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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-qualityCmaintenanceA basic Python implementation of a Model Context Protocol server for educational purposes, using FastAPI and WebSockets.Last updated294MIT
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 updated20Apache 2.0- Alicense-qualityCmaintenanceA 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-qualityDmaintenanceLocal-first documentation for AI agentsLast updated420251Apache 2.0
- Flicense-qualityCmaintenanceA 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
- Flicense-qualityCmaintenanceSummarizes Slack activity and GitLab merge requests with OpenAI to help generate daily standups, weekly reports, or quarterly check-ins.Last updated
- 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 updated1131,91116,366Elastic 2.0
- AlicenseAqualityBmaintenanceA high-performance MCP server providing up-to-date documentation for Go, npm, Python, Rust, Docker, Kubernetes, Terraform, and more — fetched from official sources, not training data.Last updated183MIT
- AlicenseAqualityCmaintenanceProvides 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
- AlicenseAqualityCmaintenanceProvides 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 updated5357MIT
- FlicenseCqualityCmaintenanceA 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 updated357
- Alicense-qualityCmaintenanceEnables repository context packing, file/symbol ranking, task-relevant selection, and applying structured patches via MCP.Last updated4MIT
- Apache 2.0
- Alicense-qualityCmaintenanceAn 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 updatedMIT
- Alicense-qualityDmaintenanceClaude Context is an MCP plugin that adds semantic code search to Claude Code and other AI coding agents, giving them deep context from your entire codebase.Last updated3511,571MIT
- Alicense-qualityCmaintenanceA demonstration server for the Model Context Protocol (MCP) that exposes calculator and Yahoo Finance tools, allowing LLMs to interpret natural language requests and make tool calls via the MCP standard.Last updated1Apache 2.0
- Alicense-qualityBmaintenanceA persistent memory and context management system for AI CLI tools that utilizes a three-layer architecture and semantic search to prevent context loss between sessions. It provides time-aware orientation and smart memory routing to help AI agents maintain project knowledge and architectural decisions.Last updated501MIT
- Alicense-qualityCmaintenanceAn MCP server that provides persistent, cross-session memory and team knowledge sharing for AI development workflows. It enables project DNA scanning, semantic search, context budgeting, and git-aware indexing to prevent AI context loss between sessions.Last updated6MIT
- Alicense-qualityBmaintenanceMCP server that cuts cloud LLM costs 36-42% by indexing context locally and giving agents precision retrieval tools instead of raw context dumps.Last updated57MIT