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qualityB
maintenanceEnables any MCP-compatible AI assistant to search, filter, and retrieve information from a local document collection using a hybrid search pipeline with vector, BM25, reranking, and LLM enrichment.
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"A local tool for counting characters in text" matching MCP servers:
- Alicense-qualityFmaintenancePersistent memory and pattern learning for AI coding assistants via MCP.126170MIT
- AlicenseAqualityCmaintenanceA line-oriented text file editor. Optimized for LLM tools with efficient partial file access to minimize token usage.6198MIT
- FlicenseAqualityDmaintenanceA Model Context Protocol server that converts Markdown documents to plain text with flexible options and dual protocol support.4
- Alicense-qualityCmaintenanceSemantic navigator for MCP tools that finds relevant tools by natural language intent, reducing token usage by 95%.1MIT
- Alicense-qualityCmaintenanceGoverned MCP server for bank-grade agent tool access with RBAC, PII redaction, rate limiting, and audit logging.MIT
- FlicenseAqualityBmaintenanceProvides a stateful local Spark session for running PySpark and SQL cells, enabling local data exploration before deploying to Microsoft Fabric.8
- FlicenseAqualityDmaintenanceConverts natural language queries into valid GraphQL queries and executes them against GraphQL APIs. Includes schema introspection, query validation, execution with authentication, and query history tracking.524
- FlicenseAqualityDmaintenanceAn MCP server implementation of Anthropic's Think Tool prompt engineering technique that enables Claude to break down complex problems and enhance its reasoning capabilities by providing a simple tool that echoes back thoughts.12
- FlicenseAqualityCmaintenanceEnables Claude to directly manage the Savage in a Suit website through 31 tools for pages, events, members, testimonials, podcast episodes, and site content, with all changes logged.31
- AlicenseAqualityBmaintenanceA local CrossRef database MCP server enabling full-text search across 167M+ scholarly works, citation analysis, and impact factor retrieval without rate limits or internet dependency.175AGPL 3.0
- FlicenseAqualityDmaintenanceEnables fast text classification using Model2Vec static embeddings with 10 default categories (technology, business, health, etc.), supports custom category management, batch processing, and provides both local and remote deployment options.64
- AlicenseCqualityBmaintenanceConnects AI systems to Local Falcon API, enabling access to local SEO reporting tools including scan reports, trend analysis, keyword tracking, and competitor data through the Model Context Protocol.216524MIT
- AlicenseDqualityDmaintenanceA powerful Model Context Protocol (MCP) tool for exploring and managing different types of databases including PostgreSQL, MySQL, and Firestore.95MIT
- Alicense-qualityCmaintenanceProvides over 1,000 creative ways to decline requests across four categories (polite, humorous, professional, and creative). The MCP server wraps a REST API to help users craft professional rejections through natural language interactions.53MIT
- Alicense-qualityCmaintenanceA local Model Context Protocol server designed to share contextual information between an AI and a user. It primarily provides a tool to retrieve the current date and time in ISO 8601 format based on the server's local timezone.29MIT
- Alicense-qualityBmaintenanceMCP server providing 29 A-share analysis skills including real-time data, capital flow, limit-up tracking, technical/fundamental analysis, backtesting, risk control, and Xueqiu portfolio tracking, enabling AI agents to execute market research and strategy tasks.Apache 2.0
- Alicense-qualityDmaintenanceA local-first MCP memory server that gives AI coding agents persistent memory with hybrid semantic and keyword retrieval, working fully offline.185206MIT
- Alicense-qualityDmaintenanceAn 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.131MIT
- Alicense-qualityCmaintenanceCite-grade German legal-text infrastructure for LLM agents, providing access to federal, Länder, and EU laws with cryptographic provenance.Apache 2.0