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"Tools or methods for designing automatically" matching MCP servers:

  • methods-mcp

    webwebb56
    A
    license
    -
    quality
    D
    maintenance
    Provides MCP tool adapters for Bioconductor methods like limma, DESeq2, and fgsea, enabling statistical analysis of omics data through containerized R execution. It serves as a bridge between MCP clients and bioinformatics tools for reproducible research workflows.
    Last updated
    Apache 2.0

  • Google OR-Tools server

    Jacck
    A
    license
    -
    quality
    D
    maintenance
    MCP-ORTools integrates Google's OR-Tools constraint programming solver with Large Language Models through the MCP, enabling AI models to: Submit and validate constraint models Set model parameters Solve constraint satisfaction and optimization problems Retrieve and analyze solution
    Last updated
    21
    MIT

  • mcp-tools

    egnaro9
    F
    license
    A
    quality
    B
    maintenance
    Provides five safe tools (calc, search, model_drift, compare_runs, grade_answer) for arithmetic, keyword search, model drift monitoring, eval comparison, and answer grading against sources, all implemented directly from the MCP spec with zero dependencies.
    Last updated
    5

  • TurboQuant Tools

    FreezeVII
    A
    license
    -
    quality
    C
    maintenance
    MCP server for compressing AI embeddings by 5-7x using TurboQuant (PolarQuant + QJL), with tools to compress, decompress, estimate savings, and embed+compress vectors.
    Last updated
    MIT

  • openevidence-tools

    drpwchen
    A
    license
    -
    quality
    C
    maintenance
    Enables clinical question answering via OpenEvidence with citation verification, including tools to ask questions, retrieve results, and follow up, plus an integrated skill to check citations against primary sources.
    Last updated
    2
    MIT

  • MCP Tools

    dlightyupgrade
    F
    license
    -
    quality
    C
    maintenance
    A modular multi-server architecture providing development automation, JIRA management, and performance reporting for Claude Code. It features specialized tools for PR health analysis, code reviews, and generating comprehensive team and individual quarterly reports.
    Last updated

  • msp-tools-mcp

    Jackson-DM
    F
    license
    A
    quality
    C
    maintenance
    Provides MSP support tools (ticket search, draft response, KB search, update) with a deterministic security guardrail that refuses to draft responses for security tickets based on content scanning, even if mislabeled.
    Last updated
    5
  • m-dev-tools-mcp by m-dev-tools

    m-dev-tools-mcpofficial

    m-dev-tools
    A
    license
    A
    quality
    A
    maintenance
    MCP server that exposes tools to route natural language queries to typed IDs, describe catalog entries, and list repository verification commands for the m-dev-tools organization.
    Last updated
    3
    AGPL 3.0

  • MCP Financial Tools

    huntbuilds
    A
    license
    A
    quality
    D
    maintenance
    Provides actionable financial intelligence tools for AI agents including insider buying signals, earnings IV plays, market pulse, stock analysis, and options strategies via free public data sources.
    Last updated
    6
    MIT

  • rlm-tools

    stefanoshea
    A
    license
    A
    quality
    D
    maintenance
    An MCP server that provides a persistent sandbox for AI coding agents to explore codebases server-side, returning only compact summaries to reduce context consumption.
    Last updated
    3
    8
    MIT

  • MCP Server for OSCAL

    awslabs
    A
    license
    A
    quality
    D
    maintenance
    Provides AI assistants with specialized tools to interact with NIST's Open Security Controls Assessment Language (OSCAL) framework. It enables agents to retrieve schemas, explore models, and generate valid OSCAL documentation for security compliance automation.
    Last updated
    40
    50
    Apache 2.0

  • mcp-linux-tools

    gerard-kanters
    A
    license
    A
    quality
    B
    maintenance
    Enables AI assistants to perform controlled Linux system administration tasks like reading logs, managing services, cron jobs, WordPress, and executing sandboxed Python code, with strict security constraints.
    Last updated
    29
    2
    GPL 2.0

  • io.github.AIops-tools/network

    AIops-tools
    A
    license
    A
    quality
    A
    maintenance
    Provides MCP tools for governed multi-vendor network device operations, including configuration management (backup, diff, merge, replace, rollback) and read-only queries (facts, interfaces, BGP, LLDP, ARP) via NAPALM, with optional NetBox source-of-truth integration.
    Last updated
    33
    MIT