Server Embedding Tools

There are 23 server tools tracked. 1 score above 50 (established tier). The highest-rated is byte5ai/palaia at 56/100 with 4 stars and 5,733 monthly downloads.

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#	Tool	Score	Tier	Stars	Language
1	byte5ai/palaia Palaia — Local, crash-safe memory for AI agents. Semantic vector search...	56	Established	4	Python
2	ddickmann/vllm-factory Production inference for encoder models - ColBERT, GLiNER, ColPali,...	48	Emerging	15	Python
3	j33pguy/magi MAGI — Multi-Agent Graph Intelligence. Universal memory server for AI...	36	Emerging	2	Go
4	LLMSystems/TensorrtServer A high-performance deep learning model inference server based on TensorRT,...	32	Emerging	5	Python
5	abdullah85398/embedding-server A high-performance, self-hosted, model-agnostic embedding service designed...	28	Experimental	8	Python
6	thetenzinwoser/recall-mcp Local semantic search MCP server for markdown docs and Granola meeting...	25	Experimental	4	TypeScript
7	amgix/amgix-server Amalgam Index (Amgix) is an open-source hybrid search system	24	Experimental	2	Python
8	michaelkrauty/mcp-docs MCP server for document management — multi-format extraction, semantic...	24	Experimental	—	Python
9	michaelkrauty/vector-core Shared vector search infrastructure for MCP servers — embeddings, hybrid...	24	Experimental	—	Python
10	Kenny1338/Librarian Persistent memory for AI agents. Observes conversations, extracts facts via...	23	Experimental	1	Python
11	Obelus-Labs-LLC/Nexus Semantic codebase graph engine — MCP server for Claude Code	22	Experimental	—	Python
12	getreka/reka Memory infrastructure for AI coding assistants — Claude Code plugin, MCP...	22	Experimental	—	TypeScript
13	CynepMyx/deja Semantic search MCP server for Claude Code sessions. pip install dejasearch	22	Experimental	—	Python
14	raspoli/mlx-serve Local inference server for Apple Silicon — hot-swaps MLX models (LLM,...	22	Experimental	—	Python
15	MBaranekTech/pdf-rag-mcp MCP server for RAG over messy PDFs — semantic search, OCR, table extraction....	22	Experimental	—	Python
16	joeywhelan/clip-demo Example usage of the Jina ClipV2 model from Elastic Inference Service	22	Experimental	—	Jupyter Notebook
17	websmartshubhamk/memorygraph Entity-anchored, vector-searchable, salience-weighted graph memory MCP...	22	Experimental	—	TypeScript
18	incommodious-southamericancountry546/ScrcpyForAndroid Run an Android scrcpy client with mDNS auto-connect, wireless debug device...	22	Experimental	—	Kotlin
19	kalikin-artem/proj-mcp-recall-md Local semantic search for markdown notes — MCP server	22	Experimental	—	Python
20	entangelk/agent-memory-system-public Hierarchical long-term memory architecture for AI assistants with MCP support	22	Experimental	—	Python
21	damiandelmas/flex-claudecode Claude Code session search — flex module	22	Experimental	—	Shell
22	AdelElo13/neuromcp Semantic memory for AI agents — local-first MCP server with hybrid search,...	14	Experimental	—	TypeScript
23	bitsandbrainsai/enterprise-rag-multilingual-knowledge-engine Enterprise-grade multilingual RAG knowledge engine implementing...	13	Experimental	—	Python