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"A system for identifying objects" matching MCP servers:

  • reelier

    seldonframe
    A
    license
    A
    quality
    A
    maintenance
    Record an agent's MCP tool-call workflow once, replay it deterministically for zero tokens, and get a receipt — a snapshot-testing and deterministic-execution layer for Agent Skills.
    5
    886
    2
    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
  • atlasent-mcp by AtlaSent-Systems-Inc

    atlasent-mcpofficial

    AtlaSent-Systems-Inc
    A
    license
    A
    quality
    A
    maintenance
    Enforces authorize-before-execute for any MCP-compatible AI agent. Exposes atlasent_evaluate and atlasent_verify_permit tools so a protected tool call only runs after AtlaSent issues and verifies a signed, single-use permit — fail-closed on any error, timeout, or malformed response.
    40
    12
    MIT

  • loopsense

    jarvisassistantux
    A
    license
    A
    quality
    D
    maintenance
    LoopSense is an open-source MCP server that closes the feedback loop for AI coding agents — giving them real-time visibility into CI results, deployments, test outcomes, and file system changes.
    9
    15
    2
    MIT

  • Bazel MCP Server

    nacgarg
    A
    license
    A
    quality
    D
    maintenance
    A local MCP server that exposes Bazel build system functionality to AI agents, allowing them to build, test, query, and manage Bazel projects through natural language even in environments where Bazel can't be directly accessed.
    6
    9
    MIT

  • Coolify MCP Server

    GoCoder7
    A
    license
    A
    quality
    D
    maintenance
    Enables AI assistants to interact with Coolify self-hosted instances for application deployment, management, and monitoring. Features 4 unified tools optimized for VS Code's limits, covering app management, environment configuration, system administration, and built-in documentation.
    4
    114
    1
    MIT

  • MCP QA Engineer SDET

    qamichaelmaia
    F
    license
    A
    quality
    C
    maintenance
    A specialized MCP server for QA engineering. It provides tools for user story analysis, test strategy, BDD/Gherkin scenarios, contract testing, integration tests, performance plans, security checklists, and CI/CD pipeline generation, accessible from any MCP-compatible IDE or client.
    11

  • rundeck-mcp-server

    mariomorenodev
    A
    license
    B
    quality
    B
    maintenance
    Enables AI assistants to manage Rundeck operations including jobs, executions, projects, nodes, system management, key storage, webhooks, and ACL policies via natural language.
    50
    55
    1
    Apache 2.0

  • Jenkins MCP Server

    umishra1504
    A
    license
    B
    quality
    D
    maintenance
    Enables comprehensive Jenkins automation through MCP interface, allowing users to manage builds, jobs, artifacts, and queues with natural language commands. Supports build triggering, monitoring, artifact retrieval, and system status checks with automatic CSRF protection and authentication.
    14
    54
    MIT

  • my-mcp-server

    matracey
    A
    license
    B
    quality
    D
    maintenance
    A TypeScript starter template for building Model Context Protocol (MCP) servers with built-in support for tools, testing, and CI/CD pipelines. It provides a complete development environment for creating custom AI assistant integrations for tools like Claude, Copilot, and Cursor.
    1
    46
    MIT