Use case · Needs verification
MCP Servers For Builders
MCP servers and SDKs that connect AI agents to developer tools, files, browsers, APIs, and databases.
Verification status
This page lists recommended resources for this use case and is marked Needs verification. Community contributions and verification status are updated regularly.
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Browse recommended tools and libraries to speed up your build.
Skills
6 mapped skills
Tools
9 candidate tools
Repos
17 GitHub records
Required and useful skills
API Literacy
EngineeringUnderstanding authentication, rate limits, request shapes, errors, and source attribution.
Required or useful skill for resources in this use case.
MCP Integration
AIConnecting agents to tools through Model Context Protocol clients and servers.
Required or useful skill for resources in this use case.
Python
ProgrammingGeneral Python programming for automation, data, AI, and backend scripts.
Required or useful skill for resources in this use case.
Source Compliance
GovernanceRespecting robots.txt, API terms, licenses, trademarks, and attribution rules.
Required or useful skill for resources in this use case.
TypeScript
ProgrammingTyped JavaScript for web apps, SDKs, and browser automation workflows.
Skill linked from curated resource requirements.
Workflow Design
AutomationBreaking a task into reliable steps, checkpoints, retries, and human review gates.
Skill linked from curated resource requirements.
Recommended tools
Composio
MCP ToolsIntegration platform for connecting AI agents to tools, APIs, and MCP-style workflows.
Curated tool relationship for future one-stop directory pages.
FastMCP
MCP ToolsPythonic framework for building MCP servers and clients.
Seeded from manual curation; metadata enriched where possible.
Glama
MCP RegistriesMCP registry and discovery platform with server metadata and quality signals.
Curated tool relationship for future one-stop directory pages.
MCP Python SDK
MCP ToolsOfficial Python SDK for building Model Context Protocol clients and servers.
Seeded from manual curation; metadata enriched where possible.
MCP Servers
MCP ToolsOfficial or ecosystem MCP server collection used as a discovery source for integrations.
Seeded from manual curation; metadata enriched where possible.
MCP TypeScript SDK
MCP ToolsOfficial TypeScript SDK for building MCP clients and servers.
Curated tool relationship for future one-stop directory pages.
Official MCP Registry
MCP RegistriesOfficial registry for public Model Context Protocol server metadata.
Curated tool relationship for future one-stop directory pages.
Smithery
MCP RegistriesMCP server registry and tooling platform for agent integrations.
Curated tool relationship for future one-stop directory pages.
mcp.so
MCP RegistriesCommunity-oriented directory for MCP servers and clients.
Curated tool relationship for future one-stop directory pages.
Repository candidates
modelcontextprotocol/servers
TypescriptModel Context Protocol Servers
Official GitHub repository metadata fetched where API allowed.
modelcontextprotocol/python-sdk
PythonThe official Python SDK for Model Context Protocol servers and clients
Official GitHub repository metadata fetched where API allowed.
affaan-m/ECC
JavascriptThe agent harness performance optimization system. Skills, instincts, memory, security, and research-first development for Claude Code, Codex, Opencode, Cursor and beyond.
High-star GitHub discovery seed from query `topic:mcp stars:>100`.
n8n-io/n8n
TypescriptFair-code workflow automation platform with native AI capabilities. Combine visual building with custom code, self-host or cloud, 400+ integrations.
High-star GitHub discovery seed from query `topic:mcp stars:>100`.
Snailclimb/JavaGuide
JavascriptJava 面试 & 后端通用面试指南，覆盖计算机基础、数据库、分布式、高并发、系统设计与 AI 应用开发
High-star GitHub discovery seed from query `topic:mcp stars:>100`.
langgenius/dify
TypescriptProduction-ready platform for agentic workflow development.
High-star GitHub discovery seed from query `topic:mcp stars:>100`.
open-webui/open-webui
PythonUser-friendly AI Interface (Supports Ollama, OpenAI API, ...)
High-star GitHub discovery seed from query `topic:mcp stars:>100`.
farion1231/cc-switch
RustA cross-platform desktop All-in-One assistant for Claude Code, Codex, OpenCode, OpenClaw, Gemini CLI & Hermes Agent. Only official website: ccswitch.io
High-star GitHub discovery seed from query `topic:mcp stars:>100`.
punkpeye/awesome-mcp-servers
Unknown LanguageA collection of MCP servers.
High-star GitHub discovery seed from query `topic:mcp stars:>100`.
netdata/netdata
CThe fastest path to AI-powered full stack observability, even for lean teams.
High-star GitHub discovery seed from query `topic:mcp stars:>100`.
lobehub/lobehub
Typescript🤯 LobeHub is your Chief Agent Operator, organizing your agents into 7×24 operations by hiring, scheduling, and reporting on your entire AI team.
High-star GitHub discovery seed from query `topic:mcp stars:>100`.
ComposioHQ/awesome-claude-skills
PythonA curated list of awesome Claude Skills, resources, and tools for customizing Claude AI workflows
High-star GitHub discovery seed from query `topic:mcp stars:>100`.
MCP resources
FastMCP
MCPFramework for building MCP servers and clients in Python.
MCP seed resource; verify registry details before publication.
MCP Python SDK
MCPOfficial Python SDK resource for implementing MCP clients and servers.
MCP seed resource; verify registry details before publication.
MCP Servers Repository
MCPMCP server collection and discovery reference. Verify current official status before publication.
MCP seed resource; verify registry details before publication.
Caveats and failure modes
MCP integration safety, server permissions, and installation path must be verified for safe usage.
Official MCP registry syncing is currently active and updating.