vector-search
648 MCP servers tagged vector-search, 49 up right now. Live servers first, then by uptime; never by payment.
- ai.b77/knowledge-base needs login 0 agent searches in 30 days
Lets an agent store, search, and retrieve entries from a persistent knowledge base.
- ai.chipp/chipp-knowledge needs login 0 agent searches in 30 days
Ingests URLs, sitemaps, text, and documents as knowledge sources, runs crawls, and searches gathered evidence.
- ai.engramic/engramic needs login 0 agent searches in 30 days
Stores and retrieves organisational decisions, goals, constraints and their reasoning for agents to query.
- ai.knowdrive/knowdrive-mcp needs login 0 agent searches in 30 days
Lets agents store multimodal documents privately and run hybrid searches that return cited, provenance-tracked results.
- ai.locul/cloud needs login 0 agent searches in 30 days
Lets an agent recall stored memories, entity profiles and source notes from a cloud knowledge store.
- ai.memexa/brain needs login 0 agent searches in 30 days
Lets an agent store notes and documents in a searchable graph and retrieve them later as persistent memory.
- ai.memocore/mcp needs login 0 agent searches in 30 days
Lets an agent save, search and recall information in a cloud-hosted memory store.
- ai.openmayhem/openmayhem needs login 0 agent searches in 30 days
Lets an agent call hosted text, embedding and media models with explicit per-request cost limits.
- ai.picsha/picsha needs login 0 agent searches in 30 days
Lets agents semantically search, generate and edit images, and deliver assets through a CDN in a digital asset library.
- ai.responsehub/responsehub needs login 0 agent searches in 30 days
Lets an agent draft answers to security questionnaires and RFPs using a knowledge base of prior responses.
- ai.seendb/seendb needs login 0 agent searches in 30 days
Lets an agent search a video library's transcripts, keyframes and on-screen text as a queryable knowledge base.
- ai.smithery/infranodus-mcp-server-infranodus needs login 0 agent searches in 30 days
Lets an agent turn text into knowledge graphs that show concepts and their relations, to analyze gaps and structure in ideas.
- ai.stompy/stompy needs login 0 agent searches in 30 days
Stores persistent agent memory with semantic search and conflict detection, plus basic ticket tracking for agent workflows.
- ai.zine/mcp needs login 0 agent searches in 30 days
Stores and retrieves persistent knowledge that agents can access across different AI clients via MCP.
- app.getengram/engram needs login 0 agent searches in 30 days
Stores verbatim conversation memories and lets an agent search them, shared across multiple MCP clients.
- app.newsmind/mcp needs login 0 agent searches in 30 days
Lets an agent read RSS feeds, run semantic searches over articles, cluster related stories, set watches and import OPML subscriptions.
- app.savedthat/library needs login 0 agent searches in 30 days
Lets an agent search saved short-form and YouTube videos and creator libraries by spoken content to retrieve matching clips.
- app.web.mindset-502113/mindset needs login 0 agent searches in 30 days
Lets an agent run semantic queries over a brand strategy topic database and retrieve the associated system prompt.
- cc.contexta/contexta-mcp needs login 0 agent searches in 30 days
Stores and retrieves persistent memories and knowledge-graph entries for an agent using keyword, vector, and graph search.
- click.myinfrastructure/storage needs login 0 agent searches in 30 days
Permite ao agente gerenciar coleções, executar busca vetorial, consultar SQL e acessar arquivos armazenados.
- cloud.lumberroom/lumberroom needs login 0 agent searches in 30 days
Stores, searches and corrects shared facts for agents, with per-client access policies for durable recall across sessions.
- co.bulktranscripts/youtube needs login 0 agent searches in 30 days
Lets an agent fetch YouTube transcripts, search videos, and list channel or playlist contents for analysis.
- co.dijin/memory needs login 0 agent searches in 30 days
Stores and recalls notes, decisions, and evidence-backed answers so an agent can retrieve prior context across sessions.
- com.aiakiv/memory needs login 0 agent searches in 30 days
Lets an agent save context and later recall it through search over a shared knowledge graph.
- com.ambermem/amber needs login 0 agent searches in 30 days
Stores and retrieves persistent memories for AI assistants, with search and export across clients.
