xerj-org / xerj
Local-first search engine and MCP server for AI agents. One Rust binary indexes code, docs, logs, JSONL/CSV and PDFs for BM25 full-text, vector and hybrid search, code search without grep, agent memory and RAG. Elasticsearch-compatible API; Corpus Hub serves hundreds of reference memory corpora.
TencentCloud / TencentDB-Agent-Memory
TencentDB Agent Memory is a team-level memory hub for AI Agents — turning conversations, docs, and code into four reusable memory assets (Chat Memory, Skill, LLM-Wiki, Code-Graph) that are governed, shared, and equipped across agents and frameworks.
redis / redis
For developers, who are building real-time data-driven applications, Redis is the preferred, fastest, and most feature-rich cache, data structure server, and document and vector query engine.
kividbio / kividb
A fast, multi-threaded Redis® and Valkey alternative written in Rust: drop-in compatible, with full-text and vector search built in
meilisearch / meilisearch
A lightning-fast search engine API bringing AI-powered hybrid search to your sites and applications.
milvus-io / milvus
Milvus is a high-performance, cloud-native vector database built for scalable vector ANN search
qdrant / qdrant
Qdrant - High-performance, massive-scale Vector Database and Vector Search Engine for the next generation of AI. Also available in the cloud https://cloud.qdrant.io/
Tencent / WeKnora
Open-source LLM knowledge platform: turn raw documents into a queryable RAG, an autonomous reasoning agent, and a self-maintaining Wiki.
onyx-dot-app / onyx
Open Source AI Platform - AI Chat with advanced features that works with every LLM
dragonflydb / dragonfly
A modern replacement for Redis and Memcached
srbhr / Resume-Matcher
The #1 AI Harness for Building Resumes, PDFs, Cover Letters & more, locally with 100+ LLMs support.
typesense / typesense
Open Source alternative to Algolia + Pinecone and an Easier-to-Use alternative to ElasticSearch ⚡ 🔍 ✨ Fast, typo tolerant, in-memory fuzzy Search Engine for building delightful search experiences
RyanCodrai / turbovec
A vector index built on TurboQuant, written in Rust with Python bindings
weaviate / weaviate
Weaviate is an open-source vector database that stores both objects and vectors, allowing for the combination of vector search with structured filtering with the fault tolerance and scalability of a cloud-native database.
StarTrail-org / LEANN
[MLsys2026 Best Paper]: https://arxiv.org/abs/2506.08276. RAG on Everything with LEANN. Enjoy 97% storage savings while running a fast, accurate, and 100% private RAG application on your personal device.
neuml / txtai
💡 All-in-one AI framework for semantic search, LLM orchestration and language model workflows
voxel51 / fiftyone
Refine high-quality datasets and visual AI models
oramasearch / orama
🌌 A complete search engine and RAG pipeline in your browser, server or edge network with support for full-text, vector, and hybrid search in less than 2kb.
oceanbase / oceanbase
OceanBase is the unified distributed database for the AI era — open-source, multi-model, one engine for your most demanding workloads.
databendlabs / databend
Data Agent Ready Warehouse : One for Analytics, Search, AI, Python Sandbox. — rebuilt from scratch. Unified architecture on your S3.
paradedb / paradedb
One Postgres for your application data, full-text search, vector retrieval, and aggregations. Home of the pg_search extension.
zilliztech / GPTCache
Semantic cache for LLMs. Fully integrated with LangChain and llama_index.
vespa-engine / vespa
The AI search platform
vcaesar / riot
Go Open Source, Distributed, Simple and efficient Search Engine
microsoft / SPTAG
A distributed approximate nearest neighborhood search (ANN) library which provides a high quality vector index build, search and distributed online serving toolkits for large scale vector search scenario.
infiniflow / infinity
The AI-native database built for LLM applications, providing incredibly fast hybrid search of dense vector, sparse vector, tensor (multi-vector), and full-text.
unum-cloud / USearch
Fast Open-Source Search & Clustering engine × for Vectors & Arbitrary Objects × in C++, C, Python, JavaScript, Rust, Java, Objective-C, Swift, C#, GoLang, and Wolfram 🔍
zvec-ai / zvec-grep
Local-first search across your workspace, built for humans and AI agents.
