Havuz

A fast, multi-threaded Redis® and Valkey alternative written in Rust: drop-in compatible, with full-text and vector search built in

Knowhere, karmaşık dokümanları AI agents ve RAG sistemleri için kaynaklarına bağlı, hiyerarşik ve aranabilir belleğe dönüştürür.

Neden yükseliyor · 3522 yıldız ve son 28 gündeki 189 commit ilgi ve geliştirme hareketliliğine işaret ediyor. Agent-native retrieval ile doküman parsing'ini aynı hiyerarşik bellek modelinde birleştirme vaadi de güncel bir ihtiyaca hitap ediyor; ancak bu ölçümler yıldızların ne kadar yakın zamanda kazanıldığını göstermiyor. Commit'lerin yalnızca 2 farklı yazardan gelmesi katkı tabanının dar olabileceğini düşündürüyor.

Memory OS, Hermes Agent için konuşmalar arasında kalıcı hafıza sağlayan ve ilgili bağlamı gerektiğinde prompt’a ekleyen yerel bir yazılım altyapısıdır.

Neden yükseliyor · 119 günde 1372 yıldız, projeye belirgin bir ilgi olduğunu gösteriyor. Ancak bunun nedenini veya yıldızların ne kadar yakın zamanda geldiğini verilen verilerle belirlemek mümkün değil; son 28 günde commit ve farklı yazar sayısı sıfır. README’deki kurulum kolaylığı ve çok katmanlı yaklaşım ilgi çekici olsa da benimsenme ve güncel bakım kanıtı olarak tek başına yeterli değil.

Agent memory for LLMs: 30 runnable Jupyter notebooks covering conversation buffers, vector stores, knowledge graphs, episodic and semantic m

Compartment, farklı AI agents arasında paylaşılan ve yerel olarak şifreli tutulan kalıcı bir memory sunucusudur.

Neden yükseliyor · 69 günde 581 yıldız ve son 28 günde 34 commit, projeye belirgin ilgi ve yakın dönem geliştirme aktivitesi gösteriyor. Farklı agent istemcileriyle entegrasyon ve offline/encrypted yaklaşımı ilgi çekici; ancak yükselişin kesin nedeni mevcut verilerden belirlenemez. Son 28 gündeki 2 farklı yazar, katkının dar bir grupta toplandığını düşündürüyor.

A cyber brain for your AI. It never forgets a detail, remembers exactly what you said, and learns how you work over time. Free, local, works

Not another ChatGPT wrapper. This is a local-first tool that turns your notes, web pages, PDFs and audio/video into a personal knowledge gra

Swap one RAG pipeline stage, hold the rest fixed, and measure whether the gain survives composition. The framework behind "Retrieval Augment

📊 电商数仓智能问数 AI Agent，最适合用于系统学习 LangGraph 的实战项目：基于 LangGraph、FastAPI、Qdrant、Elasticsearch、MySQL 与 React，完整实现元数据知识库、混合检索、自然语言生成 NL2SQL 生成校验、SQL

⚡ In-Memory Vector Search Engine & HNSW ANN Graph in Java 21 Loom. Sub-millisecond KNN retrieval, 8-bit scalar quantization (SQ8), 16,000+ Q

基于 RAG（免微调）从聊天记录唤起语气与回忆：让曾经对话的温度，延续为往后的陪伴。 | Zero-finetuning RAG to revive tone and memories from chat logs: Let the warmth of past conversa

Long-term memory for any AI agent. One Rust binary, offline, 98.2% recall@5 on LongMemEval-S. Self-host free or use Uteke Cloud.

Drop-in AI memory layer with 2x faster retrieval and 10x lower cost. Fully compatible with Mem0 API. Migrate in 5 minutes without any code c

.NET client for Chroma and Chroma Cloud, tested with Chroma 0.4.10 to 1.5.9.

