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"Understanding the Concept of LLM Context" matching MCP servers:

  • llm-safe-sql

    hyuga611
    A
    license
    -
    quality
    A
    maintenance
    Enables LLMs to propose UPDATE/DELETE SQL that is run in a transaction, measured, and rolled back, requiring human approval before applying to prevent unauthorized changes.
    962
    MIT

  • Code Graph Context

    andrew-hernandez-paragon
    A
    license
    -
    quality
    D
    maintenance
    Builds rich code graphs from TypeScript/NestJS codebases using AST analysis and Neo4j, enabling semantic search, natural language querying, and intelligent graph traversal to provide deep contextual understanding of code relationships and dependencies.
    114
    16
    MIT

  • The Game Pensieve MCP

    sethhaskellcondie
    F
    license
    -
    quality
    B
    maintenance
    Read-only MCP server that proxies The Game Pensieve API over Streamable HTTP, letting AI assistants query a personal game collection via tools like search, filters, and summaries. Supports OAuth 2.1 enforcement and owner-scoped access.

  • mysql-context-mcp

    velinussage
    A
    license
    -
    quality
    C
    maintenance
    Enables agents to pull compact MySQL row diffs into their context, supporting before/after changes via triggers or watermark-based updates, with tools to fetch and acknowledge changes.
    MIT

  • Persistent Context MCP

    corbyjamesibm
    A
    license
    -
    quality
    C
    maintenance
    A memory management system that enables AI assistants to store, search, and visualize persistent conversation contexts using a Neo4j graph database. It provides an MCP server for integration with Claude Desktop along with a web-based dashboard for managing relationship-based knowledge.
    MIT

  • LLM Graph Builder MCP

    henrardo
    A
    license
    -
    quality
    D
    maintenance
    Enables Claude to automatically extract entities and relationships from URLs, PDFs, and YouTube videos to build structured knowledge graphs in Neo4j. It supports custom schemas, academic citation extraction, and community detection for advanced research and content analysis.
    Apache 2.0

  • bricks-and-context

    laraib-sidd
    A
    license
    -
    quality
    C
    maintenance
    Enables AI assistants to interact with Databricks workspaces, running SQL queries, managing jobs, and exploring schemas via the Model Context Protocol.
    1
    GPL 3.0

  • Context Bank MCP

    vulh1209
    A
    license
    -
    quality
    C
    maintenance
    An MCP server that provides an interface for querying the AtherOS knowledge base through an API, allowing users to create chat sessions and send queries to retrieve information.
    2
    MIT

  • code-context-mcp

    VelimirMueller
    A
    license
    -
    quality
    A
    maintenance
    Indexes codebases into a SQLite database to provide metadata, exports, dependency graphs, and change tracking for JS/TS projects. It enables users to search for symbols, map internal dependencies, and monitor file changes through MCP tools and a web dashboard.
    68
    4
    MIT

  • MCP Context Server

    dotteduniverse
    F
    license
    -
    quality
    D
    maintenance
    A secure multi-tenant server that provides real-time context to LLMs via REST API, using JWT authentication and PostgreSQL row-level security for tenant isolation.

  • Financial Context Engine

    PiyushDubey007
    F
    license
    -
    quality
    C
    maintenance
    An MCP server that exposes personal financial data — transaction ledger, portfolio holdings, live/historical market prices, and quantitative risk metrics — as standardized tools, resources, and prompts, enabling natural language reasoning over real computed numbers.

  • table-context-mcp

    windboyk0
    F
    license
    -
    quality
    C
    maintenance
    Converts Excel table definitions to structured JSON and exposes them to LLMs via MCP tools like list_tables and get_table_schema, enabling accurate SQL generation and data modeling assistance.