vector-search

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

io.unstructured/transform needs login 0 agent searches in 30 days
Parses documents into structured elements, then chunks and embeds them for downstream retrieval and AI use.
media.antismi/russian-news-archive needs login 0 agent searches in 30 days
Lets an agent run semantic searches over an archive of Russian-language news and retrieve daily digests and trending topics.
net.dexi/mcp needs login 0 agent searches in 30 days
Lets an agent search, create, and organize notes with full-text and semantic search, tags, folders, and spaced repetition.
net.foxnose/knowledge needs login 0 agent searches in 30 days
Searches, reads and writes records in FoxNose collections using hybrid search and inspects their schemas.
net.nexlab/sacred-texts needs login 0 agent searches in 30 days
Lets an agent retrieve and cite passages from religious texts across six traditions, using semantic search over a text corpus.
network.plurality/ai-context-flow needs login 0 agent searches in 30 days
Lets an agent save, organize and search persistent context to recall information across sessions and tools.
nl.fermat360/fermat-360 needs login 0 agent searches in 30 days
Lets an agent search Dutch case law, legislation and EU law and return answers with citations for legal research.
org.typesense/typesense-cloud needs login 0 agent searches in 30 days
Lets an agent manage Typesense search clusters and query typo-tolerant full-text search indexes for sites and apps.
org.webgcp/catalog needs login 0 agent searches in 30 days
Lets an agent run semantic search over a catalog of skills, agencies, and roles, with provenance metadata attached.
sh.mozg/mozg needs login 0 agent searches in 30 days
Lets an agent search exam-scored knowledge brains over MCP and review a public list of their knowledge gaps.
space.agentmemory/agentmemory-mcp needs login 0 agent searches in 30 days
Stores and retrieves persistent memory for AI agents, with analytics, checkout flows, and search-readiness for agent data.
top.contextlm/context-os needs login 0 agent searches in 30 days
Lets agents ingest documents into workspace knowledge bases and search or query them for relevant context.
to.viibe/living-memory needs login 1 agent search in 30 days
Gives agents a persistent memory store that can be shared across models, devices and apps.
uk.sadiqoon/sakh needs login 0 agent searches in 30 days
Gives agents research access to a corpus of Ayatollah Khamenei's fatwas and lectures, with a knowledge graph, in Arabic and Persian.
xyz.comparand/comparand needs login 0 agent searches in 30 days
Searches historical crypto chart patterns for similar past cases and reports what price action followed each match.
io.github.FindDataTechnology/fd-legal-search-mcp needs login 0 agent searches in 30 days
Lets an agent search Chinese statutes and articles, resolve article-level citations, and run semantic lookups over legal chunks.
io.github.KiMelody/minirag needs login 0 agent searches in 30 days
Searches a self-hosted document knowledge base using hybrid retrieval and returns answers with citations.
com.nanostudiopro/studiopro needs login 0 agent searches in 30 days
Lets an agent search a personal library of generated or uploaded assets by their content.
ai.gateco/gateco not probeable (local package) 0 agent searches in 30 days
Retrieves organizational knowledge for AI agents while enforcing per-user access policies on every result returned.
ai.hashgrid/sdk not probeable (local package) 0 agent searches in 30 days
Runs local embedding-based search over text and images, learning from feedback to refine results; no raw content leaves the machine.
ai.khwan/khwan-mcp not probeable (local package) 1 agent search in 30 days
Lets an agent store distilled facts and recall them in later sessions or subagents, giving it persistent memory across runs.
ai.knowall/reverie not probeable (local package) 0 agent searches in 30 days
Lets an agent store and recall knowledge in a Neo4j graph memory, combining graph traversal with hybrid semantic and keyword search.
ai.smartmemory/smartmemory-mcp not probeable (local package) 0 agent searches in 30 days
Lets an agent store, recall and search graph and vector memories, ingesting new content and distilling it, against a local or remote…
ai.sovantica/engrava not probeable (local package) 0 agent searches in 30 days
Lets an agent store, query and link memories in a graph, using hybrid search over stored thoughts.
ai.takara/miru not probeable (local package) 0 agent searches in 30 days
Lets coding agents search source code using combined semantic and keyword matching to find relevant files and snippets.
ai.voxell/forge not probeable (local package) 0 agent searches in 30 days
Generates text embeddings through a hosted API for semantic search and retrieval, with model access exposed to agents.
ai.wild-card/deepcontext not probeable (local package) 0 agent searches in 30 days
