lookupd

vector-search

648 MCP servers tagged vector-search, 49 up right now. Live servers first, then by uptime; never by payment.

  1. dev.agently/brain needs login 0 agent searches in 30 days

    Stores and retrieves durable agent memory and searches a temporal knowledge graph for company information.

  2. dev.cotlet/notebooklm needs login 0 agent searches in 30 days

    Lets an agent list and create NotebookLM research notebooks and add sources to them for AI-assisted research.

  3. dev.kognite/memory needs login 0 agent searches in 30 days

    Lets an agent store facts, search them semantically, and recall them across sessions through a hosted memory service.

  4. in.creo-memories/mcp-server needs login 0 agent searches in 30 days

    Lets an agent store memories and recall them later through semantic search over previously saved content.

  5. io.analyticlabs/zeus-memory needs login 0 agent searches in 30 days

    Lets an agent store, recall, and search persistent context and business data through a set of memory and search tools.

  6. io.github.aa0101181514/tw-legal-rag needs login 0 agent searches in 30 days

    Lets an agent search Taiwanese court judgments, statutes and agency rulings and verify legal citations.

  7. io.github.abhinavala/context-cloud needs login 0 agent searches in 30 days

    Stores and retrieves typed knowledge chunks as persistent memory, shareable across team workspaces and multiple AI tools.

  8. io.github.AceDataCloud/mcp-openai needs login 0 agent searches in 30 days

    Lets an agent call OpenAI-hosted models for chat completions, image generation, and text embeddings through a proxy API.

  9. io.github.airweave-ai/search needs login 0 agent searches in 30 days

    Lets an agent run natural language queries against Airweave collections to retrieve relevant indexed content.

  10. io.github.alibaizhanov/mengram needs login 0 agent searches in 30 days

    Lets an agent store and retrieve long-term semantic facts, episodic events, and procedural workflows across sessions.

  11. io.github.angelus213/foundry-api needs login 0 agent searches in 30 days

    Renders pages, extracts content, runs retrieval-augmented search, enriches records, and analyzes reviews within bounded limits.

  12. io.github.Assay-Org/assay-truth-graph needs login 0 agent searches in 30 days

    Gives agents a governed, citation-backed store of company facts they can query to ground go-to-market decisions and answers.

  13. io.github.atakanelik34/bilinc needs login 0 agent searches in 30 days

    Stores and retrieves agent memories with provenance tracking, flags contradictory entries, and supports rolling back to earlier snapshots.

  14. io.github.codecoradev/uteke needs login 0 agent searches in 30 days

    Stores and recalls agent memories using hybrid vector and full-text search, with room scoping and point-in-time queries.

  15. io.github.contextq/contextq-mcp needs login 0 agent searches in 30 days

    Stores persistent agent memory and runs hybrid search over it, with a goal graph, over stdio or remote HTTP.

  16. io.github.erichare/astra-mcp needs login 0 agent searches in 30 days

    Lets agents inspect schemas, query documents, run vector searches, and perform guarded writes on Astra DB.

  17. io.github.Essatt/knowman-mcp needs login 0 agent searches in 30 days

    Lets an agent search, query, save and read entries in a personal knowledge base through any MCP client.

  18. io.github.forgeagents-jp/oka-anywhere needs login 0 agent searches in 30 days

    Answers questions with citations drawn from an organization's internal procedure documents, and reports when a topic is not covered.

  19. io.github.heidiEC/context-pod needs login 0 agent searches in 30 days

    Stores and retrieves persistent agent context as learned vectors, returning results with certainty scores for recall.

  20. io.github.HiAi-gg/docsmint needs login 0 agent searches in 30 days

    Lets agents query a knowledge base with hybrid search, reranking, and graph-based retrieval over indexed documents.

  21. io.github.hoanglt1223/mnema needs login 0 agent searches in 30 days

    Lets an agent save, read, and link entries in a personal knowledge graph that serves as persistent memory.

  22. io.github.jupediaz/tubexperto needs login 0 agent searches in 30 days

    Lets an agent query transcripts from subscribed YouTube channels through a RAG knowledge base for answers from video content.

  23. io.github.kagura-ai/memory-cloud needs login 0 agent searches in 30 days

    Stores, searches, and links knowledge across conversations so an agent can recall information from earlier sessions.

  24. io.github.Komplyzen/komplyt-zero needs login 0 agent searches in 30 days

    Stores and retrieves agent working memory as a knowledge graph with semantic search and time-based decay.

  25. io.github.lildaddyo/braintube-mcp needs login 0 agent searches in 30 days

    Stores and retrieves persistent memory over saved YouTube videos, podcasts, articles and PDFs for an agent.

