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  • F
    license
    Not graded
    quality
    D
    maintenance
    Enables enterprise knowledge search through a chat interface, comparing traditional RAG with MCP-driven retrieval using hybrid BM25 and dense vector search, Ollama-powered answer generation, and question routing to domain-specific retrieval tools.
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  • F
    license
    Not graded
    quality
    C
    maintenance
    Enables AI coding assistants to query private academic paper collections via standard MCP tools, with hybrid retrieval, reranking, and inline citations.
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  • F
    license
    B
    quality
    B
    maintenance
    An automated system that processes raw text through a three-stage pipeline to assess data quality, enhance information, and generate structured knowledge graphs. It provides tools for triple extraction with confidence scoring and creates interactive HTML visualizations of the resulting graph.
    1
    4
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  • F
    license
    Not graded
    quality
    D
    maintenance
    Exposes hybrid document retrieval and evaluation tools from retrieval-lab via MCP, including search_documents, corpus_info, run_evaluation, and search_my_repos, with wire-level conformance tests.
    1
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  • F
    license
    Not graded
    quality
    D
    maintenance
    Exposes a local RAG document index as MCP tools (ask, search, rebuild_index, status) for MCP clients like Claude Desktop and Claude Code to query your documents over stdio.
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  • A
    license
    A
    quality
    F
    maintenance
    Query 37 EU regulations — from GDPR and AI Act to DORA, MiFID II, eIDAS, Medical Device Regulation, and more — directly from Claude, Cursor, or any MCP-compatible client.
    14
    190 npm
    25
    Apache 2.0
  • A
    license
    Not graded
    quality
    A
    maintenance
    Content-addressed code graph that produces ranked context for AI agents in one call. 22 MCP tools across indexing, blast radius, test scope, semantic diff, runtime traffic, and feedback-aware context packing. Incremental updates via Merkle DAG (no re-indexing). GCF wire format saves 84% tokens vs JSON
    24
    Apache 2.0
  • A
    license
    Not graded
    quality
    D
    maintenance
    Enables conversion of webpages to clean markdown with content quality scoring and multi-page crawling for documentation sites. Supports Claude Code, Cursor, and Windsurf with native LangChain and LlamaIndex export formats.
    28 npm
    MIT
  • A
    license
    Not graded
    quality
    C
    maintenance
    Enables AI coding agents to navigate and understand entire codebases through symbol-aware semantic retrieval and relational call graph traversal, supporting structural impact analysis and code modification workflows over MCP.
    Apache 2.0
  • F
    license
    Not graded
    quality
    B
    maintenance
    Enables agentic systems to search and retrieve conference talk details, ask grounded questions about the conference, list talks and concepts, and monitor server queue status via native MCP tools.
    2
    -
  • F
    license
    Not graded
    quality
    D
    maintenance
    MCP server enabling natural-language querying of SQLite databases via schema discovery, GraphRAG retrieval, and safely guarded read-only SQL execution.
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  • A
    license
    A
    quality
    B
    maintenance
    An MCP server that protects AI agents and RAG systems from adversarial poisoning attacks like prompt injection, steganography, and data anomalies through multi-layer sanitization, entropy-based detection, and consensus verification.
    3
    MIT
  • A
    license
    A
    quality
    C
    maintenance
    Enables AI assistants to search and ask questions about documents stored in AnythingLLM workspaces through MCP tools.
    4
    MIT
  • A
    license
    A
    quality
    A
    maintenance
    Enables AI assistants to search and retrieve transcripts from the Entra.Chat podcast about Microsoft Entra ID, with timestamped YouTube links and guest information.
    6
    289 npm
    2
    MIT
  • F
    license
    A
    quality
    D
    maintenance
    A local web search MCP server supporting parallel, API, and model-based search modes, integrating Zhipu Web Search API and online models for real-time information retrieval.
    10
    -
  • F
    license
    A
    quality
    C
    maintenance
    Enables users to create and refine a research outline, queue report generation in the background, and retrieve progress or completed Markdown reports, with automatic checkpointing so unfinished work can resume after a restart.
    4
    -
  • A
    license
    A
    quality
    C
    maintenance
    This server enables AI systems to integrate with Tavily's search and data extraction tools, providing real-time web information access and domain-specific searches.
    4
    24,730 npm
    2,467
    MIT
  • A
    license
    A
    quality
    C
    maintenance
    Enables semantic search and discovery of free public APIs from an extensive catalog. Provides embedding-based search over API names and descriptions, plus detailed API information retrieval.
    2
    10
    MIT
  • A
    license
    A
    quality
    F
    maintenance
    Integrates Jina.ai's Grounding API with LLMs for real-time, fact-based web content grounding and analysis, enhancing LLM responses with precise, verified information.
    1
    29 npm
    1
    MIT
  • A
    license
    A
    quality
    A
    maintenance
    Enables evidence-based retrieval across official BMC Helix product documentation and isolated private project knowledge, with product, version, project, source, and section provenance. Supports version-aware multi-product indexing, hybrid lexical and optional semantic search, and read-only access to local evidence without touching live Helix systems.
    9
    MIT
  • A
    license
    A
    quality
    D
    maintenance
    Provides persistent memory with semantic search for MCP-based AI agents, enabling them to store and recall information across sessions using vector embeddings.
    4
    1
    MIT
  • A
    license
    A
    quality
    D
    maintenance
    Enables access to the Hugging Face Hub API to search and retrieve information about machine learning models, datasets, and their metadata. Provides comprehensive tools for exploring the Hugging Face ecosystem including model details, dataset information, and parquet file access.
    8
    MIT
  • A
    license
    A
    quality
    B
    maintenance
    Enables AI agents to record, recall, correct, and forget evidence-backed factual claims with temporal history, while explaining whether remembered information is current, historical, or contested.
    5
    Apache 2.0
  • F
    license
    A
    quality
    Not graded
    maintenance
    A Context-as-a-Service MCP server that maintains structured, graph-based context for Shopify apps by extracting and summarizing data from web sources and help centers. It enables multi-agent systems to retrieve isolated, provenance-backed context slices or starter bundles via push and pull mechanisms.
    5
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