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"A search assistant for performing deep web research" matching MCP servers:

  • mcp-research

    patryksztuczka
    A
    license
    Not graded
    quality
    B
    maintenance
    An incremental financial-data MCP server built on Cloudflare, currently offering a read-only Hono API for accounts, transactions, and analytics with D1 and Drizzle. Future plans include OAuth and MCP integration.
    7
    MIT

  • Vantex-Security-A

    farahkhaterr
    F
    license
    Not graded
    quality
    B
    maintenance
    This MCP server provides secure access to databases for AI agents, enforcing authentication, authorization, human approval, logging, and notifications to prevent dangerous actions.

  • just-a-mysql-mcp

    xingyuli
    A
    license
    A
    quality
    C
    maintenance
    Read-only MySQL MCP server that lets AI agents list tables, describe schemas, and run SELECT/SHOW/EXPLAIN queries with a row cap, bound to a single database for safety.
    3
    MIT

  • devops-assistant-mcp

    Karun9107
    F
    license
    A
    quality
    C
    maintenance
    Enables querying local MySQL databases and managing Docker containers (listing, logs) through natural language via the Model Context Protocol.
    4
    46

  • EspoCRM Assistant

    The-Keep-Studios
    F
    license
    B
    quality
    C
    maintenance
    Provides read-only EspoCRM access for AI assistants, enabling record retrieval and preparation of signed change sets without direct modification or deletion.
    7

  • mcp-db-assistant

    wzx11223344
    A
    license
    Not graded
    quality
    B
    maintenance
    A database operation server based on the MCP protocol, providing database connection, querying, schema exploration, data analysis, and SQL generation tools.
    MIT

  • Metabase AI Assistant

    enessari
    A
    license
    Not graded
    quality
    D
    maintenance
    Enables AI-powered interaction with Metabase instances and PostgreSQL databases through natural language. Creates models, SQL queries, metrics, and dashboards using both Metabase API and direct database connections.
    73
    48
    Apache 2.0

  • LDAP Assistant MCP

    droideck
    A
    license
    Not graded
    quality
    A
    maintenance
    Enables troubleshooting of LDAP directory services through natural language queries, providing health diagnostics, replication status, performance metrics, log analysis, and configuration comparisons across multiple servers.
    1
    GPL 3.0

  • MCP Server for Vertex AI

    ubie-oss
    A
    license
    Not graded
    quality
    B
    maintenance
    A server that enables document searching using Vertex AI with Gemini grounding, improving search results by grounding responses in private data stored in Vertex AI Datastore.
    38
    Apache 2.0

  • sql-assistant-mcp

    Benrishty
    A
    license
    Not graded
    quality
    C
    maintenance
    A Model Context Protocol (MCP) server for SQL Server / Azure SQL that enables querying, monitoring, and analyzing databases directly from Claude.
    15
    MIT

  • Business Assistant MCP

    nucky1
    F
    license
    Not graded
    quality
    C
    maintenance
    Multi-tenant, stateless MCP server for conversational business assistants, handling business resolution, knowledge search, and data mutations with human confirmation and security guardrails.

  • MCP Database Assistant

    SreeHarsha72
    F
    license
    Not graded
    quality
    B
    maintenance
    Connects a local LLM (Ollama) to a SQLite database via the Model Context Protocol, enabling natural language queries and controlled read/write database operations through MCP tools.

  • imessage-rich-search

    cannavis
    A
    license
    A
    quality
    C
    maintenance
    Enables full-text search of macOS iMessages including link preview metadata. Works as an MCP server for Claude Desktop to search your messages locally.
    1
    MIT

  • Better Google Search Console

    houtini-ai
    A
    license
    A
    quality
    F
    maintenance
    Downloads your entire Search Console dataset into a local SQLite database, then gives your LLM a pre-built SQL query library for every standard SEO analysis type, with context available for your LLM to perform any SQL query to answer your questions and analyse for you.
    12
    21
    17
    Apache 2.0

  • Hermes Search MCP Server

    Cognitive-Stack
    A
    license
    A
    quality
    D
    maintenance
    Enables AI systems to perform full-text and semantic search operations over structured/unstructured data in Azure Cognitive Search, with capabilities for document indexing and management through natural language.
    3
    19
    4
    ISC

  • job-search-mcp

    jpita
    A
    license
    Not graded
    quality
    C
    maintenance
    MCP server that aggregates job listings from Remotive and Arbeitnow, with local SQLite caching, application tracking, and saved searches.
    73
    MIT

  • Stock Research Data Foundation

    godermai
    A
    license
    Not graded
    quality
    C
    maintenance
    Provides 11 tools for stock research, including search, market history, financial statements, announcements, and data quality checks, with a local-first architecture using DuckDB and Parquet.
    MIT

  • mcp-for-redash

    Ashuqwe
    A
    license
    Not graded
    quality
    D
    maintenance
    MCP server that connects AI assistants to Redash, enabling listing of assets, read-only query execution, dashboard inspection, and alert management through the Redash API.
    MIT