huggingface / sentence-transformers
State-of-the-Art Embeddings, Retrieval, and Reranking
huggingface / sentence-transformers
embeddings-benchmark / mteb
MTEB: State-of-the-art evaluation of embeddings across languages and modalities
superlinked / sie
Open-source inference server and production cluster for all the models your agent needs.
superlinear-ai / raglite
🥤 RAGLite is a Python toolkit for Retrieval-Augmented Generation (RAG) with DuckDB or PostgreSQL
EverMind-AI / SkillCorpus
Open-source infrastructure that turns scattered SKILL.md files into curated, retrieval-ready agent-skill corpora—with retrieval and evaluation tooling included.
castorini / rank_llm
RankLLM is a Python toolkit for reproducible information retrieval research using rerankers, with a focus on listwise reranking.
ggozad / haiku.rag
Agentic RAG for local and self-hosted document search: hybrid retrieval, reranking and multimodal RAG on embedded LanceDB, with Docling parsing and an MCP server
skygazer42 / MimirQ
中文优先的企业 RAG 知识库：可控解析、治理、切块、混合检索、重排、引用、图谱、评测与 Dify 接入。
Jiarui-0410 / multimodal-product-discovery
Full-stack multimodal product retrieval and personalized reranking with CLIP, FAISS, Spring Boot, FastAPI, and PostgreSQL.
PyModel / jev-judge-mcp
Typed judgment tools for MCP agents. TypeSafe's Jev model as verify, screen, find, classify, rerank, decide, compare, extract, review, gate, and score: the model judges, policy decides auto, review, or escalate.
hotchpotch / jev-reranker
Jev-powered relevance filtering and reranking for RAG in Python.
MnemosyneOS / mnemosyne
Zero-dependency local-first AI memory engine: graph memory, multimodal ingestion, reranking, temporal reasoning, hash-chained ledger, capsule compression, memory formation + runtime layers. 52 MCP tools (41 native + 11 compatible). MIT.
hotchpotch / bekko-system-one
Small System One decision models (17M–400M) for Yes/No, Choice, Score, and reranking. Training toolkit, Python inference, and ONNX support for Node.js and browsers.
0xblewalker / memory-recall-rerank
Reproducible benchmark and reference pipeline for reranked long-term memory retrieval