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    Aggregates multiple third-party APIs into unified MCP tools, providing out-of-the-box access to 10 popular services including OpenWeather, Google Maps, GitHub, Notion, Spotify, and more. Enables users to interact with weather data, search places, manage repositories, create content, and access various web services through a single MCP server.
    34
    MIT
  • F
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    Not graded
    quality
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    maintenance
    An MCP server that provides AI-powered document processing and search capabilities, including PDF summarization, text extraction, metadata retrieval, and web search via Google Custom Search.
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    A nested MCP system that demonstrates server composition by using an orchestrator to manage an internal vector store for semantic search. It enables complex, multi-hop retrieval and reasoning over a knowledge base through an agentic reasoning loop.
    1
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    Enables integration with financial transaction data through REST APIs, PostgreSQL databases, and document storage systems. Demonstrates agentic AI capabilities by connecting to Alpha Vantage API and managing financial data through natural language interactions.
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  • 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
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    maintenance
    An MCP server that gives AI agents ex-Yugoslav cultural context, resolving cultural references with accurate quotes, attributions, and slang meanings from a citable database.
    1
    MIT
  • A
    license
    A
    quality
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    maintenance
    An MCP server that provides semantic search over a document corpus, enabling AI clients to retrieve and cite relevant chunks from indexed documents via RAG pipelines.
    4
    MIT
  • A
    license
    A
    quality
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    Universal MCP knowledge server for LLM agents, powered by local RAG, providing domain-specific best practices and playbooks across software engineering, marketing, video editing, and other knowledge areas.
    3
    MIT
  • A
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    quality
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    An MCP server that enables LLMs to pull-based search through Clawket's RAG repository for exploratory and conditional queries. It provides read-only access to search artifacts, tasks, and decisions via HTTP API.
    5
    10 npm
    MIT
  • A
    license
    A
    quality
    A
    maintenance
    docshelf-mcp manages AI-friendly document collections — converts PDFs and Markdown into chapter-split shelves with a single navigation INDEX, so AI agents can fetch only the relevant section by raw URL instead of choking on a 4 MB datasheet. Repo: https://github.com/ignatenkofi/docshelf-mcp
    11
    250 PyPI
    3
    MIT
  • A
    license
    A
    quality
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    Provides AI agents with structured knowledge about 67+ generative AI models, including model recommendations, prompt formatting, parameter guidance, and validation. It acts as a prompt engineering co-pilot that helps agents use their existing tools more effectively.
    12
    113 npm
    3
    MIT
  • A
    license
    A
    quality
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    maintenance
    An MCP server for indexing and searching local text files using late-interaction retrieval (ColBERT-style MaxSim), enabling token-level relevance matching.
    2
    MIT
  • A
    license
    A
    quality
    B
    maintenance
    An MCP-based conversational HR agent that handles time tracking queries, policy lookups, adjustment approvals with human confirmation, and BigQuery analytics via natural language.
    5
    MIT
  • A
    license
    A
    quality
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    maintenance
    A local self-hosted MCP server for searching and verifying Gurmukhi quotes from Sri Guru Granth Sahib, offering keyword search, authenticity verification, and text guarding via an MCP or HTTP API.
    6
    MIT