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    A unified set of developer tools including file search/replace, SQLite queries, HTTP requests, port inspection, system monitoring, and Git status, accessible via natural language in MCP-compatible clients.
    7
    ISC
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    A comprehensive MCP toolkit for Java backend developers, providing 35 tools across 5 servers for database analysis, JVM diagnostics, migration assistance, Spring Boot monitoring, and Redis diagnostics.
    8 npm
    MIT
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    A production-ready suite of Model Context Protocol servers enabling AI agents to access AWS resources, perform SQLite database operations, and scrape web pages through natural language.
    MIT
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    Enables LLMs and autonomous agents to access live global weather consensus, storm and seismic monitoring, space weather, webcam search, and tactical SITREP generation, plus sub-5ms local queries across 1M+ spatial sensor nodes in SQLite.
    MIT
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    A read-only MCP server for Salesforce that returns verified answers or says it cannot, with an evaluation suite that measures its correctness.
    MIT
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    A suite of developer primitives that enable AI applications to integrate with Tableau, including tools to query data, explore content, and get views.
    Apache 2.0
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    Enables AI assistants to interact with SkyFoundry SkySpark building automation data via the Model Context Protocol. It allows users to evaluate Axon expressions, perform CRUD operations on records, and manage project functions through a comprehensive suite of 21 tools.
    MIT
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    A production-ready MCP server for Customer Relationship Management (CRM) that uses TypeScript and SQLite to manage contacts, interaction history, and action items. It features a suite of 18 tools for full CRUD operations, data searching, and CSV exports with robust database management capabilities.
    5
    MIT
  • A
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    Enables MCP clients to record, browse, read, aggregate, and delete time-series SCADA values addressed by UNS id through a broker-mediated history slot, with per-id broker capability checks and auditing. Backends are pluggable (in-memory today, with SQLite, DuckDB, and MySQL planned) behind a single store contract that a conformance suite validates.
    Apache 2.0
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    Connects Supabase projects to AI assistants, enabling them to manage database tables, execute SQL queries, and deploy Edge Functions through natural language. It provides a comprehensive suite of tools for project administration, including logs access, documentation search, and environment configuration.
    Apache 2.0
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    An MCP server that enables interaction with Kafka clusters to manage topics, monitor consumer groups, and stream messages. It provides a comprehensive suite of tools for broker metadata inspection and local Kafka user management.
    MIT
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    Enables LLMs to interact with MongoDB databases through a complete suite of CRUD operations, administrative tasks, and index management tools. It supports database and collection handling, aggregation pipelines, and comprehensive server monitoring via the Model Context Protocol.
    185 PyPI
    3
    MIT
  • F
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    Enterprise MCP server providing a suite of tools including file, database, GitHub, Slack, calendar, email, vector search, and Python execution, with safe defaults and OpenAI integration for automatic tool selection.
    -
  • F
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    An MCP server for SwagManager that enables comprehensive management of inventory, orders, analytics, and customers. It provides a suite of tools for tracking stock velocity, processing purchase orders, and managing store locations directly through Claude.
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  • F
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    quality
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    Enables AI agents to investigate incidents by safely querying PostgreSQL, triaging GitHub issues, retrieving ERP order data, and sending Slack alerts, with AST-validated SQL and human-in-the-loop safeguards.
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