mudler / LocalAI
LocalAI is the open-source AI engine. Run any model - LLMs, vision, voice, image, video - on any hardware. No GPU required.
mudler / LocalAI
QuantumNous / new-api
A unified AI model hub for aggregation & distribution. It supports cross-converting various LLMs into OpenAI-compatible, Claude-compatible, or Gemini-compatible formats. A centralized gateway for personal and enterprise model management.
Tencent / WeKnora
Open-source LLM knowledge platform: turn raw documents into a queryable RAG, an autonomous reasoning agent, and a self-maintaining Wiki.
huggingface / sentence-transformers
State-of-the-Art Embeddings, Retrieval, and Reranking
modelscope / ms-swift
Use PEFT or Full-parameter to CPT/SFT/DPO/GRPO 600+ LLMs (Qwen3.8, DeepSeek-V4, GLM-5.1, InternLM3, Llama4, ...) and 300+ MLLMs (Qwen3-VL, Qwen3-Omni, InternVL3.5, Ovis2.5, GLM5.3, Gemma4, Llava, Phi4, ...) (AAAI 2025).
CortexReach / memory-lancedb-pro
Enhanced LanceDB memory plugin for OpenClaw — Hybrid Retrieval (Vector + BM25), Cross-Encoder Rerank, Multi-Scope Isolation, Management CLI
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.
michaelfeil / infinity
Infinity is a high-throughput, low-latency serving engine for text-embeddings, reranking models, clip, clap and colpali
superlinear-ai / raglite
🥤 RAGLite is a Python toolkit for Retrieval-Augmented Generation (RAG) with DuckDB or PostgreSQL
anush008 / fastembed-rs
Rust library for generating vector embeddings and reranking locally!
orneryd / NornicDB
Nornicdb is a distributed low-latency, Graph+Vector, Temporal MVCC with all sub-ms HNSW search, graph traversal, and writes. Using Neo4j Bolt/Cypher and qdrant's gRPC means you can switch with no changes while adding intelligent features like schemas, managed embeddings, reranking+llm, GPU accel, Auto-TLP, Policy-based Memory Decay, and MCP server.
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。
SearchSavior / OpenArc
Inference engine for Intel devices. Serve LLMs, VLMs, Whisper, Kokoro-TTS, Embedding and Rerank models over OpenAI endpoints.
superlinked / VectorHub
Deprecated historical repo. Superlinked now develops SIE, a self-hosted inference engine for embeddings, reranking, OCR, extraction, and document processing.
MoMoM101 / RAG-ReActAgent
RAG ReAct Agent - A Retrieval-Augmented Generation system with ReAct (Reasoning+Acting) agent loop for intelligent question answering with multi-hop reasoning
oce-ai / oce
OpenContextEngine is a self-hosted, ACE-compatible code retrieval service. It indexes source files with cAST-aware chunking, stores metadata in PostgreSQL or SQLite, performs dense vector retrieval in Milvus 3.0, and reranks results with an LLM before coverage-aware selection.
Nomad-why / FA-ops-rag
专为生产环境设计的 RAG 运维助手。核心采用父子块检索策略与稀疏/稠密混合检索机制，集成 BGE-M3 与 Reranker 本地模型，支持多跳故障推理、主动追问及知识溯源。
lichuang / semquery
Local document Q&A in your terminal — powered by on-device LLMs.
fstandhartinger / chat-seek-vscode
Local VS Code search across Claude Code, Codex, and OpenCode chats with Laya reranking
liubaijiangde-bot / AI-Robot-FastAPI-LangChain-RAG-CrewAI-Agent-
一个开箱即用的完整智能客服服务：基于 FastAPI + LangChain RAG + CrewAI 多 Agent 构建， 提供意图识别路由、知识库问答、多智能体协作、SSE 流式对话等核心客服能力，并内置 检索工程（BM25+RRF+reranker）、稳定性工程（重试/限流/语义缓存）、可观测性（实时监控控制台） 与效果评估体系（RAGAS 评测闭环），可直接部署上线，也可作为独立 AI 服务被现有业务系统（如 Spring Cloud / Node.js 后端）通过 HTTP/SSE 集成调用。
Jiarui-0410 / multimodal-product-discovery
Full-stack multimodal product retrieval and personalized reranking with CLIP, FAISS, Spring Boot, FastAPI, and PostgreSQL.
ningmeng446 / LocalSmartRAG
本地私有化智能文档问答系统：BM25+向量混合检索、本地 Rerank 重排、完全离线、数据零外传（LangChain + Ollama + ChromaDB）
ozynautetu-create / FlowForge-Optima
AdalFlow Alternative 2026: Auto-Optimize LLM Apps Without Code
genoskietv / AdalFlow-Optimizer
Build & Auto-Optimize LLM Apps in 2026: The Ultimate AdalFlow Guide
kieranklaassen / truffler
Sniff out the right record: Jev-powered search for Rails with index-time labels, query understanding, and streamed reranking on top of your own keyword and embedding search
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.
gongsun947-jpg / pm-knowledge-qa
Local AI Personal Knowledge Base Q&A · Full‑Link RAG Practical Implementation (Hybrid Retrieval + Rerank Fine‑Ranking + Citation‑Enabled Generation)
0xblewalker / memory-recall-rerank
Reproducible benchmark and reference pipeline for reranked long-term memory retrieval