24,879 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 agents8,544Claude Code6,892Git and workflow3,622Data and AI3,580Backend and APIs3,558Languages3,492Planning3,321Code review2,907Testing2,690DevOps and cloud2,489Writing and docs2,484Memory and context2,374Research2,321Frontend2,311Security2,178Project management1,971
All Claude Code32,539 Codex24,879 OpenCode23,799 GitHub Copilot3,723 Gemini CLI2,040 Cursor1,772 Windsurf202 Kiro116
| Project | Stars | Configures | Files | Always loaded |
|---|---|---|---|---|
| ariobarin/compass-mcp Read-only revision-pinned MCP bridge for Compass | 0 | Codex, OpenCode | 1 | 169 tok |
| EricYuan2007/GPUPlane Agent-native training control plane for personal GPUs — personal GPU training control plan | 0 | Claude Code, Codex, OpenCode | 5 | 3,555 tok |
| cmiretf/algorate-mcp | 0 | Codex, OpenCode | 1 | 757 tok |
| kthy/felt-mcp MCP server for agents working with Felt.com | 0 | Claude Code, Codex, OpenCode | 2 | 999 tok |
| flop-labs-dev/technocore-chat HTTP-native chat and notes for agents whose sandbox only allows webfetch — every write is | 0 | Codex, OpenCode | 1 | 317 tok |
| AstroBlocksMod/ScratchMCP The MCP Server for Scratch | 0 | Claude Code, Codex, OpenCode | 2 | 551 tok |
| Studio-Moser/Shelby-MCP The knowledge-graph memory server for AI tools. Mem0-grade intelligence. Engram-grade simp | 0 | Claude Code, Codex, OpenCode | 4 | 773 tok |
| HelloiOS2014/chrome-pilot-mcp | 0 | Codex, OpenCode | 1 | 557 tok |
| nakanoasaservice/freee-remote-mcp Freee remote MCP server running on Cloudflare Workers | 0 | Claude Code, Codex, OpenCode | 2 | 325 tok |
| paul-92/data-engineering-mcp | 0 | Codex, OpenCode | 1 | 1,805 tok |
| zinntikumugai/rigol-oscilloscope-mcp | 0 | Claude Code, Codex, OpenCode | 3 | 1,738 tok |
| xuj1nfan/knowledge_base A local knowledge base for terminal and agent cli | 0 | Codex, OpenCode | 1 | 136 tok |
| tonytanglab/cursor-relay-mcp | 0 | Codex, OpenCode | 1 | 214 tok |
| Suryakanta26/mcp-server-python-mt9e4j8z Created from render-examples/mcp-server-python template | 0 | Claude Code, Codex, OpenCode | 2 | 841 tok |
| goods9999-ai/personal-file-analysis-mcp_test_20260826 A FastMCP-based test suite for locally reading and analyzing specific files | 0 | Claude Code, Codex, OpenCode | 2 | 9,797 tok |
| seeincodes/skyfi-mcp npmjs.com Remote MCP server for SkyFi satellite imagery platform — search, price, order, and monitor | 0 | Claude Code, Codex | 1 | — |
| adinschmidt/fastmail-mcp | 0 | Codex, OpenCode | 1 | 1,333 tok |
| CynepHy6/mcp-sentry | 0 | Codex, OpenCode | 1 | 1,081 tok |
| aaronspring/jimdo-docs-mcp | 0 | Codex, OpenCode | 1 | 704 tok |
| ericchansen/aifmt ericchansen.github.io Make visual text content just work. MCP server that fixes, validates, and generates diagra | 0 | Codex, OpenCode | 1 | 1,153 tok |
| tarous89/intel_mcp | 0 | Codex, OpenCode | 1 | 163 tok |
| YardenPorat/telegram-notifier-mcp | 0 | Codex, OpenCode | 1 | 5 tok |
| MVPR-Ext-Projects/planday-bridge Planday's Timesheet Report for Excel, Power BI and Claude. Full-surface MCP server over al | 0 | Claude Code, Codex, OpenCode | 2 | 3,568 tok |
| CONN-SKILL/connskill-growth-mcp agent.connskill.com Keyword Metrics and modeled AI search demand for AI agents. Google Ads volume, CPC and que | 0 | Codex, OpenCode | 1 | 218 tok |
