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"Understanding Context Memory in Chat Systems" matching MCP servers:

  • brain

    sysangel
    A
    license
    A
    quality
    C
    maintenance
    A personal memory engine and MCP server that stores durable facts in markdown files managed via git, enabling hybrid search (lexical + semantic) through an MCP interface for persistent context across LLM sessions.
    Last updated
    3
    MIT

  • SentinelMCP

    AnanthanarayanKV
    F
    license
    A
    quality
    C
    maintenance
    Enables LLM-driven agents to autonomously detect, diagnose, repair, verify, and prevent software and hardware failures on local and remote systems. Includes built-in safety checks and automatic rollbacks.
    Last updated
    15

  • SWMM-MCP

    kLabUM
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    license
    B
    quality
    D
    maintenance
    An MCP server that provides a toolbox for interacting with EPA SWMM stormwater models, enabling users to analyze model data and interpret results through LLM-driven tools. It assists stormwater modelers in understanding hydraulic systems and modeling behavior using natural language interfaces.
    Last updated
    18
    6
    MIT

  • physbound

    JonesRobM
    A
    license
    A
    quality
    D
    maintenance
    PhysBound is a specialized "Physics Linter" for AI that deterministically validates RF and thermodynamic claims against hard physical limits, preventing hallucinations in engineering workflows.
    Last updated
    4
    1
    MIT

  • Skill-to-MCP

    biocontext-ai
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    license
    A
    quality
    C
    maintenance
    Converts AI Skills (following Claude Skills format) into MCP server resources, enabling LLM applications to discover, access, and utilize self-contained skill directories through the Model Context Protocol. Provides tools to list available skills, retrieve skill details and content, and read supporting files with security protections.
    Last updated
    3
    27
    Apache 2.0

  • mcp-python-exec-sandbox

    lu-zhengda
    A
    license
    A
    quality
    D
    maintenance
    Sandboxed Python execution with automatic dependency management. Executes Python scripts in isolated environments (bubblewrap or Docker) with PEP 723 inline dependencies, preventing host pollution.
    Last updated
    3
    MIT

  • wasmagent-mcp-server

    WasmAgent
    A
    license
    A
    quality
    B
    maintenance
    Code-mode MCP server (docs_search + execute_code two-tool surface) backed by a unified capability manifest across three sandbox kernels (in-process node:vm, WASM via QuickJS / Pyodide / Wasmtime, and remote microVM via E2B / Cloudflare Sandbox). At N=30 tools the bootstrap-context cost drops to 13.6% of direct tool-use. Apache-2.0.
    Last updated
    2
    5
    Apache 2.0

  • trading212-mcp

    florinel-chis
    A
    license
    A
    quality
    C
    maintenance
    MCP server for the Trading 212 public API, enabling account, portfolio, order, pie, and history access with read tools always available and trading tools opt-in.
    Last updated
    13
    1
    MIT

  • superFetch MCP Server

    j0hanz
    A
    license
    A
    quality
    D
    maintenance
    An MCP server that fetches web pages and extracts clean, AI-friendly Markdown content using Mozilla Readability. It provides secure web access for LLMs with built-in SSRF protection and automated content cleaning for improved context retrieval and summarization.
    Last updated
    1
    129
    MIT

  • nab

    MikkoParkkola
    A
    license
    A
    quality
    A
    maintenance
    Ultra-fast web fetcher and MCP server written in Rust. Fetches any URL as clean Markdown with HTTP/3, JavaScript rendering, anti-fingerprinting, browser cookie authentication from Chrome/Firefox/Brave, and 1Password integration.
    Last updated
    8
    8
    MIT

  • Godot MCP Documentation Server

    banned104
    A
    license
    A
    quality
    D
    maintenance
    Provides AI assistants with direct access to the complete Godot Engine documentation, including classes, tutorials, and features. It enables developers to retrieve and analyze official documentation through natural language interfaces using the Model Context Protocol.
    Last updated
    2
    MIT

  • openocd-mcp

    luiox
    A
    license
    A
    quality
    B
    maintenance
    An OpenOCD debug MCP server that manages debugging targets and sessions by reusing VS Code launch configurations. It enables firmware flashing, GDB command execution, and real-time status monitoring of embedded systems.
    Last updated
    8
    5
    MIT

  • Flag MCP

    the-nine-nation
    A
    license
    A
    quality
    D
    maintenance
    Enables human-in-the-loop interaction for AI coding workflows through native desktop dialogs that present route choices, text input, and image annotation capabilities when AI assistants encounter decision points.
    Last updated
    1
    2
    MIT

  • Zotero Chunk RAG

    ccam80
    F
    license
    A
    quality
    D
    maintenance
    Enables passage-level semantic search over a Zotero library by extracting, chunking, and embedding PDF text using Gemini and ChromaDB. It provides MCP tools to perform topical searches and retrieve specific document passages with surrounding context.
    Last updated
    4
    7

  • Amazon Ads API MCP

    KuudoAI
    A
    license
    A
    quality
    A
    maintenance
    Enables AI applications to interact with Amazon Advertising API through the Model Context Protocol. Supports campaign management, performance reporting, audience targeting, and comprehensive advertising operations across Amazon's advertising ecosystem.
    Last updated
    4
    59
    MIT