Zero downtime embedding upgrades

Agentic Voice Notes for iPhone and macOS - Rust, Dioxus, LanceDB + RIG + SQLite

RAG knowledge-base chat app built on LangChain — FAISS vector search, FastAPI backend, Next.js WebUI, OpenAI/Gemini compatible

Embedded retrieval library built on Parquet. Fast, efficient, and scalable.

Cognitive memory database for AI agents — consolidates duplicates, detects contradictions, fades stale memories via temporal decay. Rust, Ap

A lightweight embedded database engine that natively fuses vector search, graph, and document-oriented metadata within a single storage kern

A context harness for AI agents: all your scattered context — code, memory, docs, databases, SaaS — in one searchable, browsable, file-like

Selfhost modern LLM stacks. Run the whole fleet from your terminal

High-performance Knowledge Graph engine for AI, LLMs, and GraphRAG — built for the next generation of intelligent applications.

World's fastest and most compact embedded vector database: exact by default, multimodal, local-first, and GPU-accelerated

Blazing fast Redis-compatible in-memory KV store and PostgreSQL caching proxy written in Rust. Sub-microsecond query cache, vector search, a

Memory that remembers the story not just the facts. File System Memory and Three layer sentence graph for AI agents -> Facts, Episodes, raw

A cognition aware database engine for AI agent memory. Purpose built in Rust with WAL, HNSW, knowledge graphs, and speculative context pre a

Shared memory + orchestration for your coding agents — one MCP server, persistent vector memory, agent registry

Shared memory MCP server — persistent, searchable, cross-client Claude, Opencode

Repo Explainer — turn any GitHub repo into a visual explainer page. Pipeline + 5 live examples.

Self-hostable RAG platform - document ingestion, embedding, and vector search behind a simple REST API

Vectorless, Reasoning-Based Retrieval-Augmented Generation (RAG)

Git for Agent Memory: Copy-On-Write vector branching for embedded multi-agent memory (83x faster, 3000x smaller snapshots)

Open-source vector database and sub-microsecond key-value store in one Go engine — embed it as a library, run it standalone, or replicate it

Most AI agents forget you the moment the tab closes. Constellation Engine gives them a hippocampus — a living star map with spreading activa

Makra is a memory layer between the web and your AI agents. It serves real-time structured data from the open web at the cost of a vector se

Kyros — The Memory OS for AI Agents Give your AI agents secure, self-correcting, persistent memory in 3 lines of code. Three memory types

The fastest pure Go in-memory Redis alternative. 6.87M+ ops/s peak throughput, 119µs latency, Multi-Reactor engine, embedded Cyberpunk Web S

Aligning Human Intuition with Semantic Space

Python SDK for vector search, semantic search, RAG, embeddings, and AI agents on Oracle AI Database

Native AI inference for PHP 8.3+ - run ONNX, GGUF (llama.cpp) and RubixML models directly in your PHP process via FFI. Chat, streaming, embe

Gomaa — Autonomous Agent Memory OS. Persistent memory system for AI agents with Obsidian vault integration, hybrid RRF search, knowledge gra

PostgreSQL-compatible SQL, graph, and vector database built from scratch in Rust.

Zero-bloat distributed vector memory, hardware-enforced domain firewalls, and NAT-traversing execution mesh for multi-instance Hermes agent

A Multi Agent Memory MCP That Connect Agents Across Systems and Machines

RAMen is a fast in-memory data store like Redis, but built for AI: drop-in Redis protocol, native vector search, semantic caching, and a bui

A custom, high-performance, disk-backed Approximate Nearest Neighbor (ANN) vector database built entirely from scratch in C. Feel free to co

Measure whether an embedding upgrade is worth it, bridge it without reindexing when it is, and migrate safely when you are ready.

AI 面试训练系统：跨会话能力建模闭环 — LangGraph 编排 + 三层上下文融合出题 + Mem0 式画像更新 + RAG 知识增强 + SM-2 复习调度。FastAPI · React 19 · LlamaIndex · Qdrant

Shared, persistent memory for AI agents. Self-hosted MCP server with semantic search, vector RAG, and live updates. Works with Claude, Curso