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"A server for handling vector memory operations" matching MCP servers:

  • vector-mirror

    c64dos-png
    A
    license
    -
    quality
    B
    maintenance
    A deterministic SVG perception tool for LLM agents that renders SVGs in a real browser to measure geometry, colors, and spatial constraints, reporting results in grid grammar and W3C color names without guessing.
    44
    MIT

  • mortgage-qa-memory

    Xavius123
    F
    license
    -
    quality
    B
    maintenance
    Enables Playwright QA automation with a custom Memory MCP that provides tiered retention and mortgage compliance audit, allowing AI agents to remember flakiness history and journey maps while adhering to data privacy and audit requirements.
  • Kumiki A/B by kumikitools

    Kumiki A/Bofficial

    kumikitools
    A
    license
    -
    quality
    B
    maintenance
    MCP-first A/B testing server that enables agents to manage experiments (create, update traffic splits, read results, apply winning variants) from tools like Claude Code, with self-hosted Cloudflare backend.
    MIT

  • Beckett — MCP for Godot

    beckettlab
    A
    license
    A
    quality
    A
    maintenance
    Zero-sidecar MCP server embedded directly in the Godot 4 editor as a GDScript EditorPlugin — no Node or Python sidecar. Reflection-driven tools over any engine class, validate-before-write GDScript, scene/script/resource authoring, and a runtime play-test loop (play, screenshot, input, assert).
    54
    5
    MIT

  • Workflow MCP Server

    Artin0123
    A
    license
    B
    quality
    D
    maintenance
    Enables AI assistants to evaluate task complexity, verify package installation safety, and log complex reasoning processes. Provides structured assessment of multi-step tasks and environment validation for safer code execution workflows.
    1
    21
    MIT

  • MCP QA Server

    404Yeti
    F
    license
    A
    quality
    D
    maintenance
    A reusable MCP server for QA automation testing that enables running tests across web apps, APIs, CLI tools, and more directly from Claude Desktop.
    5

  • zephyr-squad-server-mcp

    alejandroviera
    A
    license
    A
    quality
    B
    maintenance
    An MCP server that enables AI agents to drive Zephyr for Jira (Server/Data Center) test management via ZAPI. It exposes operations for test cycles, folders, executions, test steps, step results, and ZQL search over stdio for use with any MCP client.
    40
    MIT

  • AWS FIS MCP Server

    RadiumGu
    A
    license
    A
    quality
    D
    maintenance
    Enables interaction with AWS Fault Injection Service to create, manage, and execute chaos engineering experiments. Operates in read-only mode by default for security, with optional write operations for starting/stopping experiments and managing templates.
    10
    4
    MIT

  • BugBug MCP Server

    simplypixi
    A
    license
    A
    quality
    -
    maintenance
    Enables comprehensive interaction with the BugBug test automation platform through its API. Supports running tests, monitoring execution status, managing test suites, retrieving results and screenshots, and performing batch operations through natural language commands.
    20
    2