How real projects configure their agents

43,652 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
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
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 3,352 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
Elnora-AI/elnora-merit-aktiva Merit Aktiva accounting + Merit Palk payroll API — CLI and Claude Code plugin. Universal, 8 Codex, OpenCode 1 1,006 tok
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 5,743 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
lililib/ai-session-search Local-first full-text search and reusable context library for AI coding sessions across Cl 8 Codex, OpenCode 1 113 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
jmpijll/fortimanager-code-mode-mcp MCP server for FortiManager using the Code Mode pattern — 2 tools (search + execute) with 8 Codex, OpenCode 1 1,698 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
chrisribe/simple-memory-mcp 🧠 Persistent local memory for AI assistants across conversations. SQLite, no cloud, no co 8 GitHub Copilot 1 450 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
flaco-source/altium-mcp MCP server bridging Cursor to Altium Designer via DelphiScript 8 Cursor 1
aleksakarac/obsidian-mcp Enhanced Obsidian MCP server with hybrid plugin control - filesystem-native and API-based 8 Claude Code 9 232 tok
dwnmf/codex_remote Remote control of Codex CLI from a browser: live output, approvals, and self-hosting (Clou 8 Codex, OpenCode 1 63 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
ravenintheforrest/aiden-mcp aidenmcp.ravenhoward.org MCP server for the Fellow Aiden coffee brewer. Lets Claude push profiles, scrape roaster p 8 Claude Code 1 1,281 tok
piiinpiiins/Zotero-MCP-lite 8 Claude Code 1 77 tok
volantlabs/vellis volantlabs.ai Vellis — open-source context graph engine for AI agents: typed, local-first memory with ex 8 Codex, OpenCode 8 4,953 tok
TylerIlunga/procore-mcp-server MCP server exposing the full Procore REST API for Claude Desktop and Claude Code 8 Claude Code 1 2,345 tok
beyondeye/aitasks aitasks.io an agentic IDE in your terminal, markdown tasks with YAML frontmatter, git-native, zero in 8 Claude Code, Codex, OpenCode 83 7,617 tok
noahain/Monoloth noahain.xyz Agent-agnostic desktop shell for CLI coding tools 8 Codex, OpenCode 1 3,397 tok
kasssandr/archilles RAG for researchers: page-level citations from your personal library, LLM access via MCP. 8 Claude Code, Codex, OpenCode 2 3,480 tok