A
license-
qualityC
maintenanceMCP server that routes natural language requests to structured tool calls using a LoRA-tuned small language model, with built-in validation, retry, and fallback recovery.
MIT
74,328 servers. Updated
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"A tool for working with spreadsheets and data analysis" matching MCP servers:
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- Flicense-qualityBmaintenanceA configurable MCP gateway that runs multiple Streamable HTTP MCP servers and exposes all their tools through a single endpoint, enabling tool aggregation and routing for MCP clients.
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- Flicense-quality-maintenanceA framework for building hot-loadable MCP tools that feature conversational negotiation, graduated permissions, and zero-downtime updates. It enables persistent state continuity across server restarts and provides a hypothetical evaluation system for tool actions.
- AlicenseAqualityBmaintenanceAn MCP proxy that embeds tool definitions and returns only the top-k semantically relevant tools per query, reducing context usage and routing calls to upstream MCP servers.2MIT
- FlicenseAqualityDmaintenanceCentral registry for AI tools with vector search and knowledge graph, enabling intelligent tool discovery, chaining, and execution via MCP.12
- AlicenseAqualityAmaintenanceGraph-based tool retrieval for LLM agents. Builds a tool graph from OpenAPI/MCP specs and retrieves multi-step workflows via hybrid search (BM25 + graph traversal + embedding), recovering accuracy from 12% to 82% with 79% fewer tokens. Also works as an MCP Proxy to aggregate multiple servers behind 3 meta-tools.616MIT
- AlicenseAqualityDmaintenanceA single MCP server that provides dynamic access to thousands of APIs through discovery and proxy, eliminating the need to install and configure multiple separate MCP servers.412MIT
- FlicenseBqualityCmaintenanceEnables AI agents to drive real Google Chrome with stealth and captcha handling, using Patchright to avoid bot detection.70
- Alicense-qualityCmaintenanceAnalyzes multi-step AI agent tool chains to compute success probability, identify bottlenecks, and suggest better execution orders, enabling more reliable agents via local pure-math computation.MIT
- Alicense-qualityDmaintenanceEnables AI agents to access user and message data through MCP resources, providing REST API integration for user management with paginated lists and thread tracking.182MIT
- Alicense-qualityDmaintenanceA generic MCP proxy that filters which tools are exposed from a remote MCP server, reducing context window token usage by only loading the tools you actually need.9MIT
- Flicense-qualityCmaintenanceReference implementation of a Model Context Protocol server for integrating external APIs as agent tools. Includes built-in tools for weather, database queries, web search, and calculations, with authentication, rate limiting, and logging.
- Alicense-qualityAmaintenanceProduction-ready MCP server providing RAG, hierarchical memory, and 8+ tools for AI agents via the Model Context Protocol.41Apache 2.0
- Alicense-qualityBmaintenanceA standalone MCP gateway/proxy server that lets any MCP-compatible client search and call tools across multiple downstream MCP servers through a single mcp proxy tool.26MIT
- Alicense-qualityDmaintenanceProvides a standardized protocol for tool invocation, enabling an AI system to search the web, retrieve information, and provide relevant answers through integration with LangChain, RAG, and Ollama.2MIT
- Alicense-qualityDmaintenanceFacilitates interaction with AWS Bedrock-enabled tools by implementing Anthropic's Model Context Protocol for seamless tool integration and communication.55MIT
- Flicense-qualityDmaintenanceExposes Coze workflows as MCP tools, allowing AI clients to discover and execute workflows from a specified Coze workspace. It provides a simple way to integrate external skills into platforms like OpenClaw without needing local environment configurations.98
- Flicense-qualityBmaintenanceA lightweight, zero-dependency MCP gateway adapter that enables Claude/Cursor agents to process structured JSON payloads and integrate with GenPark AI agent pipelines.4