Indexes source code repositories and runs semantic queries over them so an agent can locate relevant functions, files, and definitions.
app.faqai/mcp-server not probeable (local package) 0 agent searches in 30 days
Converts documents into retrieval-augmented generation datasets that an agent can build and query from supported MCP clients.
app.memtrove/memtrove not probeable (local package) 0 agent searches in 30 days
Lets an agent search and read local files and bookmarks by name, text content, or semantic meaning on a Mac.
com.arcadedb/mcp-server not probeable (local package) 0 agent searches in 30 days
Lets agents query and modify ArcadeDB graph, document, vector, and time-series data through a built-in MCP interface.
com.banditdb/mcp not probeable (local package) 0 agent searches in 30 days
Lets agents store and query persistent decision history, learning which action performs best in a given context over time.
com.knitli/codeweaver not probeable (local package) 0 agent searches in 30 days
Lets an agent run hybrid, AST-aware semantic searches over codebases spanning 166 programming languages to retrieve relevant code context.
com.kogcat/kogcat-mcp not probeable (local package) 0 agent searches in 30 days
Lets an agent search a local knowledge base to surface counter-examples and blind spots for a given claim or plan.
com.mangofolio/investbrain not probeable (local package) 0 agent searches in 30 days
Lets an agent query market data, search stored investment notes via retrieval, and log journal entries to review trading behavior over time.
com.mcparmory/algolia-search not probeable (local package) 0 agent searches in 30 days
Lets an agent search across multiple Algolia indices, index new records, and retrieve personalized recommendations from stored data.
com.mcparmory/pinecone not probeable (local package) 0 agent searches in 30 days
Lets an agent create and manage vector indexes, collections, and backups for similarity search storage.
com.mcparmory/ragie not probeable (local package) 0 agent searches in 30 days
Lets an agent ingest documents into a managed store, then query and retrieve them for retrieval-augmented generation.
com.opensolr/opensolr-mcp not probeable (local package) 0 agent searches in 30 days
Lets an agent index documents into managed Solr and run hybrid keyword and vector searches, with server-side embeddings and RAG answers.
com.soflution/memorypilot not probeable (local package) 0 agent searches in 30 days
Lets an agent store and recall long-term memories, project context and skills locally, with fast retrieval.
de.fidonis/qdrant-mcp-rbac not probeable (local package) 0 agent searches in 30 days
Lets an agent query and manage a Qdrant vector store, with access limited by role via OIDC login and scoped tokens.
dev.citadeldb/mcp not probeable (local package) 0 agent searches in 30 days
Lets an agent store and query data in an encrypted embedded database, run vector similarity search, and keep persistent memory.
io.github.076923/vecscope not probeable (local package) 0 agent searches in 30 days
Analyzes embedding spaces and vector indexes, reporting hubness, collapse, and approximate nearest-neighbor recall metrics.
io.github.100monkeys-ai/cortex not probeable (local package) 0 agent searches in 30 days
Lets agents store, update and search shared knowledge pages and atoms with hybrid keyword and semantic retrieval.
io.github.4hmetuyar/vector-store-scanner not probeable (local package) 0 agent searches in 30 days
Scans vector database endpoints for unauthenticated exposure of embeddings and RAG data, letting an agent check for open access.
io.github.aayoawoyemi/ori-memory not probeable (local package) 0 agent searches in 30 days
Lets an agent store and retrieve persistent memories, identity details, and knowledge-graph links, then search them across sessions.
io.github.abhishek2432001/deeprepo not probeable (local package) 0 agent searches in 30 days
Lets an agent index a codebase and run semantic searches over it, using retrieval-augmented generation across several AI model providers.
io.github.Abhishekkumar2021/notes not probeable (local package) 0 agent searches in 30 days
Lets an agent create, search, and link local markdown notes, including tags, todos, and wiki-link graph queries.
io.github.achreftlili/code-index not probeable (local package) 1 agent search in 30 days
Lets an agent search source code by meaning and keyword, using a local SQLite index combining vector and full-text search.
io.github.AdelElo13/neuromcp not probeable (local package) 0 agent searches in 30 days
Stores and retrieves agent memories via hybrid semantic search, a knowledge graph, and memory consolidation over time.
io.github.admiralpunk/provena-memory not probeable (local package) 0 agent searches in 30 days
Lets an agent store and recall persistent context and claims with supporting evidence, self-hosted over MCP.

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