4,774 servers
Unified MCP server for querying OpenTelemetry traces across multiple backends (Jaeger, Tempo, Traceloop, etc.), enabling AI agents to analyze distributed traces for automated debugging and observability.
Wireshark-like forensic analysis for Model Context Protocol communications Capture, inspect, and investigate all HTTP requests and responses between your IDE and MCP servers
Code intelligence CLI — function-level dependency graph across 11 languages, 30-tool MCP server for AI agents, complexity metrics, architecture boundary enforcement, CI quality gates, git diff impact with co-change analysis, hybrid semantic search. Fully local, zero API keys required.
A collection of Model Context Protocol (MCP) servers developed by Arvore for seamless integration with AI assistants like Claude.
Model Context Protocol server for Feishu integration
An MCP server that uses Satori to generate consistent images from React components.
A Model Context Protocol (MCP) server exposing Lucide icons as resources and tools for LLMs and agentic applications. Built with Bun and the MCP TypeScript SDK.
Outcome-based persistent memory MCP server for Claude Code and OpenCode. Good advice promoted, bad advice demoted. pip install roampal.
This is a Ruby implementation of MCP (Model Context Protocol) client
39 tax tools for US taxpayers: federal/state tax, credits, deductions, retirement. All local.
IMPACT Framework - B2B Positioning & Messaging Tools by Shashwat Ghosh
Cognitive memory for AI agents — semantic search, Hebbian learning, knowledge graphs.
A memory layer for AI Agents
A code review tool based on Model Context Protocol (MCP) that leverages OpenAI's capabilities for intelligent code analysis and review. | 基于模型上下文协议(MCP)的代码审查工具,利用OpenAI的能力进行智能代码分析和审查。
Know what your AI agent actually did. Agent Recorder logs every tool call across your MCP servers — locally, to SQLite, without capturing prompts or reasoning. Debug failures, audit runs, and stop guessing.
Flight search & booking for AI agents. 400+ airlines, $20-50 cheaper than OTAs.
Zotero MCP: Connects your Zotero research library with Claude and other AI assistants via the Model Context Protocol to discuss papers, get summaries, analyze citations, and more.
API Framework heavily relying on the power of DuckDB and DuckDB extensions. Ready to build performant and cost-efficient APIs on top of BigQuery or Snowflake for AI Agents and Data Apps
Persistent project context. 33 tools. AI format interop. IANA-registered. #2759
It's like v0 but in your Cursor/WindSurf/Cline. 21st dev Magic MCP server for working with your frontend like Magic