Evaluation Embedding Tools

There are 41 evaluation tools tracked. The highest-rated is vectorlessflow/vectorless at 41/100 with 3 stars and 46 monthly downloads.

Get all 41 projects as JSON

curl "https://pt-edge.onrender.com/api/v1/datasets/quality?domain=embeddings&subcategory=evaluation&limit=20"

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#	Tool	Score	Tier	Stars	Language
1	vectorlessflow/vectorless Vectorless is a hierarchical, reasoning-native document intelligence engine....	41	Emerging	3	Rust
2	Madhan230205/token-reducer ⚡ Cut Claude token usage by 90%+ — free, open-source, local-first context...	35	Emerging	7	Python
3	sanjeevafk/BibleLM A Bible chatbot powered by Retrieval-Augmented Generation (RAG), designed to...	24	Experimental	—	TypeScript
4	MisterTK/semantex Local semantic code search — hybrid ColBERT + BM25, 34% better than grep,...	24	Experimental	—	Rust
5	Mohd-Faizan-Khan/Research_Paper_Assistant AI-powered research paper assistant using semantic search, vector databases,...	23	Experimental	1	Python
6	gabonavarroo/faultmap Automatically discover where and why your LLM is failing — embedding-space...	23	Experimental	1	Python
7	zhongtw1979/openclaw-memory-fusion OpenClaw Memory Fusion: an upgrade-safe OpenClaw memory system with Markdown...	23	Experimental	1	Python
8	LARIkoz/ai-model-benchmarks 119 AI models × 55 benchmarks with per-score freshness dates, auto-updated...	23	Experimental	1	HTML
9	marco0560/repoindex Repository-local indexing for deterministic symbol lookup, semantic...	22	Experimental	—	Python
10	rohankharche34/semantic-search-cache A lightweight semantic search system built on the 20 Newsgroups dataset....	22	Experimental	—	Python
11	donnade6461/ai-experiments Build a local AI dev stack with OpenWebUI, Ollama, SearXNG, OpenCode, and...	22	Experimental	—	Shell
12	citomni/vectorembedding Lean vector embedding provider package for CitOmni with unified contracts...	22	Experimental	—	PHP
13	Maanik23/rag-hybrid-search-engine Hybrid retrieval engine: PGVector dense + BM25 sparse search with Reciprocal...	22	Experimental	—	Python
14	citomni/knowledgebase CitOmni knowledge base package for structured ingest, chunking, hybrid...	22	Experimental	—	PHP
15	JimothySnicket/LyricLens Compare keyword, semantic, hybrid, and LLM-powered search across 2,742...	22	Experimental	—	TypeScript
16	nlorber/hybrid-recsys Multilingual recommendation engine · dual retrieval (embeddings + TF-IDF) ·...	22	Experimental	—	Python
17	Vedant9500/OpenLMlib Cross-project knowledge library for LLM agents with semantic retrieval,...	22	Experimental	—	Python
18	jaypal1046/higman_sims_quant Research prototype for Higman-Sims and E8-based vector quantization with...	22	Experimental	—	Python
19	start-again-06/Research-Sage Research-Sage is an AI-powered research assistant that automates information...	21	Experimental	—	Python
20	abhilashpanda04/PDF-ChatBot-Langchain Intelligent document Q&A system using LangChain's RAG pipeline for semantic...	21	Experimental	—	Python
21	thiennha1147/agent-engineer Learn AI agents with practical lessons for software engineers using Google...	21	Experimental	—	—
22	Champ-X/MMA-RAG KB-aware multimodal RAG: hybrid dense/sparse/visual retrieval and...	21	Experimental	10	Python
23	maxcointech1010/CHATBOT-Haystack AI orchestration framework to build customizable, production-ready LLM...	19	Experimental	—	Python
24	theshrish46/EduRAG Syllabus-aware RAG platform for automated exam generation & multimodal...	18	Experimental	—	Python
25	THILLAINATARAJAN-B/Multilingual-Research-Discovery-System-Using-Hybrid-Retrieval-and-Knowledge-Graphs AI-powered multilingual research discovery system that fetches, analyzes,...	16	Experimental	—	Python
26	adamarchuleta/RAG-STARTER A clean, minimal RAG backend that demonstrates document ingestion,...	15	Experimental	1	Python
27	Yashsh101/documind-ai-copilot AI customer support copilot that uses FastAPI, hybrid RAG, advanced...	15	Experimental	1	Python
28	andrewyang0620/Agent-Pathway Agent-Pathway is a week-by-week repository for learning and building serious...	15	Experimental	1	Python
29	BrandonWilliams-ML/search-ranking-system Production-grade Learning-to-Rank system (LambdaMART + Embedding Reranking)	14	Experimental	—	Python
30	1MishraBhavesh/needle-ai 🚀 Haystack 2026: Ultimate AI Search & QA Framework \| Build Smarter Apps	14	Experimental	—	—
31	avasis-ai/skill-cache-layer Sub-millisecond semantic memory retrieval for stateless agent skills.	14	Experimental	—	Python
32	aishwarya1301/resume_match Search resumes by job title using hybrid semantic + keyword retrieval with...	14	Experimental	—	Python
33	Darricksyllabled150/qdrant-search-products Build semantic product search with Qdrant, local embeddings, Express, and...	14	Experimental	—	TypeScript
34	sheeryn123/codebase-rag Chat with GitHub repos via AST parsing and HyDE retrieval	14	Experimental	—	Python
35	Andrewsy1004/rag-api-backend An AI powered obstetric assistant that provides clinical guidance on...	14	Experimental	—	Python
36	Ysen1903/RAG_Engine A professional Retrieval-Augmented Generation (RAG) pipeline designed for...	14	Experimental	1	Python
37	Tata-Tiana/ragassistent RAG-ассистент для услуги «Мастер на час». Отвечает на вопросы клиентов на...	14	Experimental	—	Python
38	saisowjanyaedupuganti/autoresearch-ai Built a Retrieval-Augmented Generation (RAG) system using FAISS and OpenAI...	14	Experimental	—	Python
39	Isletkreisler490/rawq Retrieve relevant code chunks for AI agents with semantic and lexical search...	13	Experimental	—	—
40	csibepapa/rag-plugins-for-rag-core Extension library for rag-core, delivering pluggable components for data...	13	Experimental	—	Python
41	maxpetrusenko/hybrid-rag-structured Hybrid RAG: semantic + structured retrieval over Postgres with benchmarked...	13	Experimental	—	Python