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  • A
    license
    A
    quality
    C
    maintenance
    Enables MCP clients to search, browse, read, and manage IMA knowledge base content, including notes, web imports, and file uploads, using the official IMA OpenAPI.
    9
    MIT
  • A
    license
    Not graded
    quality
    C
    maintenance
    Builds searchable SQLite databases from PDFs, preserving inline image locations for AI agents to discover and caption visual content. Supports full-text search over text, image placeholders, and saved captions.
    1
    MIT
  • F
    license
    Not graded
    quality
    D
    maintenance
    Provides free web search, content fetching, image search, and deep research via SearXNG, no API keys required.
    -
  • F
    license
    Not graded
    quality
    C
    maintenance
    Enables an agent to read, write, search, and question a PlusGPT knowledge base instance using the caller's own API key, with tools for pages, folders, files, imports, and indexing.
    -
  • A
    license
    A
    quality
    A
    maintenance
    A Compact Knowledge Graph MCP server providing pre-structured domain knowledge as a routing layer for agent stacks, enabling efficient structural queries (e.g., prerequisites, dependency chains) without hallucinations.
    4
    40 PyPI
    4
    MIT
  • A
    license
    A
    quality
    B
    maintenance
    Enables searching and reading AVEVA Customer Support Portal knowledge base articles, including tech notes, known issues, and error-message diagnostics, to ground AI answers in support content not found in public documentation.
    3
    MIT
  • A
    license
    A
    quality
    A
    maintenance
    Enables Claude and other MCP-compatible agents to process documents, extract structured data, detect PII, and export LLM-ready datasets through natural language tool calls.
    8
    1
    MIT
  • A
    license
    A
    quality
    B
    maintenance
    Enables any MCP-aware LLM host to filter noisy text down to query-relevant sentences via a topic-conditioned relevancy classifier, reducing token spend before the model processes the full input.
    1
    MIT
  • A
    license
    A
    quality
    D
    maintenance
    Provides versioned, structured memory for AI agents, allowing them to store facts, detect conflicts, and track knowledge history via a hosted SaaS platform. It enables efficient hierarchical information retrieval and semantic search while keeping token usage constant as memory scales.
    7
    15 npm
    8
    Apache 2.0
  • A
    license
    A
    quality
    B
    maintenance
    Provides AI assistants with real-time web search, reasoning, and research capabilities through Perplexity's Agent API and Search API, enabling tools for search, conversational Q&A, deep research, and advanced reasoning.
    4
    29,317 npm
    MIT
  • A
    license
    A
    quality
    C
    maintenance
    SEC EDGAR filing MCP for equity research agents: search 10-K/10-Q/8-K with CompanyFacts metrics, preview a free sample, and purchase full structured JSON via x402 USDC on Polygon. Public endpoint on xpay.tools.
    3
    2
    MIT
  • A
    license
    A
    quality
    A
    maintenance
    MCP server for the full Pāli Tipiṭaka — ~444,000 segments at parity with SuttaCentral (Sutta + Vinaya + Abhidhamma). Hybrid search, full-sutta fetch with cross-references, segment-aligned translation comparison, and Pāli word lookup. Offered as Dhamma Dāna.
    11
    8
    MIT
  • A
    license
    A
    quality
    B
    maintenance
    A zero-cost, fully local MCP server that grounds AI assistants in verified web text, reducing hallucinations by ~80% by forcing answers only from fetched sources.
    1
    1
    MIT
  • A
    license
    A
    quality
    A
    maintenance
    Low-token MCP server for HPE Networking automation, enabling search of Aruba/HPE docs, OpenAPI details, Central health checks, troubleshooting workflows, configuration management, and guarded ArubaOS 8 migrations and GreenLake Platform operations across platforms like Aruba Central, ClearPass, Mist, and Apstra.
    3
    1
    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