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  • 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
  • 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.
    -
  • A
    license
    Not graded
    quality
    C
    maintenance
    MCP server for managing and serving dynamic prompt templates using elegant and powerful text template engine. Create reusable, logic-driven prompts with variables, partials, and conditionals that can be served to any compatible MCP client like Claude Code, Claude Desktop, Gemini CLI, etc.
    18
    MIT
  • A
    license
    A
    quality
    A
    maintenance
    MCP server for AI-powered web research — search (Google, Brave, Serper, SearXNG), scrape any page, extract PDFs/DOCX/YouTube transcripts, academic & patent search. Single Go binary. Works with Claude, Cursor, Copilot, and any MCP client.
    25
    68
    MIT
  • A
    license
    B
    quality
    C
    maintenance
    Persistent memory engine for AI coding agents. Single Go binary, zero runtime dependencies, MCP-native. Stores, searches, and deduplicates memories across sessions using embedded SQLite with hybrid FTS + semantic search, memory decay, relation graph, and token-budget context assembly.
    10
    23
    MIT
  • A
    license
    Not graded
    quality
    A
    maintenance
    Open source SQL-native query and provisioning engine for cloud and SaaS infrastructure. Ships as a single signed binary with MCP tools for provider discovery, schema exploration, queries, and lifecycle operations.
    1,067
    MIT
  • A
    license
    Not graded
    quality
    D
    maintenance
    Enables AI coding assistants to search and retrieve information from a locally ingested knowledge base using hybrid search, grounded in user-curated documentation.
    16
    MIT
  • A
    license
    Not graded
    quality
    C
    maintenance
    Enables AI tools to perform real-time Google Search with grounded answers and inline citations, free with a Google account.
    4
    MIT
  • A
    license
    Not graded
    quality
    A
    maintenance
    Scans self-hosted, multi-tenant AI-agent platforms for tenant-isolation gaps. Native Go MCP server exposing a scan tool that wraps the CLI's audit engine.
    Apache 2.0
  • A
    license
    Not graded
    quality
    C
    maintenance
    A high-performance, asynchronous MCP server that provides comprehensive Google search and web content scraping capabilities through the Firecrawl API, designed for LLMs to retrieve external information efficiently.
    1
    GPL 3.0
  • A
    license
    Not graded
    quality
    C
    maintenance
    LLM Optimizer is an AI visibility intelligence platform. It analyzes how large language models and AI search engines perceive, cite, and recommend brands; then provides research-backed optimization strategies to improve that visibility.
    10
    MIT
  • A
    license
    Not graded
    quality
    B
    maintenance
    MCP server for Reddit that fetches full comment threads and compresses them into compact tab-delimited format, reducing token usage by up to 94% vs JSON. Supports subreddit feeds, multi-subreddit search, user activity, and OAuth for higher rate limits.
    2
    MIT
  • A
    license
    Not graded
    quality
    D
    maintenance
    A Go-based MCP server that provides comprehensive access to the Serper Google Search API, including tools for images, news, maps, and scholar results. It also features a dedicated endpoint for scraping webpage content directly.
    8 npm
    MIT
  • A
    license
    Not graded
    quality
    B
    maintenance
    Turns a codebase into a queryable graph with semantic search, call graphs, and control/data flow analysis, served to AI coding agents via the Model Context Protocol.
    118 npm
    MIT