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

  • agent-tool

    knewstimek
    A
    license
    A
    quality
    A
    maintenance
    Encoding-aware, indentation-smart file tools for AI coding agents. 20+ tools including read/edit with automatic encoding detection, smart indentation conversion, SSH, SFTP, process management, and system utilities.
    53
    24
    MIT

  • MISAMA Search

    miyc176
    A
    license
    Not graded
    quality
    B
    maintenance
    Provides fully local, privacy-preserving semantic search over file names and paths via MCP, using BGE embeddings for fuzzy matching and supporting incremental updates, watch mode, and a loopback-only HTTP server.
    MIT

  • web-search-mcp

    MDZZ-123
    F
    license
    Not graded
    quality
    B
    maintenance
    MCP server that provides web search via LLM API gateways with server-side search, returning cited answers and multi-provider fallback.

  • AnB-MCP

    kaka-milan-22
    A
    license
    A
    quality
    A
    maintenance
    An MCP front-end for AnB. The tool surface is "use-don't-reveal": no tool returns a plaintext secret. Reveal paths require a TTY the server doesn't have, so the no-reveal guarantee is structural, not prompt-based — it holds even against a prompt-injected agent. Runs as a dedicated, narrowly-scoped AnB identity; exec is default-deny (only allowlist rules tagged scope=mcp run); command output
    5
    1
    MIT

  • Deadzone

    laradji
    A
    license
    A
    quality
    B
    maintenance
    Local-first MCP server providing semantic search over library docs, fully offline. Single Go binary speaks MCP over stdio against a vector index pinned to the binary version. Like Context7 with the internet turned off. Apache 2.0. Linux + macOS, also available as a container image.
    2
    3
    Apache 2.0

  • ORAS MCP Server

    shizhMSFT
    A
    license
    A
    quality
    D
    maintenance
    Enables users to interact with container registries through the ORAS CLI, providing information about container images, platforms, and signatures via natural language queries.
    7
    Apache 2.0
  • pgEdge Postgres MCP Server by pgEdge

    pgEdge Postgres MCP Serverofficial

    pgEdge
    A
    license
    Not graded
    quality
    A
    maintenance
    Enables SQL queries against PostgreSQL databases through MCP-compatible clients and includes a natural language agent for forming SQL queries from natural language.
    219
    PostgreSQL
  • Rebrandly MCP by rebrandly

    Rebrandly MCPofficial

    rebrandly
    A
    license
    Not graded
    quality
    F
    maintenance
    This project implements a simple MCP server in Go that exposes a single tool (create_short_link) to generate short URLs using the Rebrandly API.
    MIT
  • judgment-pack-runtime by Judgment-Pack

    judgment-pack-runtimeofficial

    Judgment-Pack
    A
    license
    Not graded
    quality
    A
    maintenance
    Serves offline document validation and evaluation operations of the Judgment Pack Specification to MCP clients over stdio, enabling agents to validate and evaluate JPS documents as tool calls. Supports conformance validation, experimental evaluation with disposition and error classes, and corpus testing.
    2
    Apache 2.0
  • SynapBus by synapbus

    SynapBusofficial

    synapbus
    A
    license
    Not graded
    quality
    C
    maintenance
    MCP-native agent-to-agent messaging hub for AI swarms. Agents communicate via channels and DMs through MCP protocol — zero SDKs needed. Includes web UI, semantic search, analytics dashboard. Single Go binary, local-first.
    1
    Apache 2.0

  • mcp-trino

    txn2
    A
    license
    Not graded
    quality
    A
    maintenance
    A Model Context Protocol server enabling AI assistants to query and explore data warehouses via Trino, with optional semantic context from metadata catalogs.
    2
    Apache 2.0

  • broker

    patsypppe
    A
    license
    Not graded
    quality
    B
    maintenance
    Enables stateless, handle-based tool interaction over the 2026-07-28 MCP protocol, supporting multi-round-trip requests, cacheable results, and an audited execution trail.
    MIT

  • your-mail-mcp

    wildsurfer
    A
    license
    Not graded
    quality
    A
    maintenance
    Enables read-only search and retrieval of your email across multiple IMAP accounts through a local notmuch index, served over authenticated HTTP for MCP clients like Claude or Codex.
    1
    MIT

  • Sourcerer MCP

    st3v3nmw
    A
    license
    Not graded
    quality
    C
    maintenance
    An MCP server for semantic code search & navigation that helps AI agents work efficiently without burning through costly tokens. Instead of reading entire files, agents can search conceptually and jump directly to the specific functions, classes, and code chunks they need.
    119
    MIT

  • Sense

    luuuc
    A
    license
    Not graded
    quality
    A
    maintenance
    An MCP server for codebase context that gives AI coding agents structural understanding through symbol graph, semantic search, blast radius, and convention detection tools.
    32
    MIT

  • tailscale-mcp-server

    pnocera
    A
    license
    Not graded
    quality
    D
    maintenance
    An MCP (Model Context Protocol) server for managing Tailscale resources using the official Tailscale Go client library v2. This server provides complete coverage of the Tailscale API with enhanced, self-descriptive tools powered by OpenAPI documentation.
    2
    MIT