Skip to main content
Glama
77,029 servers. Updated

Matching MCP tools:

Matching MCP Connectors:

"Exploring GraphRAG and HybridRAG" matching MCP servers:

  • A
    license
    A
    quality
    C
    maintenance
    An MCP server that enables LLMs to perform semantic and fulltext searches within Neo4j while executing complex, search-augmented Cypher queries for GraphRAG applications. It provides tools for database schema discovery and supports multi-provider embeddings to facilitate advanced graph traversals.
    5
    2
    MIT
  • F
    license
    A
    quality
    D
    maintenance
    Enables AI agents to query a local knowledge graph built from document collections using hybrid search (BM25 + vector fusion) and entity-relationship extraction. Supports privacy-first, offline operation with tools for semantic search, entity graph exploration, and corpus statistics.
    3
  • F
    license
    Not graded
    quality
    C
    maintenance
    Enables building and querying knowledge graphs by ingesting documents into Neo4j using Gemini for entity extraction, and exposes MCP tools for graph health, document ingestion, and knowledge base querying.
  • A
    license
    A
    quality
    A
    maintenance
    Search 47,000+ marketing agencies and get AI-matched with fitted agencies, from Pick an Agency.
    3
    2
    MIT
  • F
    license
    A
    quality
    A
    maintenance
    Security-hardened, read-only MySQL MCP server that enables safe, read-only access to MySQL databases for running SELECT queries, exploring schemas, and sampling data via MCP clients.
    9
  • A
    license
    A
    quality
    A
    maintenance
    ✨ 为你的 AI 助手装上 B 站的眼睛:一键提取视频字幕与热门评论,助力高效信息总结 🚀 ✨ Equip your AI assistant with "Bilibili Eyes": One-click extraction of video subtitles and popular comments for efficient information summarization 🚀
    12
    580
    14
    GPL 3.0
  • A
    license
    A
    quality
    D
    maintenance
    Search Recruiter Roles: live recruiter jobs, companies, sectors, locations, and market stats.
    7
    30
    1
    MIT
  • A
    license
    A
    quality
    A
    maintenance
    Lets AI agents launch scans, inspect results, manage campaigns and policies, and read alerts directly against your Kaminari Ad workspace via your API key, with 82 tools covering most of the API surface.
    98
    355
    MIT
  • A
    license
    A
    quality
    C
    maintenance
    MCP server for searching, discovering, and exploring Chinese long-form video content from WeTV and Tencent Video, enabling AI assistants to recommend dramas, variety shows, anime, and movies with play links, ratings, and episode info.
    6
    MIT
  • A
    license
    A
    quality
    C
    maintenance
    Provides AI access to Korea's land use planning, urban regulations, and permit information through natural language queries. It integrates tools for land analysis, regulation verification, and public notice scraping to prevent hallucinations in property-related AI applications.
    8
    16
    MIT
  • A
    license
    A
    quality
    B
    maintenance
    An MCP-compliant server that exposes Gmail and Google Docs as tools, enabling AI agents to draft, send, and manage emails, as well as create, read, and append to documents through natural language.
    9
    MIT
  • A
    license
    A
    quality
    C
    maintenance
    A self-hostable PostgreSQL MCP server for exploring database schemas and running guarded read/write queries with selectable access modes (readonly, readwrite, admin), plus a dry-run confirm workflow for safety.
    14
    1
    MIT
  • A
    license
    A
    quality
    B
    maintenance
    Wallet-funded MCP client for six paid Utilia tools: Solana priority fees, transaction diagnosis and simulation, token-risk checks, PDF-to-Markdown, and audio normalization over x402. MIT-licensed and installable from npm.
    6
    115
    MIT
  • A
    license
    A
    quality
    C
    maintenance
    MCP server for discovering and exploring Azure Verified Modules (AVM) from the Bicep Public Registry, enabling AI agents to search, retrieve module details, and access documentation.
    2
    6
    MIT