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"Automating Testing and Debugging for LLMs in Production" matching MCP servers:

  • 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
    48
    Apache 2.0

  • waste-for-agents

    elekli
    F
    license
    -
    quality
    B
    maintenance
    MCP server that silently monitors state changes in structured data sources (e.g., government open data) and provides a pull-based channel for AI agents to retrieve real mutations since their last cursor.
    Last updated

  • MMA MCP Server

    antegral
    A
    license
    A
    quality
    F
    maintenance
    Enables users to search and query information about military service alternative companies in South Korea through the Military Manpower Administration (MMA) API. Supports filtering by service type, industry, company size, location, and recruitment status.
    Last updated
    1
    MIT
  • Statistics Query and Verification MCP by ONSdigital

    Statistics Query andofficial

    ONSdigital
    -
    license
    -
    quality
    C
    maintenance
    MCP server for answering questions about official statistics from a single publication URL, with tools to check query scope, retrieve overview, text, data files, and search.
    Last updated

  • kolas-mcp

    vertical-mcp
    A
    license
    A
    quality
    D
    maintenance
    MCP server for Korea's KOLAS (Korean Laboratory Accreditation Scheme) under KATS. Search calibration / testing / inspection / medical-testing / reference-material-production / proficiency-testing accredited organizations and standards via knab.go.kr + data.go.kr.
    Last updated
    3
    1
    MIT

  • Torify — Japanese Locale APIs

    torify-dev
    A
    license
    -
    quality
    B
    maintenance
    Torify gives AI agents the Japanese locale primitives that standard libraries lack — imperial era date conversion (wareki), qualified invoice number validation with NTA registry lookup, corporate number lookup (法人番号), postal code resolution, name romanization (Hepburn), and kanji-to-kana conversion via Yahoo! JLP. 31 endpoints total. No authentication required for MCP. Pay-per-call $0.02/call via
    Last updated
    MIT

  • geocontext

    ignfab
    A
    license
    A
    quality
    B
    maintenance
    Provides spatial context and geographic data access for LLMs through France's Géoplateforme services, including geocoding, altitude queries, administrative boundaries, cadastral data, and vector data exploration.
    Last updated
    10
    10
    23
    MIT