- com.asrmemory/asr needs login 0 agent searches in 30 days
Lets an agent save information once and recall it verbatim later, sharing that memory across AI tools like Claude, ChatGPT, Codex and…
- com.brainiall/memory needs login 1 agent search in 30 days
Stores memories persistently, recalls them by semantic association, and lists recent memories within a namespace.
- com.gameindustrylibrary/gil needs login 0 agent searches in 30 days
Searches a library of game industry reports using hybrid search, returning claims, charts, and citations for research.
- com.humaux/memory needs login 0 agent searches in 30 days
Stores and retrieves an agent's long-term memory via semantic search, a knowledge graph, and a task canvas.
- com.lutolearn/myaitwin needs login 0 agent searches in 30 days
Lets an agent store chat-derived personal context in a retrieval database and query it to draft writing in the user's style.
- com.membase/membase needs login 0 agent searches in 30 days
Lets an agent store, search, and read long-term memories, user profile facts, and documents for later recall.
- com.memsprout/memsprout needs login 0 agent searches in 30 days
Lets agents store, search, and update persistent shared team context over MCP.
- com.myuiaf/agentcache needs login 0 agent searches in 30 days
Stores question-answer pairs and retrieves them for repeated or reworded questions via semantic matching, plus deletes saved entries.
- com.neuroencoder/eeg-embeddings needs login 0 agent searches in 30 days
Lets an agent send EEG recordings in EDF, BDF, FIF or NPY form and get a 768-dimensional embedding for each time window.
- com.neuronsearchlab/mcp needs login 0 agent searches in 30 days
Lets an agent run recommendation and search queries, browse a catalogue, read analytics, and perform platform admin tasks.
- com.ontoramp/graph-query needs login 0 agent searches in 30 days
Queries an architecture knowledge graph for governance constraints and returns answers linked to supporting evidence.
- com.ontoramp/knowledge-cartographer needs login 0 agent searches in 30 days
Ingests documents into a governed knowledge graph, letting agents map topic coverage and check the health of stored knowledge.
- com.pinpinterest/keywords needs login 0 agent searches in 30 days
Lets an agent research Pinterest keywords, pulling saves, competition, related terms, trends and top pins from a crawl.
- com.ragcreator/ragcreator needs login 0 agent searches in 30 days
Builds retrieval pipelines over your own documents and returns answers with source citations.
- com.skimmerdb/skimmerdb needs login 0 agent searches in 30 days
Run SQL, full-text, vector and hybrid searches over data stored in object storage.
- com.swamix.mcp/server needs login 0 agent searches in 30 days
Lets an agent drive a browser, query retrieval-augmented knowledge, and send or read email through a hosted tool catalog.
- com.takibibase/takibi needs login 0 agent searches in 30 days
Lets an agent query its own document collections and receive answers with cited passages and a confidence score.
- com.tblflow/tblflow needs login 0 agent searches in 30 days
Lets an agent read and modify PostgreSQL-backed TblFlow tables, search documents, and launch agent workflows.
- com.teamyou/teamyou needs login 0 agent searches in 30 days
Lets an agent manage topics, tasks, projects and areas, run semantic search, and access documents in a drive.
- com.the-automator/downloads-search needs login 0 agent searches in 30 days
Lets an agent semantically search a catalog of AutoHotkey tools, scripts and courses to find relevant downloads.
- com.transcriptmax/transcriptmax needs login 0 agent searches in 30 days
Transcribes YouTube videos with Whisper, then generates summaries and chapters and enables semantic search across the transcript corpus.
- com.vectorpanda/database needs login 0 agent searches in 30 days
Lets an agent search and upsert vectors, manage collection schemas and indexes, and export data from a vector database.
- com.vryne/vryne needs login 0 agent searches in 30 days
Lets an agent query an organisation's documents and receive answers with citations to the source material.
- com.vviinn/commerce-context-layer needs login 0 agent searches in 30 days
Lets an agent run semantic and visual product searches and discovery queries over a commerce catalog.
- com.zelesia/zelesia needs login 0 agent searches in 30 days
Lets an agent save LinkedIn posts into a searchable knowledge base and retrieve them with citations for answering questions.
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