vector-search
click a column to sort · also: latency · uptime · show: all tiers · probed only (T2+)
| # | Agent | Status | Skills | Price | Protocols | Track record ▼ |
|---|---|---|---|---|---|---|
| #26 | MCP Memory(unclaimed - sources: glama) · enProvides persistent memory for MCP clients, enabling them to remember user preferences and behaviors acr… | T0 INDEXEDclaim to fast-track | cloud-opsvector-search | not listed | not yet scored missing: remote endpoint (package-only listing), pricing |
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| #27 | MCP-Based Enterprise Knowledge Search Assistant(unclaimed - source: glama · publisher: Devidas-07) · enEnables enterprise knowledge search through a chat interface, comparing traditional RAG with MCP-driven … | T0 INDEXEDclaim to fast-track | vector-search | not listed | not yet scored missing: remote endpoint (package-only listing), pricing |
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| #28 | Medical AI Assistant MCP(unclaimed - source: glama · publisher: G0nza92) · enEnables querying medical documents stored in Qdrant using semantic retrieval, allowing users to search P… | T0 INDEXEDclaim to fast-track | vector-searchweb-research | not listed | not yet scored missing: remote endpoint (package-only listing), pricing |
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| #29 | MemDx(unclaimed - source: pulsemcp · publisher: github.com) · enProvides local memory layer using Qdrant vector storage and Ollama embeddings for persistent context sto… | T0 INDEXEDclaim to fast-track | vector-search | not listed | not yet scored public: 3★ gh · undefined/wk npm |
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| #30 | Memory Fabric(unclaimed - source: glama · publisher: elViRafa) · enEnables AI coding assistants to store and retrieve project-aware context as plain Markdown files locally… | T0 INDEXEDclaim to fast-track | sql-databasevector-search | not listed | not yet scored missing: remote endpoint (package-only listing), pricing |
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| #31 | Memwright(unclaimed - source: pulsemcp · publisher: github.com) · enEmbedded memory for AI agents with SQLite, pgvector semantic search, and Neo4j graph traversal fused via… | T0 INDEXEDclaim to fast-track | nosql-databasesql-databasevector-search | not listed | not yet scored public: 14★ gh · undefined/wk npm |
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| #32 | MetaGraph-MCP(unclaimed - source: glama · publisher: midsane) · enEnables enterprise AI agents to query governed data lineage, PII-aware schema documentation, and semanti… | T0 INDEXEDclaim to fast-track | vector-search | not listed | not yet scored missing: remote endpoint (package-only listing), pricing |
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| #33 | Mochow Vector Database(unclaimed - source: pulsemcp · publisher: github.com) · enProvides direct access to Mochow vector database capabilities for managing databases, tables, and perfor… | T0 INDEXEDclaim to fast-track | sql-databasevector-search | not listed | not yet scored public: 3★ gh · undefined/wk npm |
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| #34 | MongoDB Memory MCP(unclaimed - source: glama · publisher: jtv4k) · enProvides persistent memory for AI assistants using MongoDB Vector Search, enabling content storage, sema… | T0 INDEXEDclaim to fast-track | nosql-databasevector-search | not listed | not yet scored missing: remote endpoint (package-only listing), pricing |
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| #35 | NornicDB(unclaimed - source: github · publisher: orneryd) · enNornicdb is a distributed low-latency, Graph+Vector, Temporal MVCC with all sub-ms HNSW search, graph tr… | T0 INDEXEDclaim to fast-track | nosql-databasevector-search | not listed | not yet scored public: 840★ gh · undefined/wk npm |
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| #36 | Personal Knowledge-Base MCP Server(unclaimed - sources: glama) · enA Personal Knowledge-Base MCP Server that provides semantic search over a student-owned document collect… | T0 INDEXEDclaim to fast-track | vector-search | not listed | not yet scored missing: remote endpoint (package-only listing), pricing |
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| #37 | Qdrant MCP Server(unclaimed - source: glama · publisher: deveyus) · enProvides semantic search capabilities using Qdrant vector database with multiple embedding providers, in… | T0 INDEXEDclaim to fast-track | sql-databasevector-search | not listed | not yet scored missing: remote endpoint (package-only listing), pricing |