  26. io.github.lyf-wxy/spomory needs login 0 agent searches in 30 days

    Stores and retrieves agent memories through graph-based search, with an RL-trained policy that manages what is kept and recalled.

  27. io.github.mcfredrick/noogat needs login 0 agent searches in 30 days

    Lets an agent save voice notes, auto-tag them with AI, and retrieve past notes by semantic search.

  28. io.github.melcutz/keepfor.me needs login 0 agent searches in 30 days

    Stores personal documents as durable snapshots and lets agents run hybrid search over the library through 46 tools.

  29. io.github.mem0ai/mem0 needs login 0 agent searches in 30 days

    Lets an agent store, search, update, and delete long-term memories that persist across sessions.

  30. io.github.mistaike-ai/mistaike-mcp needs login 0 agent searches in 30 days

    Lets an agent search a large library of bug-fix patterns and code, with PII filtering applied to results.

  31. io.github.mnemoverse/mcp-memory-server needs login 0 agent searches in 30 days

    Lets an agent store and recall memories that adapt based on outcomes, with optional shared rooms for multiple agents.

  32. io.github.mybrain-ai/mcp needs login 0 agent searches in 30 days

    Lets an agent store, search and explore a personal knowledge base that serves as persistent memory across sessions.

  33. io.github.MystenLabs/sui-kapa needs login 0 agent searches in 30 days

    Lets an agent run semantic searches across Sui documentation and related knowledge sources to retrieve relevant answers.

  34. io.github.PCBZ/polymnemo needs login 0 agent searches in 30 days

    Stores and semantically recalls long-term memory shared across LLMs, with session tracking and media handling backed by pgvector.

  35. io.github.penfieldlabs/penfield-mcp needs login 0 agent searches in 30 days

    Lets an agent store and retrieve persistent memories and knowledge graphs, with hybrid search and context checkpoints.

  36. io.github.rudedoggg/ace-memory needs login 0 agent searches in 30 days

    Stores and semantically searches persistent agent memories in a linked graph, with DID-based identity for the agent.

  37. io.github.Samuelfmedeiros/arachne needs login 0 agent searches in 30 days

    Lets an agent scrape web pages, run retrieval over browsed content, and use vision and transcription tools.

  38. io.github.SunFlash12/forge-cascade-mcp needs login 0 agent searches in 30 days

    Lets agents store and recall memory, check pricing and docs, and get paid buyer recommendations through MCP discovery.

  39. io.github.supnim/aiagent needs login 0 agent searches in 30 days

    Lets an agent manage tickets, run agents and workflows, query tables, and search workspace knowledge.

  40. io.github.theindianappguy/magicchat-mcp needs login 0 agent searches in 30 days

    Lets an agent train a support chatbot on webpages or text, search its knowledge base, and review collected leads and questions.

  41. io.github.thomasjumper/agentbay-mcp needs login 0 agent searches in 30 days

    Stores and retrieves persistent agent memory and knowledge, with semantic search across saved entries.

  42. io.github.toolbeltai/toolbelt needs login 0 agent searches in 30 days

    Query and manage vector, knowledge graph, SQL, geospatial, and streaming data stores through a shared interface.

  43. io.github.upstash/upstash-mcp-server needs login 0 agent searches in 30 days

    Lets an agent manage Upstash Redis, Vector, and Search data, plus QStash messaging and Workflow, through a hosted server with OAuth.

  44. io.github.vhspace/agentbase needs login 0 agent searches in 30 days

    Lets agents store and semantically search a shared knowledge base of findings, reusing what other agents have already learned.

  45. io.github.vivuai/vivu needs login 0 agent searches in 30 days

    Lets an agent search a video library using natural language and retrieve matching video moments.

  46. io.github.whisper-sec/whisper-graph needs login 0 agent searches in 30 days

    Queries a large internet infrastructure graph of nodes and edges via HTTP calls, with a free trial tier for agents.

  47. io.github.zqj/caigen-notes needs login 0 agent searches in 30 days

    Lets an agent create, store and semantically search personal notes, with retrieval-augmented search over the note collection.

  48. io.liminary.api/mcp needs login 0 agent searches in 30 days

    Lets an agent recall and search a user's documents, notes, and meeting records as persistent personal memory.

  49. io.lochless/lochless needs login 0 agent searches in 30 days

    Searches documents and returns every relevant match with supporting quotes, rather than a fixed top-k subset.

  50. io.studiomeyer/memory needs login 0 agent searches in 30 days

    Stores and retrieves persistent agent memory with a knowledge graph and semantic search across 56 tools.

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