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  • A
    license
    Not graded
    quality
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    maintenance
    A Model Context Protocol server that integrates AI assistants with Mem0.ai's persistent memory system, allowing models to store, retrieve, search, and manage different types of memories.
    16
    MIT
  • A
    license
    A
    quality
    A
    maintenance
    Provides coding agents with hybrid semantic and exact-identifier search across VHDL source, documentation, and general code, with cross-referencing and exact source attribution.
    8
    MIT
  • F
    license
    A
    quality
    Not graded
    maintenance
    Provides specialized search capabilities across e-commerce platforms, scientific publications, code repositories, social media, and general web with advanced filtering, including product comparison, research aggregation, and developer tool discovery.
    3
    -
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    quality
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    Implementation of Model Context Protocol (MCP) server that provides tools for accessing Google Cloud's Vertex AI Gemini models, supporting features like web search grounding and direct knowledge answering for coding assistance and general queries.
    20
    143 npm
    88
    MIT
  • A
    license
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    quality
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    maintenance
    Semantic web search MCP server that navigates the live web using a cheap LLM and local embeddings, caching results for fast responses to similar queries without relying on general search engines.
    MIT
  • A
    license
    Not graded
    quality
    C
    maintenance
    Enables web search through SearXNG instances, offering tools for general and category-specific queries, engine selection, time filtering, and engine discovery.
    MIT
  • F
    license
    Not graded
    quality
    D
    maintenance
    Enables LLM assistants to store, retrieve, and update user-specific context memory including travel preferences and general information through a chat interface. Provides analytics on tool usage patterns and token costs for continuous improvement.
    -
  • A
    license
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    quality
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    maintenance
    Crawl any website into clean Markdown, search through pages, read full content, and extract structured data using OpenAI, Claude, Gemini, or Grok — with auto-citation and resume support.
    5
    3
    MIT
  • A
    license
    A
    quality
    C
    maintenance
    Exposes hybrid retrieval (dense embeddings + BM25 + RRF) and document operations (search, fetch, rerank) as MCP tools, using Qdrant and OpenAI embeddings for local or server mode.
    3
    MIT
  • A
    license
    A
    quality
    D
    maintenance
    Provides constraint satisfaction and optimization capabilities to LLMs and AI agents for scheduling, resource allocation, routing, budget optimization, and configuration problems using Google OR-Tools CP-SAT solver.
    5
    5
    Apache 2.0
  • A
    license
    A
    quality
    A
    maintenance
    Real-time web search with answer-ready results for Claude, Cursor and any MCP client. A Tavily alternative: same speed, 20.2% fewer tokens, higher answer quality (60.7% of decided duels won) on a public benchmark. Hosted on mcp.serpdive.com or npx serpdive-mcp.
    1
    47 npm
    MIT
  • A
    license
    A
    quality
    A
    maintenance
    A Model Context Protocol server that fetches up-to-date, version-specific documentation and code examples from libraries directly into LLM prompts, helping developers get accurate answers without outdated or hallucinated information.
    2
    354,384 npm
    62,254
    MIT
  • A
    license
    A
    quality
    A
    maintenance
    Enables AI agents to run local deep-research workflows via a single MCP stdio server, combining web search, page extraction, query-aware distillation, and caching without cloud quotas. It exposes tools for deep research, search, and single or batch URL reading.
    6
    689 PyPI
    MIT
  • A
    license
    A
    quality
    B
    maintenance
    Extract YouTube transcripts for AI agents, RAG pipelines, and LLM workflows. Supports any YouTube URL. Returns clean text or timestamped segments. No API keys required.
    1
    4
    MIT
  • A
    license
    A
    quality
    A
    maintenance
    Enables teams to capture and distill knowledge from sessions, meetings, and feeds into a searchable, vector-embedded graph, then retrieve or synthesize it conversationally via semantic search and citations.
    17
    24
    Apache 2.0
  • A
    license
    A
    quality
    A
    maintenance
    Enables AI agents to perform keyword, semantic, hybrid, and SQL retrieval over data stored on object storage or local paths, using a local embedding model without requiring an API key.
    15
    125 npm
    Apache 2.0