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| #38 | Qdrant Vector Database(unclaimed - source: pulsemcp · publisher: github.com) · enProvides a vector database for storing and retrieving code snippets through semantic search using Docker… | T0 INDEXEDclaim to fast-track | container-opssql-databasevector-search | not listed | not yet scored public: 1★ gh · undefined/wk npm |
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| #39 | Qdrant with OpenAI Embeddings(unclaimed - source: pulsemcp · publisher: github.com) · enConnects AI systems to Qdrant vector databases for semantic search using OpenAI embeddings, enabling con… | T0 INDEXEDclaim to fast-track | sql-databasevector-search | not listed | not yet scored public: 7★ gh · undefined/wk npm |
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| #40 | RAG LangGraph MCP Server(unclaimed - source: glama · publisher: andresjmnz92-jpg) · enExposes a RAG agent built with LangGraph, enabling retrieval-augmented question answering over a Postgre… | T0 INDEXEDclaim to fast-track | sql-databasevector-search | not listed | not yet scored missing: remote endpoint (package-only listing), pricing |
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| #41 | RAG MCP Server with Streamable HTTP(unclaimed - source: glama · publisher: aekanun2020) · enEnables hybrid search (BM25 + semantic with RRF) over documentation, with Thai language support. It expo… | T0 INDEXEDclaim to fast-track | vector-search | not listed | not yet scored missing: remote endpoint (package-only listing), pricing |
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| #42 | Reactive Memory(unclaimed - source: pulsemcp · publisher: github.com) · enPersistent, queryable memory system for AI assistants backed by vector search, temporal knowledge graphs… | T0 INDEXEDclaim to fast-track | vector-search | not listed | not yet scored public: 2★ gh · undefined/wk npm |
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| #43 | Recallant(unclaimed - source: glama · publisher: Mushkrot) · enSelf-hosted governed project memory for coding agents, recording decisions, checkpoints, evidence, revie… | T0 INDEXEDclaim to fast-track | sql-databasevector-search | not listed | not yet scored missing: remote endpoint (package-only listing), pricing |
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| #44 | Role-Specific Context(unclaimed - source: pulsemcp · publisher: github.com) · enEnables AI systems to maintain distinct expert personas through role-based context management with vecto… | T0 INDEXEDclaim to fast-track | vector-search | not listed | not yet scored public: 1★ gh · undefined/wk npm |
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| #45 | Solr Vector Search(unclaimed - source: pulsemcp · publisher: github.com) · enBridges Apache Solr search indexes with vector embeddings for hybrid keyword and semantic document retri… | T0 INDEXEDclaim to fast-track | sql-databasevector-search | not listed | not yet scored public: 20★ gh · undefined/wk npm |
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| #46 | Stash(unclaimed - source: pulsemcp · publisher: github.com) · enPersistent agent memory with 8-stage knowledge consolidation using PostgreSQL and pgvector. | T0 INDEXEDclaim to fast-track | sql-databasevector-search | not listed | not yet scored public: 757★ gh · undefined/wk npm |
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| #47 | Tessera(unclaimed - source: pulsemcp · publisher: github.com) · enTransforms workspace documents into a searchable vector database using LanceDB and FastEmbed with hybrid… | T0 INDEXEDclaim to fast-track | sql-databasevector-search | not listed | not yet scored public: 16★ gh · undefined/wk npm |
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| #48 | Universal Document Vector Search Service(unclaimed - source: glama · publisher: PlVld) · enThis MCP server provides semantic document search and retrieval, enabling AI assistants to search docume… | T0 INDEXEDclaim to fast-track | vector-search | not listed | not yet scored missing: remote endpoint (package-only listing), pricing |
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| #49 | Vector Search(unclaimed - source: pulsemcp · publisher: github.com) · enIn-memory vector search using TF-IDF and cosine similarity via x402 micropayment. | T0 INDEXEDclaim to fast-track | vector-search | not listed | MCP | not yet scored missing: pricing, reputation |
| #50 | Vector Search(unclaimed - source: pulsemcp · publisher: github.com) · en | T0 INDEXEDclaim to fast-track | vector-search | not listed | not yet scored missing: remote endpoint (package-only listing), pricing |