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"Automating Project Documentation with a Focus on Memory Management" matching MCP servers:

  • 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

  • mcp-devops-onpremise

    zwitbaum
    A
    license
    A
    quality
    A
    maintenance
    MCP server for on-premises Azure DevOps that lets AI assistants browse repositories, review pull requests, manage work items, and interact with wikis, with NTLM authentication support.
    Last updated
    32
    Apache 2.0

  • Bitbucket MCP Server

    Acendas
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    license
    A
    quality
    D
    maintenance
    Enables management of Bitbucket Cloud pull requests through natural language, including creating, reviewing, approving, and commenting on PRs with automatic default reviewer support.
    Last updated
    79
    1
    MIT

  • Simple Remote MCP Server

    ParthSharma1197
    F
    license
    B
    quality
    D
    maintenance
    A template and demonstration project for building, testing, and deploying remote MCP servers using FastMCP and uv. It provides a foundational structure for creating MCP-compliant tools that can be hosted publicly and integrated with LLM agents.
    Last updated
    2

  • MCP Probe Kit

    mybolide
    A
    license
    B
    quality
    A
    maintenance
    A comprehensive development toolkit with 23 tools covering code quality analysis, development efficiency, and project management. Enables AI-assisted code review, test generation, performance analysis, SQL generation, UI component creation, and automated project documentation.
    Last updated
    30
    1,843
    35
    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

  • business-day-mcp

    fbdo
    A
    license
    A
    quality
    B
    maintenance
    MCP server for business-day arithmetic with country-aware holiday calendars. It offers tools to check, calculate, and list business days and holidays for over 60 countries.
    Last updated
    9
    MIT

  • 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

  • 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

  • Artefact Revenue Intelligence

    fastmcp-me
    A
    license
    A
    quality
    D
    maintenance
    An MCP server that provides AI agents with ICP Triangulation Framework™ for scoring prospects across firmographics, behaviors, and growth signals, plus RFM analysis and pipeline health scoring, with optional HubSpot integration.
    Last updated
    3
    Business Source 1.1

  • mcp-fetch

    sposer
    A
    license
    A
    quality
    D
    maintenance
    A minimal MCP server that enables HTTP requests with any method, headers, and body types, supporting large responses through chunked transfers with disk-backed caching.
    Last updated
    2
    MIT

  • Web Search MCP

    sydasif
    A
    license
    A
    quality
    B
    maintenance
    Provides LLMs with real-time web search and content extraction capabilities, including text/news search, full-text URL reading, and targeted technical documentation search.
    Last updated
    6
    3
    15
    MIT

  • Kylas CRM MCP Server

    akshaykylas94
    A
    license
    A
    quality
    D
    maintenance
    Enables management of Kylas CRM lead operations, including creating leads, searching and filtering records, and resolving user, product, or pipeline IDs. It provides specialized tools for monitoring idle leads and accessing lead schema instructions through natural language.
    Last updated
    6
    8
    MIT
  • KumoRFM MCP Server by kumo-ai

    KumoRFM MCP Serverofficial

    kumo-ai
    A
    license
    A
    quality
    C
    maintenance
    Enables AI assistants to query KumoRFM for predictive analytics on relational data, including graph management, natural language to PQL conversion, and training-free predictions.
    Last updated
    12
    33
    MIT

  • kubeaid-mcp

    1Shubham7
    A
    license
    A
    quality
    C
    maintenance
    Exposes a Kubernetes cluster to MCP-compatible AI clients, enabling read-only and optional write operations on cluster resources like pods, deployments, and namespaces through natural language.
    Last updated
    9
    MIT

  • 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