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maintenanceMCP server enabling real-time weather queries via Tavily API and internet usage data by country via MongoDB.
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Apache 2.0
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"IBM MCP Context Forge - Model Context Protocol Framework" matching MCP servers:
- Alicense-qualityDmaintenanceA production-ready MCP server template that connects LLMs and AI agents to external data, tools, and services with built-in OAuth 2.1 authentication, Redis-backed session management, and a modular tools engine.Last updated1MIT
- Alicense-qualityDmaintenanceA basic Python implementation of a Model Context Protocol server for educational purposes, using FastAPI and WebSockets.Last updated372MIT
Model Context Shellofficial
Alicense-qualityBmaintenanceEnables AI agents to compose MCP tool calls into Unix-style pipelines, executing complex workflows server-side and returning only the final result.Last updated21Apache 2.0- Alicense-qualityDmaintenanceA Python-based server for managing and analyzing code context for AI-assisted development. Provides real-time code analysis, project structure analysis, dependency tracking, and secure API endpoints.Last updated15MIT
- Alicense-qualityAmaintenanceAn event-driven MCP server that enables agents to share context streams, publish and subscribe to events, manage tasks, and follow protocols, keeping a fleet of agents mutually context-aware in real time.Last updatedMIT
- Alicense-qualityAmaintenanceA lightweight MCP server for semantic search over markdown knowledge bases, enabling AI coding agents to index, search, and answer questions from local markdown documents.Last updatedMIT
- Alicense-qualityCmaintenanceLocal-first documentation for AI agentsLast updated181329Apache 2.0
- Flicense-qualityDmaintenanceA secure multi-tenant server that provides real-time context to LLMs via REST API, using JWT authentication and PostgreSQL row-level security for tenant isolation.Last updated
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- AlicenseAqualityAmaintenanceAn MCP server that preserves LLM context by intercepting large data outputs and returning only concise summaries or relevant sections. It enables efficient sandboxed code execution, file processing, and documentation indexing across multiple programming languages and authenticated CLIs.Last updated1113,20219,060Elastic 2.0
- AlicenseAqualityBmaintenanceAn MCP server that provides dynamic codebase context to Claude Code through tools like hybrid search, recent changes, and symbol definitions, enhancing AI-assisted coding with local RAG.Last updated8MIT
- AlicenseAqualityAmaintenanceDeterministic dependency + CVE context for AI coding tools, over the Model Context Protocol. A ~0.85 MB pure-Rust MCP server.Last updated21MIT
- AlicenseAqualityDmaintenanceProvides persistent context management for AI agents by storing and querying semantic information using Upstash Vector DB and Google AI embeddings. It enables semantic search, batch operations, and metadata filtering to help agents retrieve relevant stored knowledge.Last updated63MIT
- AlicenseAqualityAmaintenanceProvides persistent memory and a codebase knowledge graph for AI coding assistants, enabling shared context across multiple tools like Claude, Cursor, and ChatGPT, with significant token reduction.Last updated553MIT
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CMR Model Context Protocolofficial
FlicenseBqualityFmaintenanceAn MCP server that integrates AI retrievals with NASA's Common Metadata Repository (CMR), allowing users to search NASA's catalog of Earth science datasets through natural language queries.Last updated14- FlicenseCqualityDmaintenanceA server built with mcp-framework that allows users to extend Claude's capabilities by adding custom tools that can be used through the Claude Desktop client.Last updated2346
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- AlicenseDqualityBmaintenanceRead-only repository context explorer for coding agents. Provides repository exploration tools via CLI or MCP adapter.Last updated1GPL 3.0