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"A tool to evaluate the suitability of semantic search queries" matching MCP servers:

  • search-docs

    otolab
    A
    license
    A
    quality
    A
    maintenance
    Enables AI agents to search local Markdown documents using natural language, with automatic indexing and section-level retrieval.
    9
    2
    1
    MIT

  • codex-mcp-tool

    x51xxx
    A
    license
    B
    quality
    C
    maintenance
    MCP server connecting Claude/Cursor to Codex CLI, enabling code analysis via @ file references, multi-turn conversations, sandboxed edits, and structured change mode.
    13
    201
    23
    MIT

  • The Web MCP

    bright-cn
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    license
    A
    quality
    D
    maintenance
    Enables AI assistants to access real-time web data through search, markdown scraping, and browser automation while bypassing anti-bot protections. It provides tools for web research, e-commerce monitoring, and data extraction from across the globe.
    4
    6,103
    6
    MIT

  • Talk to Figma MCP

    kctw-dev
    A
    license
    B
    quality
    C
    maintenance
    Enables AI agents to directly control Figma Desktop via MCP, supporting UI creation, editing, prototyping, and variable management with over 60 tools.
    65
    882
    1
    MIT

  • perplexity-web-mcp

    quequiere
    A
    license
    A
    quality
    C
    maintenance
    An MCP server that enables AI assistants to perform web searches on Perplexity.ai using browser automation instead of an official API. It supports persistent authenticated sessions and returns search results along with cited sources directly to the client.
    3
    34
    8
    MIT

  • Hypermnesic

    leonardsellem
    A
    license
    A
    quality
    A
    maintenance
    Git-native long-term memory for AI agents: your markdown files are the source of truth, the search index is a disposable projection rebuilt from git, and every memory the agent writes is a reviewable git commit. Served over one OAuth-secured MCP endpoint with hybrid lexical+semantic recall and a gated, git-first commit_note write tool.
    7
    8
    AGPL 3.0

  • AsyncAPI-MCP

    Souvikns
    A
    license
    A
    quality
    C
    maintenance
    An MCP server that gives AI assistants access to the AsyncAPI specification - search, explore and retrieve any version of the spec directly from your coding tool.
    5
    Apache 2.0

  • KanseiLink MCP Server

    kansei-link
    A
    license
    A
    quality
    B
    maintenance
    An intelligence layer for discovering and orchestrating Japanese SaaS MCP tools through intent-based search and workflow recipes. It enables AI agents to evaluate service quality using community-driven insights while ensuring privacy through automated PII masking.
    5
    334
    1
    MIT

  • overseer-nvim-mcp

    impossiblecode
    A
    license
    A
    quality
    A
    maintenance
    MCP server for overseer.nvim — gives any MCP-capable coding agent running inside Neovim (Claude Code, Codex, Gemini CLI, opencode) the same visibility and control over tasks the user has: list, run, tail, restart, stop. Agent-started dev servers land in the user's own task list instead of becoming invisible orphaned processes.
    8
    7
    602
    MIT

  • MCP Error Relay

    purelledhand
    A
    license
    A
    quality
    C
    maintenance
    Relays error logs from other MCP servers when an LLM call fails and the returned error message is unclear, helping the model handle errors more intelligently.
    3
    9
    MIT

  • mcp-alphabanana

    tasopen
    A
    license
    A
    quality
    C
    maintenance
    Local MCP server for generating image assets with Google Gemini (Nano Banana 2 / Pro). Supports transparent PNG/WebP output, exact resizing/cropping, up to 14 reference images, and Google Search grounding.
    1
    18
    8
    MIT

  • PTY MCP Server

    almahdi
    A
    license
    A
    quality
    D
    maintenance
    A TypeScript-based server that enables programmatic management of pseudo-terminal sessions. It allows users to spawn, control, and interact with terminal processes in real-time through the Model Context Protocol.
    5
    19
    AGPL 3.0