, OpenAPI, MCP, ai 8 Claude Code 1
spideynolove/sequential-thinking-mcp-v2 Sequential Thinking MCP server follows First principle thinking framework 8 Claude Code 1 700 tok
keithyt06/quick-dingtalk-mcp User-identity DingTalk MCP server. Wraps the official dws CLI to expose your real DingTalk 8 Claude Code 1 1,491 tok
anirbanbasu/pymcp pypi.org A template repository for developing MCP servers in Python 8 Claude Code, Codex, OpenCode 2 1,470 tok
ftaricano/mcp-onedrive-sharepoint MCP server and CLI for OneDrive and SharePoint via Microsoft Graph 8 Claude Code, Codex, OpenCode 2 1,482 tok
Lexus2016/turbo_quant_memory Local-first MCP memory server for AI coding agents with compact retrieval and project/glob 8 Claude Code, Codex, OpenCode 2 1,656 tok
olgasafonova/nordic-registry-mcp-server MCP server for Nordic company registries (Norway, Denmark, Finland, Sweden) 8 Claude Code, Codex, Cursor, OpenCode 5 2,262 tok
comma-compliance/pipedrive-mcp Pipedrive CRM server for the Model Context Protocol (MCP). 75 tools covering full CRUD, cu 8 Claude Code 1 284 tok
andresgomezfrr/shadow Local-first memory, observation, and autonomy layer for Claude. A background daemon that l 8 Claude Code 1 4,994 tok
hugooc/OpenKP openkp.org Patient-directed MCP bridge between Claude and Kaiser Permanente's patient portal. 8 Claude Code 1 3,300 tok
replenhq/replen replen.dev Smarter AI Development Workflows 8 Claude Code, Codex, Gemini CLI, OpenCode 3 8,308 tok
Dakera-AI/dakera-cli dakera.ai dk — CLI for Dakera self-hosted AI agent memory. Manage memories, namespaces, vectors, kno 8 Claude Code 2 282 tok
varve-sh/varve varve.sh Decision memory for AI coding agents. A local-first Go binary and MCP server: records deci 8 Claude Code 1 898 tok
EtanHey/brainlayer brainlayer.etanheyman.com Persistent memory MCP for AI agents — SQLite, knowledge graph, 13-tool Python MCP + 17-too 8 Claude Code, Codex, OpenCode 2 8,463 tok
kabirnarang39/wardline kabirnarang39.github.io Open source control-plane proxy for AI agents: identity, policy, budget, audit for MCP and 8 Claude Code 1 1,372 tok
aleksakarac/obsidian-mcp Enhanced Obsidian MCP server with hybrid plugin control - filesystem-native and API-based 8 Claude Code 9 232 tok
muchiny/bridge-mcp MCP server for secure SSH remote management — 337 tools across 74 groups for DevOps, Docke 8 Claude Code 1 2,132 tok
ifokeev/codetunnel ifokeev.github.io CodeTunnel - AI-Powered Development from Anywhere 8 Claude Code 1 290 tok
XuebinMa/AIWiki xuebinma.github.io AI-coding pitfalls & best practices, written from the AI's first-person POV — 76 entries a 8 Claude Code 6 3,165 tok