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  • physbound

    JonesRobM
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    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

  • brain

    sysangel
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    quality
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    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

  • wasmagent-mcp-server

    WasmAgent
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    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
    4
    Apache 2.0

  • mcp-fetch

    sposer
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    license
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    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

  • kubeaid-mcp

    1Shubham7
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    quality
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    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

  • mcp-datetimeday

    cfdude
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    quality
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    maintenance
    A lightweight MCP server providing comprehensive date, time, and day-of-week information. It supports relative time calculations, timezone conversions, and detailed calendar metadata like week numbers and quarters.
    Last updated
    5
    MIT

  • caldera-mcp

    cowboy-samurai
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    license
    A
    quality
    B
    maintenance
    Connects MCP-compatible AI clients to a MITRE Caldera adversary emulation platform, enabling natural language construction of attack scenarios, agent inspection, and operation management.
    Last updated
    18
    Apache 2.0

  • procurement-graph

    mfbaig35r
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    quality
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    maintenance
    Exposes a dependency graph of strategic sourcing artifacts and analyses as an MCP server, enabling navigation of phases, analyses, deliverables, and graph traversal for impact analysis and build order.
    Last updated
    16
    Apache 2.0

  • Godot MCP Documentation Server

    banned104
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    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

  • EMS MCP Server

    mattsq
    A
    license
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    quality
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    maintenance
    Provides LLM access to the Event Monitoring System (EMS) API for comprehensive flight data analytics and monitoring. It enables users to query flight records, retrieve time-series analytics, and explore aircraft assets or database hierarchies.
    Last updated
    10
    MIT

  • gh-mcp

    promplate
    F
    license
    A
    quality
    D
    maintenance
    Refined MCP server for GitHub GraphQL API. GitHub's official MCP Server exposes dozens of low-level tools that bloat token usage and are mostly impractical for LLMs. gh-mcp achieves the best of both worlds by providing a single, powerful interface: GitHub GraphQL, wrapped with smart abstractions.
    Last updated
    2

  • atlassian-browser-mcp

    tinyc0der
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    license
    A
    quality
    B
    maintenance
    MCP server that enables accessing Jira and Confluence using browser cookies captured via a Chrome extension, avoiding the need for API tokens or browser automation. It wraps the mcp-atlassian toolset and works with Atlassian Cloud and Server/Data Center behind SSO.
    Last updated
    1
    GPL 3.0

  • mcp-jp-fts

    syaryn
    A
    license
    A
    quality
    C
    maintenance
    Enables Japanese full-text search on local text files using SQLite FTS5 and SudachiPy. Supports indexing directories, searching with morphological analysis, and retrieving ranked results with snippets.
    Last updated
    7
    MIT

  • SonarQube MCP Server

    anggakawa
    F
    license
    A
    quality
    D
    maintenance
    A read-only MCP server that provides AI assistants with structured access to SonarQube projects, issues, metrics, and rules. It enables safe analysis of code quality and security findings through a set of validated, safety-first tools.
    Last updated
    6