Reranking GitHub Repositories (2026) · Open Source Tools

Open-source inference server and production cluster for all the models your agent needs.

MTEB: State-of-the-art evaluation of embeddings across languages and modalities

Java AI application development framework (supports LLM-tool,skill; RAG; MCP; Agent-ReAct,Team-Agent). Compatible with java8 ~ java26. It can also be embedded in SpringBoot, jFinal, Vert.x, Quarkus, and other frameworks.

Local code search combining BM25, vector similarity, and cross-encoder reranking. Parses 60+ languages with tree-sitter, runs entirely offline, and returns structured results with file paths, line ranges, and symbol metadata. Built in Rust.

llama.cpp (GGUF LLMs) and llava.cpp (GGUF VLMs) for ROS 2

Rust library for generating vector embeddings and reranking locally!