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embeddings Servers

22 servers tagged with "embeddings"

Cursor History Mcp Markelaugust74

API service to search vectorized Cursor IDE chat history using LanceDB and Ollama

Developer Toolsunknown

Tribal

Tribal captures the engineering knowledge that does not get written down in code or tickets. The reasoning behind a load-bearing decision, the heuristic someone keeps reaching for, the breakthrough that closed a gnarly bug.

Developer Toolsunknown

Velocirag

Velocirag is an MCP server on MCP.so — view details, tools, and install instructions.

Memory Knowledgeunknown

Rtfm

The open retrieval layer for AI coding agents. Indexes code, docs, legal, research, data — 15 parsers, FTS5 + semantic search, knowledge graph. Serves surgical context via MCP. Open source, local, free.

Developer Toolsunknown

Together Ai Mcp

MCP server exposing Together AI inference endpoints (chat, image, vision, embeddings) as tools for Claude Desktop, Cursor, VS Code, and any other MCP-compatible client. Fixes silent empty-response bug in reasoning models.

Ai Agentsunknown

Mcp Server Milvus Danchev

A Model Context Protocol (MCP) server for agentic retrieval and semantic search over unstructured and structured data using Milvus, a high-performance vector database. This server enables large language model (LLM) applications to efficiently index, store, and retrieve vector emb

Developer Toolsunknown

Oboyu

Self-hosted MCP Japanese text indexing & search—chunking+embeddings with BM25×vector rerank

Developer ToolsMIT license

Forge Mcp Voxellinc

Forge is Voxell's hosted text-embedding API. This MCP server exposes two tools — embed (turn text into vectors) and list_models — so any MCP-compatible agent can generate embeddings for semantic search, RAG, clustering, and dedup.

Developer Toolsunknown

Engram Ayvazyan10

Persistent AI memory backend with semantic search and knowledge graph.

Developer Toolsunknown

Cocoindex Code

An MCP (Model Context Protocol) server for indexing and querying codebases using CocoIndex. Features semantic code search with natural language queries, incremental indexing for fast updates, multi-language support (Python, JavaScript/TypeScript, Rust, Go, Java, C/C++, C#, SQL, S

Developer Toolsunknown

Eshoplite Sarapakistan0

eShopLite is a set of reference .NET applications implementing an eCommerce site with features like Semantic Search, MCP, Reasoning models and more.

Developer ToolsMIT license

Semcode

An MCP (Model Context Protocol) server providing hybrid semantic search over code across a set of GitHub repositories that you list in config.yaml. It parses symbols with Tree-sitter and indexes both code and git commit history, so AI clients can query them by natural language or

Developer Toolsunknown

Memo

memo is a local-first, long-term semantic memory for AI coding agents (Claude Code, Cursor, Cline, Codex). Runs fully offline with in-process embeddings — MLX on Apple Silicon or CPU sentence-transformers on Linux/Docker — and a sqlite-vec + BM25 hybrid retrieval pipeline with re

Developer Toolsunknown

Mcp Server Deapi

deAPI Mcp Server is an MCP server on MCP.so — view details, tools, and install instructions.

Web APIsMIT

Socraticode

Enterprise-grade (40m+ lines) codebase intelligence in a zero-setup, private and local MCP: managed indexing, hybrid semantic search, polyglot code dependency graphs, and DB/API/infra knowledge. Benchmark: 61% less tokens, 84% fewer calls, 37x faster than standard AI grep.

Developer Toolsunknown

Memento Veerps57

Memento is a local-first, LLM-agnostic memory layer. It runs an MCP server over a single SQLite file on your machine, so any MCP-capable AI assistant — Claude Desktop, Claude Code, Cursor, GitHub Copilot, Cline, OpenCode, Aider, a custom agent — can read and write durable, struct

Developer Toolsunknown

Gemini Embedding 2 Mcp Server

A powerful Model Context Protocol (MCP) server using gemini embedding 3 that transforms any local directory into an ultrafast, visually-aware spatial search engine for AI agents.

Memory Knowledgeunknown

Vector Search X402

x402 micropayment API for AI agents. In-memory vector store with cosine similarity search. For RAG pipelines. Pay per call with USDC on Base.

Search & Retrievalunknown

Accelerators Mcp

36 enterprise-grade MCP tools for AWS infrastructure, security compliance, AI workflows, agent governance, and operational resilience. Includes IAM policy validation with security scoring, MFA compliance auditing, CloudFormation/SAM template generation, DynamoDB single-table desi

Developer Toolsunknown

Yggdrasil

Durable, local-first memory for AI coding agents over MCP — zero-dependency, curated & semantically de-duped, you own the data (SQLite + Markdown). Works with Claude Code, Codex & any MCP host.

Developer Toolsunknown

Voyageai Cli

MCP server for Voyage AI embeddings, reranking, and MongoDB Atlas Vector Search. Provides 11 tools for semantic search, document ingestion, cost estimation, and model exploration. Full RAG pipeline: chunk, embed, vector search, and rerank from any MCP client.

Ai Agentsunknown

Ai Memory Mcp

Persistent memory for any AI assistant. Zero token cost until recall. Stores memories locally in SQLite, ranks by 6-factor scoring, returns results in TOON compact format (79% smaller than JSON). 17 MCP tools, 20 HTTP endpoints, 25 CLI commands. 4 tiers from keyword to autonomous

Ai Agentsunknown