"Information about Gemini" matching MCP servers:

Gemini RAG MCP Server
RAG Systems Vector Databases Knowledge & Memory
masseater
A
license
A
quality
C
maintenance
Enables creation and querying of knowledge bases using Google's Gemini API File Search feature, allowing AI applications to upload documents and retrieve information through RAG (Retrieval-Augmented Generation).
Last updated 2026-02-02
3
2
6
MIT
MTA:SA Documentation MCP
Documentation Access Vector Databases Search
Luminaire1337
A
license
A
quality
C
maintenance
An MCP server that provides AI assistants with access to Multi Theft Auto: San Andreas function documentation through vector similarity search and smart keyword expansion. It enables efficient information retrieval with features like deprecation warnings and SQLite caching for technical documentation.
Last updated 2026-04-13
11
86
6
GPL 3.0
RecallNest
Knowledge & Memory Vector Databases
AliceLJY
A
license
A
quality
A
maintenance
Persistent memory MCP server for AI coding agents (Claude Code, Codex, Gemini CLI). Hybrid retrieval (vector + BM25), cross-encoder reranking, knowledge graph, session checkpoint/resume, and multi-scope isolation. Local-first with LanceDB.
Last updated 2026-07-29
30
62
15
MIT
vault-rag-mcp
RAG Systems Vector Databases
fjacquet
F
license
A
quality
C
maintenance
MCP server for semantic search in an Obsidian Second Brain vault using self-hosted Qdrant and Google Gemini embeddings.
Last updated 2026-06-20
3
Memento
Knowledge & Memory Databases Vector Databases
iAchilles
A
license
A
quality
C
maintenance
A local, fully-offline MCP memory server that enables persistent storage and retrieval of information using SQLite with both keyword and semantic vector search capabilities.
Last updated 2026-06-12
10
38
13
MIT
Gemini Embedding 2 MCP Server
RAG Systems Knowledge & Memory Vector Databases
AlaeddineMessadi
A
license
A
quality
C
maintenance
A multimodal local memory MCP server that lets AI agents search across text, PDFs, images, audio, and video using Gemini Embedding 2 and a local ChromaDB.
Last updated 2026-06-25
7
4
MIT
Context MCP
Vector Databases Knowledge & Memory RAG Systems
Raunak-dev-18
A
license
A
quality
D
maintenance
Provides persistent context management for AI agents by storing and querying semantic information using Upstash Vector DB and Google AI embeddings. It enables semantic search, batch operations, and metadata filtering to help agents retrieve relevant stored knowledge.
Last updated 2026-02-05
6
3
MIT
Zotero Chunk RAG
RAG Systems Vector Databases Research & Data
ccam80
F
license
A
quality
D
maintenance
Enables passage-level semantic search over a Zotero library by extracting, chunking, and embedding PDF text using Gemini and ChromaDB. It provides MCP tools to perform topical searches and retrieve specific document passages with surrounding context.
Last updated 2026-07-02
4
7
Memory Box MCP Server
Vector Databases Knowledge & Memory RAG Systems
amotivv
A
license
A
quality
C
maintenance
Cline MCP integration that allows users to save, search, and format memories with semantic understanding, providing tools to store and retrieve information using vector embeddings for meaning-based search.
Last updated 2025-09-22
12
9
MIT
My Finance MCP Server
Finance Vector Databases Search
xinrong-meng
A
license
B
quality
D
maintenance
Enables Claude to store and query personal finance transactions using semantic search. Transactions are persisted in ChromaDB and JSON, allowing natural language questions about spending trends and portfolio allocations.
Last updated 2025-11-16
4
MIT
Memory MCP
Knowledge & Memory RAG Systems Vector Databases
gregpriday
A
license
B
quality
D
maintenance
An MCP server that provides AI assistants with persistent, semantic memory using Turso for storage and OpenAI for vector search. It enables natural language operations to store, retrieve, and refine information with automatic duplicate detection and quality validation.
Last updated 2026-03-10
5
28
MIT
MCP DuckDB Knowledge Graph
Knowledge & Memory Databases Vector Databases
IzumiSy
A
license
B
quality
C
maintenance
A memory server for Claude that stores and retrieves knowledge graph data in DuckDB, enhancing performance and query capabilities for conversations with persistent user information.
Last updated 2026-04-07
8
68
58
MIT
mcp-rag-local
RAG Systems Knowledge & Memory Vector Databases
renl
A
license
B
quality
F
maintenance
Enables storing and retrieving text passages based on semantic meaning using local embeddings (Ollama) and vector storage (ChromaDB), allowing conversational memorization and retrieval of information.
Last updated 2025-06-05
5
18
MIT
MCP Embedding Storage Server
Vector Databases RAG Systems Knowledge & Memory
ricleedo
F
license
C
quality
D
maintenance
Enables storing and retrieving information using vector embeddings with semantic search capabilities. Integrates with the AI Embeddings API to automatically generate embeddings for content and perform similarity-based searches through natural language queries.
Last updated 2025-10-02
2
MCP Memory
Knowledge & Memory RAG Systems Vector Databases
jonaheaton
A
license
-
quality
C
maintenance
Enables MCP clients to remember user information, preferences, and behaviors across conversations using vector search technology. Built on Cloudflare infrastructure with persistent storage and semantic similarity matching.
Last updated 2025-10-25
40
MIT
MCP Server for Qdrant
Vector Databases Search Databases
Jimmy974
A
license
-
quality
D
maintenance
A Machine Control Protocol (MCP) server that enables storing and retrieving information from a Qdrant vector database with semantic search capabilities.
Last updated 2025-03-18
Apache 2.0
Plesk Extensions Guide MCP
RAG Systems Documentation Access Vector Databases
barateza
A
license
-
quality
-
maintenance
Provides semantic search capabilities over the Plesk Extensions Guide documentation using Retrieval-Augmented Generation (RAG) and vector embeddings. It enables AI assistants to retrieve relevant technical information and answer natural language queries regarding Plesk extension development.
Last updated 2026-02-11
MCP Memory
Knowledge & Memory Vector Databases
aiwithbenefits
A
license
-
quality
D
maintenance
An MCP server that gives AI assistants the ability to remember user information (preferences, behaviors) across conversations using vector search technology.
Last updated 2025-07-01
40
MIT
MCP Memory
Knowledge & Memory Vector Databases RAG Systems
julianorck
A
license
-
quality
C
maintenance
Enables AI assistants to remember user information and preferences across conversations using vector search technology. Built on Cloudflare infrastructure with isolated user namespaces for secure, persistent memory storage.
Last updated 2025-11-21
40
MIT
RAG Context MCP Server
Knowledge & Memory Vector Databases RAG Systems
notbnull
A
license
-
quality
D
maintenance
A lightweight server that provides persistent memory and context management for AI assistants using local vector storage and database, enabling efficient storage and retrieval of contextual information through semantic search and indexed retrieval.
Last updated 2025-06-04
2
MIT