ravendb / ravendb
ACID Document Database
superlinked / sie
Open-source inference server and production cluster for all the models your agent needs.
giancarloerra / SocratiCode
Enterprise-grade (40m+ LOC) codebase intelligence, zero-setup, local & private Plugin/Skill/Extension or MCP: hybrid semantic search, polyglot dependency graphs, symbol-level impact analysis & call-flow, interactive HTML viewer, cross-project & branch-aware search, DB/API/infra knowledge. 61% less tokens, 84% fewer calls, 37x faster. Cloud in beta.
lakesoul-io / LakeSoul
LakeSoul is an end-to-end, realtime cloud-native Lakehouse framework for fast data ingestion, concurrent updates, incremental analytics, multimodal data processing and vector search — powering next-generation BI and AI workloads.
qdrant / fastembed
Fast, Accurate, Lightweight Python library to make State of the Art Embedding
pinecone-io / examples
Jupyter Notebooks to help you get hands-on with Pinecone vector databases
codedogQBY / ReadAny
AI-powered cross-platform e-book reader with semantic search, RAG chat, local vector store, notes, TTS, and WebDAV sync.
Zleap-AI / SAG
A new SOTA for RAG — an original retrieval architecture and an open-source knowledge base for humans and agents.
patterns-ai-core / langchainrb
Build LLM-powered applications in Ruby
yoanbernabeu / grepai
Semantic Search & Call Graphs for AI Agents (100% Local)
SeekStorm / SeekStorm
SeekStorm: vector & lexical search - in-process library & multi-tenancy server, in Rust.
ashvardanian / NumKong
SIMD-accelerated distances, dot products, matrix ops, geospatial & geometric kernels for 16 numeric types — from 6-bit floats to 64-bit complex — across x86, Arm, RISC-V, and WASM, with bindings for Python, Rust, C, C++, Swift, JS, and Go 📐
datastax / jvector
JVector: the most advanced embedded vector search engine
vdaas / vald
Vald. A Highly Scalable Distributed Vector Search Engine
NGT-labs / NGT
Nearest Neighbor Search with Neighborhood Graph and Tree for High-dimensional Data
qdrant / qdrant-client
Python client for Qdrant vector search engine
ArcadeData / arcadedb
ArcadeDB Multi-Model Database, one DBMS that supports SQL, Cypher, Gremlin, HTTP/JSON, MongoDB and Redis. ArcadeDB is a conceptual fork of OrientDB, the first Multi-Model DBMS. ArcadeDB supports Vector Embeddings.
superlinear-ai / raglite
🥤 RAGLite is a Python toolkit for Retrieval-Augmented Generation (RAG) with DuckDB or PostgreSQL
zilliztech / VectorDBBench
Benchmark for vector databases.
NVIDIA / raft
RAFT contains fundamental widely-used algorithms and primitives for machine learning and information retrieval. The algorithms are CUDA-accelerated and form building blocks for more easily writing high performance applications.
anush008 / fastembed-rs
Rust library for generating vector embeddings and reranking locally!
Raudaschl / rag-fusion
RAG-Fusion: multi-query generation + Reciprocal Rank Fusion for better retrieval-augmented generation. Includes evaluation harness with NFCorpus/BEIR.
weaviate / recipes
This repository shares end-to-end notebooks on how to use various Weaviate features and integrations!
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.
Azure / azure-search-vector-samples
A repository of code samples for Vector search capabilities in Azure AI Search.
epsilla-cloud / vectordb
A high performance Vector Database leveraging parallel graph computing
NVIDIA / cuvs
cuVS - a library for vector search and clustering on the GPU
Restream / reindexer
Embeddable, in-memory, document-oriented database with a high-level Query builder interface.
christopherkarani / Wax
Shared Single-file memory layer for all your agents, sub mili-second RAG over text, photo and video on Apple Silicon.. No Server. No API. One File. Pure Swift
nuclia / nucliadb
NucliaDB, The AI Search database for RAG
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.
framerslab / agentos
TypeScript AI agent framework: cognitive memory, dynamic personalities, emergent behaviors and self-building designs