| lpenguin/webgpu_inspector_mcp | 0 | Claude Code, Codex | 1 | — |
| sanshan1978/codeguard-rag-mcp Evidence-grounded Python defect and vulnerability diagnosis with Hybrid RAG, MCP, ChromaDB | 0 | Claude Code, Codex | 9 | — |
| Neuro-Mechatronics-Interfaces/SemanticScholar_MCP MCP tools for use with a SemanticScholar API key (can be requested via CMU academic email | 0 | Claude Code, Codex, OpenCode | 2 | 2,693 tok |
| maxim-at-reveliolabs/pipelines-mcp | 0 | Codex, OpenCode | 1 | 950 tok |
| VoidNxSEC/securellm-mcp voidnxlabs MCP server, development in progress. | 0 | Claude Code, Codex, OpenCode | 2 | 4,975 tok |
| KpihX/bw-mcp | 0 | Claude Code, Codex | 1 | — |
| JoeyBe1/mcp-augment Add safety hooks to AI coding tools that have none | 0 | Codex, OpenCode | 1 | 321 tok |
| HachiTogo/macos-mcp-tools JXA/Sqlite based MCP tools for common MacOS applications like mail, contacts, and notes. | 0 | Claude Code, Codex, OpenCode | 2 | 901 tok |
| inakirealise/boond-mcp A TypeScript-based Model Context Protocol (MCP) server providing 94+ tools across 8 busine | 0 | Codex, OpenCode | 1 | 2,383 tok |
| solidlime/Nous A Model Context Protocol (MCP) server for persistent memory. Provides advanced semantic se | 0 | Codex, Gemini CLI, OpenCode | 2 | 219 tok |
| Allentgt/dynamodb-mcp-server | 0 | Codex, OpenCode | 1 | 2,022 tok |
| fabrica-land/fabrica-mcp MCP server for AI agents to explore and interact with tokenized real property on the Fabri | 0 | Codex, OpenCode | 1 | 6,775 tok |
| ftaricano/mcp-hub TypeScript MCP gateway for aggregating, searching, and routing tools across multiple Model | 0 | Claude Code, Codex, OpenCode | 2 | 1,099 tok |
| velinussage/brand-gen Agent-driven toolkit for generating, critiquing, and iterating branded materials with CLI, | 0 | Codex, OpenCode | 1 | 2,054 tok |
| zacacollier/kraken-pro-mcp MCP Server for Kraken | 0 | Codex, OpenCode | 1 | 671 tok |
| flin-agency/flin-meta-ads-mcp | 0 | Codex, OpenCode | 1 | 182 tok |
| jenreh/appkit-bpmn-server MCP Server to generate and edit BPMN processes | 0 | Claude Code, Codex, GitHub Copilot | 5 | 12,610 tok |
| jamesricky/test-mcp Vibe coded MCP server for testing and debugging. | 0 | Claude Code, Codex, OpenCode | 2 | 790 tok |
| uzochukwuV/Eleventts-stellar-mcp eleventts-stellar-mcp.vercel.app | 0 | Codex, OpenCode | 1 | 538 tok |
| Heartran/Kanka-MCP-Server | 0 | Codex, OpenCode | 1 | 900 tok |
| ftaricano/mcp-server-trello Professional MCP server and CLI for Trello boards, cards, checklists, and workspaces. | 0 | Claude Code, Codex, OpenCode | 2 | 1,166 tok |
| siriuslattice/stellarmcp MCP server giving AI agents access to Stellar blockchain data — x402 micropayments on Stel | 0 | Codex, OpenCode | 1 | 888 tok |
| sinmb79/22B-Interior-Planning-Master-MCP 22B-Interior-Planning-Master-MCP — Let's create interior design estimates and bird's-eye v | 0 | Codex, OpenCode | 1 | 1,422 tok |
| Safefy-Pay/safefy-mcp | 0 | Claude Code, Codex | 1 | — |
| shooebill/unified-mcp A wrapper MCP server that bundles OpenMemory and Cipher | 0 | Claude Code, Codex, OpenCode | 5 | 459 tok |
| VitalyOstanin/mongodb-mcp MCP server for MongoDB: queries, aggregations, schema analysis, streaming export, read-onl | 0 | Claude Code, Codex, OpenCode | 2 | 4,037 tok |