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  • MCP Software Engineer

    Rajawatrajat
    F
    license
    -
    quality
    D
    maintenance
    Enables Claude to function as a full-stack software engineer with comprehensive development capabilities including project creation, database management, frontend/backend development, testing, deployment, and DevOps operations across multiple frameworks and technologies.

  • sswp-mcp

    VrtxOmega
    A
    license
    A
    quality
    D
    maintenance
    SSWP MCP — Deterministic software attestation for AI-augmented development. Witness any repo through a 5-gate pipeline, adversarially probe dependencies, and produce self-verifying .sswp.json attestations. Fleet registry across 131 nodes with tamper-proof audit ledger and FTS5 search. Agent-native — one tool call from Hermes, Claude, or Cline.
    8
    3
    MIT
  • astro-airflow-mcp by astronomer

    astro-airflow-mcpofficial

    astronomer
    A
    license
    A
    quality
    F
    maintenance
    An MCP server that enables AI assistants to interact with Apache Airflow's REST API for DAG management, task monitoring, and system diagnostics. It provides comprehensive tools for triggering workflows, retrieving logs, and inspecting system health across Airflow 2.x and 3.x versions.
    31
    13
    Apache 2.0

  • scherlok

    rbmuller
    A
    license
    A
    quality
    A
    maintenance
    Zero-config data quality monitoring as MCP tools. Profiles a warehouse (Postgres, BigQuery, Snowflake, MySQL, DuckDB), detects anomalies, and gates CI — read-only with the connection resolved server-side, never via the model.
    6
    9
    MIT

  • space-mcp

    bindreams
    F
    license
    A
    quality
    B
    maintenance
    MCP server for JetBrains Space merge requests and Patronus CI dry runs, enabling creation, viewing, and management of merge requests as well as starting and monitoring CI dry runs.
    16

  • Apache Airflow MCP Server

    madamak
    A
    license
    A
    quality
    A
    maintenance
    Enables inspection and management of Apache Airflow DAGs, runs, and logs across multiple instances. It provides tools for monitoring workflows and performing gated write operations like triggering DAGs or clearing task instances.
    16
    2
    Apache 2.0

  • Railway MCP Server

    antonioevans
    A
    license
    A
    quality
    D
    maintenance
    Enables management of Railway.app infrastructure through natural language, including deploying services from GitHub repos or Docker images, managing environment variables, monitoring deployments, and configuring networking and volumes.
    36
    49
    MIT

  • dev-loop-mcp

    soynog
    F
    license
    A
    quality
    D
    maintenance
    An MCP server that automates the full software development lifecycle through an AI-driven TDD state machine. It handles everything from task decomposition and test-driven development to integration testing and automated pull request creation.
    4

  • Hatchet MCP Server

    GJakobi
    A
    license
    A
    quality
    D
    maintenance
    Enables monitoring and debugging of Hatchet workflows and jobs through MCP clients like Claude Code. Users can list workflows, track run statuses, query queue metrics, and retrieve job results using natural language commands.
    6
    2
    MIT

  • Ara Records MCP Server

    syndr
    A
    license
    A
    quality
    C
    maintenance
    Enables monitoring and analysis of Ansible playbook executions through the Ara Records API. Provides real-time playbook monitoring, task progress tracking, and comprehensive access to Ansible execution data.
    3
    17
    1
    MIT

  • deploy-mcp

    alexpota
    A
    license
    A
    quality
    B
    maintenance
    Universal deployment tracker for AI assistants, enabling real-time monitoring and management of deployments across Vercel, Netlify, and Cloudflare Pages without context switching.
    5
    35
    9
    Apache 2.0

  • MCP Build Environment Service

    jbroll
    A
    license
    A
    quality
    D
    maintenance
    Provides secure access to containerized build environments for software projects, enabling AI assistants to execute builds, run tests, manage git operations, and inspect build artifacts without requiring local installation of dependencies.
    6
    MIT

  • MWAA MCP Server

    paschmaria
    A
    license
    A
    quality
    B
    maintenance
    Enables management of Amazon Managed Workflows for Apache Airflow (MWAA) environments and operations including DAG management, workflow execution monitoring, and access to Airflow connections and variables through a unified interface.
    21
    3
    Apache 2.0