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Contextual MCP Server

Contextual MCP Server

by NitishGourishetty
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    Related Servers

    • Contextual MCP Server

      Contextual MCP Serverofficial

      ContextualAI
      F
      license
      C
      quality
      D
      maintenance
      A Model Context Protocol server that provides Retrieval-Augmented Generation capabilities using Contextual AI, enabling AI interfaces like Cursor IDE and Claude Desktop to query domain-specific knowledge with context-aware responses and source citations.
      1
      21
      -

    • orcha-mcp

      westonhancock
      F
      license
      Not graded
      quality
      C
      maintenance
      Provides a unified context layer for AI agents, enabling ranked search, file management, context bundles, database queries, and connected source access through MCP, all scoped to organizational permissions with citations.
      -

    • Vectorize MCP Server

      Ho754
      A
      license
      Not graded
      quality
      A
      maintenance
      Enables vector search over documents, text extraction and chunking of files into Markdown, and private deep research generation through Vectorize pipelines. It exposes these retrieval, extraction, and research capabilities as MCP tools for clients like Claude, Cursor, and VS Code.
      MIT

    • ContextFlow MCP Server

      Diwakarsrd
      A
      license
      Not graded
      quality
      B
      maintenance
      Enables MCP-compatible agents such as Claude and Cursor to retrieve permission-aware, structured context from local or hosted data stores. Exposes tools for semantic search, entity and relationship lookup, memory access, context pack compilation, source attribution, and retrieval explanation.
      1
      Apache 2.0

    • Vectorize MCP Server

      albertoa18011
      A
      license
      Not graded
      quality
      A
      maintenance
      Enables vector search and document retrieval, extraction and chunking of any file into Markdown, and private deep research generation through Vectorize pipelines. It connects MCP clients such as Claude, Cursor, and VS Code to these Vectorize APIs.
      MIT
    Deploy Server
    One endpoint for every MCP toolRayrun runs every MCP server behind one URL and holds the credentials. Each call is decided per client, tool, and argument, then recorded.ray.runAd

    TDQS

    C2.7/5.0

    Scored across 1 tool

    Disambiguation5/5

    With only one tool, there is no possibility of confusion or overlap between tools.

    Naming Consistency5/5

    A single tool name is inherently consistent; 'query' is a clear verb describing its action.

    Tool Count2/5

    The server claims to handle 'any sort of knowledge base' but provides only a generic search tool, which feels too limited for the broad scope.

    Completeness2/5

    Missing essential tools for managing knowledge bases (e.g., listing sources, retrieving documents, updating content), leaving agents with only a single query capability.

    Maintenance

    ActivityInactive
    ResponsivenessSyncing

    Resources