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maintenanceSemantic navigator for MCP tools that finds relevant tools by natural language intent, reducing token usage by 95%.
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"A service or tool for sending emails and managing calendars" matching MCP servers:
- Alicense-qualityCmaintenanceMCP 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.Last updatedMIT
- Alicense-qualityDmaintenanceReal-time hydrological information retrieval service that provides water level, precipitation, dam discharge data, and observatory location information.Last updated1Apache 2.0
- Alicense-qualityBmaintenanceA reusable MCP HTTP server with OAuth 2.1 that turns any JSON-RPC handler into a production-ready endpoint with dynamic client registration, PKCE, refresh tokens, and OpenAPI docs.Last updatedMIT
- Alicense-qualityCmaintenanceEnables AI agents to discover and execute tools via a secure MCP server with JWT authentication, RBAC, rate limiting, and audit logging.Last updated1MIT
- Flicense-qualityCmaintenanceEnables business services to push error logs and generate diagnostic reports using MCP tools for log searching, code querying, and report generation.Last updated
- Flicense-qualityDmaintenanceAn MCP (Multi-Agent Conversation Protocol) server that enables interaction with Google's Managed Service for Microsoft Active Directory through its OpenAPI, allowing users to manage identity resources through natural language.Last updated
- AlicenseAqualityBmaintenanceRelays a result screenshot to Slack so you can review a coding agent's output without opening the app.Last updated7MIT
- 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.Last updated66MIT
- AlicenseAqualityCmaintenanceConnects AI assistants to Jira Service Management instances, providing 40 tools for managing service desks, requests, comments, customers, organizations, queues, SLA, approvals, and attachments.Last updated401MIT
- AlicenseAqualityCmaintenanceProvides an MCP interface to the ROBOT command-line tool for OWL ontology editing, enabling operations like merging, reasoning, and conversion via natural language.Last updated261BSD 2-Clause "Simplified"
- AlicenseAqualityCmaintenanceEnables AI agents to recognize and extract text from images using PaddleOCR, supporting both file paths and base64 input with structured results including confidence scores and text positions.Last updated21MIT
- FlicenseBqualityDmaintenanceProvides tools to communicate with a service dependency API, enabling users to query and interact with service relationship data and dependency mappings.Last updated7
- Alicense-qualityAmaintenanceProvides semantic memory and persistent storage for Claude, leveraging ChromaDB and sentence transformers for enhanced search and retrieval capabilities.Last updated31,911Apache 2.0
- AlicenseCqualityAmaintenanceMCP server for InvGate Service Desk — manage incidents, users, knowledge base, assets and time tracking from any AI assistant.Last updated633MIT
- Alicense-qualityDmaintenanceProvides intelligent, persistent memory for AI assistants with semantic search, natural language queries, and OAuth-based team collaboration, enabling context-aware conversations across multiple clients.Last updated2Apache 2.0
- Alicense-qualityCmaintenanceA validation layer for AI coding assistants that enforces explicit LLM evaluations on plans, code diffs, and tests to ensure safer and higher-quality code.Last updated17MIT
- Alicense-qualityCmaintenanceAn MCP server that implements the 'think' tool, providing Claude with a dedicated space for structured thinking during complex problem-solving tasks to improve reasoning capabilities.Last updated130MIT
- Alicense-qualityDmaintenanceA-MEM is a self-evolving memory system for coding agents that automatically organizes knowledge into a Zettelkasten-style graph with dynamic relationships, enabling semantic and structural search.Last updated34MIT
- Alicense-qualityBmaintenanceProvides hybrid retrieval (dense + BM25 + RRF) with collection-based isolation and document ingestion for private knowledge access via MCP.Last updatedMIT
