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"Allowing an AI agent to ask user questions during a task" matching MCP servers:

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    Enables LLMs to query documents using semantic search, supporting PDFs, Word, Excel, and more. Organizes documents by topics from folder structure and provides advanced search features like phrase matching and date filtering.
    1
    MIT
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    B
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    Enables users to search Samin Yasar's video library and receive full-video recommendations grounded in transcript evidence with links to exact matched caption cues.
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    ai-jobs-agent MCP server: Exposes an autonomous job-detection agent's data to MCP clients, offering tools to search jobs, retrieve job details, view detection-latency statistics, and trigger on-demand sweeps
    1
    MIT
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    A stdio MCP server that provides a single tool to query Gemini with Google Search grounding for current web information, returning synthesized answers with source links.
    1
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    MIT
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    Enables AI agents to interact with Slack using a user token, providing full access to message search, channel history, DMs, and posting as the user.
    8
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    An MCP server that connects to Telegram as your real user account and exposes read-only tools to read and search messages, list chats and folders, inspect group info, and download media.
    9
    MIT
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    Enables querying and filtering a read-only dataset of AI-related court orders with full-text search, facets, and record retrieval via MCP, OpenAPI, or REST endpoints.
    MIT
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    B
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    Lets AI clients ask natural-language questions about a SQL database with production-safe guardrails, schema grounding, and read-only enforcement.
    MIT
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    An MCP server that connects to OpenRouter's API to provide Perplexity's models (Sonar, Sonar Deep Research, Sonar Reasoning) for use with any MCP-compatible client.
    8
    MIT
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    Automatically routes natural language questions to RAG or Text2SQL paths to answer queries about virtual construction site data, supporting semantic search and structured aggregation.
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    Improves AI agent task performance by providing task area segmentation, hierarchical RAG, and hybrid search capabilities.
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    Search 47,000+ marketing agencies and get AI-matched with fitted agencies, from Pick an Agency.
    3
    2
    MIT
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    An MCP server for searching and downloading books from Library Genesis, supporting EPUB, MOBI, PDF, and more through natural language queries.
    3
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    6
    MIT