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MCP servers tagged sentence-transformers
33 live MCP servers tagged "sentence-transformers", ranked by trust score. Tags come from package metadata and repository topics, so this list covers servers across every category that work with sentence-transformers.
Iai Personal Memory Engine
The best-benchmarked open-source memory system for AI coding assistants
Pmb
Local-first persistent memory for AI coding agents (Claude Code, Cursor, Codex) via MCP. 94.5% LoCoMo recall@10, 70ms p50, multilingual, zero API keys.
Mychatarchive
Local-first AI memory archive. Import ChatGPT, Claude, and Grok exports, generate semantic embeddings, and search via MCP server. Zero cloud, zero cost.
Pdf Toolbox
Expose local PDFs via MCP or the standalone pdf-reader CLI with deterministic chunking, sandboxed access, and semantic search.
Pdf To Pgvector
MCP server that extracts, chunks, embeds and stores PDF documents into a pgvector database for semantic search and RAG pipelines.
Huntable CTI Studio
Huntable CTI Studio is an AI-assisted cyber threat intelligence workbench that turns open-source CTI into Sigma rules.
TokenPack
TokenPack packs long documents, codebases, PDFs, and folders into compact, evidence-dense LLM context using local embeddings, evidence scoring, and budget-aware selection.
Resonant Archive
Local-first semantic search for your ChatGPT, Claude, and AI conversation history. Python CLI + MCP server for Claude Desktop. Uses sentence-transformers + ChromaDB. No API keys,…
Brainlayer
Persistent memory MCP for AI agents — SQLite, knowledge graph, 13-tool Python MCP + 17-tool BrainBar surface with ToolAnnotations
Hitgate
Portable hybrid (BM25 + dense + RRF) retrieval engine and a label-free evaluation harness — extracted from a personal AI-assistant memory index and decoupled to run on any source…
Obsidian Chromadb Self Evolving Kb
面向 Markdown 知识库的自进化 RAG 检索引擎：BGE 向量 + BM25 + RRF 融合检索，两阶段 Rerank，反馈驱动 BGE 微调闭环（离线闸门保障安全上线）。开箱自证检索质量，支持 Obsidian 同步与 FastAPI/MCP 服务。
Chainmem
ChainMem（链忆）— 链式 + 向量混合记忆系统，让 AI 拥有像人一样的联想式回忆
Embedbase
Local-first document embedding and retrieval platform with a REST API and MCP server for LLM agents. Supports hybrid BM25 + semantic search across workspaces and collections, with…
HierarchicalClassificationSystem
MCP-Server for hierarchical classification systems in official statics like COICOP, SEA or NACE
Arxiver
Personal arXiv research assistant: semantic search, ML-based recommendations, LLM summaries, and an MCP server so Claude (or any agent) can query your reading history. FastAPI + C…
Local MCP RAG
The MCP tool can then be used inside VS Code / MCP-enabled clients to search local internal documentation using natural language. Uses persistent embedding using minilm-l6-v2, sup…
Turbovec MCP Tiar
Turbovec MCP Server: A local Retrieval-Augmented Generation (RAG) tool that allows AI to seamlessly read, chunk, remember, and semantically search through large project codebases.
Reranker
A generic Model Context Protocol (MCP) server for high-accuracy document reranking using sentence-transformers (Cross-Encoder). Ideal for enhancing RAG and AI agent decision-makin…
Agentice Memory
Personal AI assistant with real memory: a from-scratch Mem0-style memory library (two-phase extract/reconcile pipeline, user-sharded vector store) with CLI, REST, and MCP front en…
Owl CLI
Semantic code search using vector embeddings. Search your codebase with natural language queries at the function level.
Support Intel Agent
Agentic support triage: classify, retrieve, and respond — powered by LangGraph + MCP.
Local Longterm Memory MCP
本地长记忆 MCP Server（stdio）：SQLite + 本地 MiniLM 向量 + 异步归档，agent_id 隔离，供 RikkaHub/OpenCode 等任意 MCP 客户端复用长期记忆
Vaultspec Rag
Search code and feature records by meaning through the command line or Model Context Protocol (MCP). Inference runs on your GPU.
Projeto Rag Geometrico
"Motor de RAG fundamentado em Geometria da Informação e Variedades Estatísticas. Implementação industrial com Docker, FastAPI e MCP para alinhamento vetorial de alta precisão."
Scholargraph
Research intelligence API for semantic paper discovery, citation-graph analytics, authenticated annotations and MCP integration.
SentinelRAG
A policy-aware hybrid RAG agent for secure question answering over code repositories and documentation, with BM25/FAISS retrieval, MCP-style tool routing, and multi-model evaluati…
Local Semantics
An MCP server exposing local embedding tools - semantic search, comparison, clustering and zero-shot classification - so an agent can call them in a loop without an API round trip…
Semantic Code Intelligence
Local-first semantic code search with FAISS, BM25, cross-encoder reranking, reliability scoring, and cited walkthroughs.
Nyaya Vault
Secure digital document management system for legal and investigation documents with RBAC, digital signatures, OCR, RAG, and MCP integration.
Legacy C Code Retrieval
Code retrieval and MCP server for undocumented C codebases; hybrid + call-graph search hit 0.669 MRR vs 0.532 BM25
Agent Tool Router
Pick the right tools for an agent task. Boring baseline, open dataset (14K traces from public agent benchmarks).
Engineering Knowledge
Local-first engineering knowledge retrieval with deterministic ingestion, provenance, hybrid search, reproducible evaluation, CLI, and read-only MCP.
Vaultify
Multi-tenant RAG and MCP document intelligence platform with secure PDF ingestion, tenant-isolated Qdrant retrieval, Groq-powered grounded answers, and a Flask web application.