Havuz

Local-first cognitive daemon for automated vault management Markdown. Semantic indexing, auto-tagging, and connection discovery using LLMs a

AI-powered SaaS translation platform for web novels — batch translate with RAG memory, multi-agent collaboration, Stripe billing, Chrome ext

An AI-native multi-model database unifying SQL, vector, full-text, graph, and sandboxed Python — for transactional, analytical, and agent wo

Local-first AI memory — runs offline on any machine with 8 GB+ RAM (SBC, mini PC, laptop, workstation). Zero-loss verbatim archive, knowledg

Self-hosted AI agent memory server with MCP, evidence provenance, typed claims, conflict detection, embeddings, recall, PostgreSQL, and pgve

A hex-native embedded database for Go. Morton keys, native ring scans, seams (contradictions), MVCC, provenance, and optional HNSW embedding

Long-term memory for LLMs. MCP server backed by hybrid search in a single SQLite file.

Open-source causal graph memory for AI agents. 85.55 on LoCoMo under a frozen, reproducible protocol. MCP server with ACT-R scoring, spreadi

MODA: open fashion retrieval benchmark and models by Hopit AI. MODA (203M, open source), MODA Pro Lite (213M, open weights), MODA Pro (hoste

TencentDB Agent Memory, konuşma ve proje bilgisini farklı AI Agents arasında paylaşılabilen, yönetilen bellek varlıklarına dönüştüren bir bellek sunucusudur.

Neden yükseliyor · 173 günde 27.297 yıldız ve son 28 günde 25 commit ile 19 farklı yazar dikkat çekici ilgi ve geliştirme etkinliğine işaret ediyor. Ortak bellek fikri ve README'de sıralanan birden fazla Agent entegrasyonu ilgi çekmiş olabilir; bu veriler ilginin nedenini veya gerçek kullanım yaygınlığını tek başına kanıtlamaz.

CLI + Local MCP - A shared structured memory store across Claude Code, Cursor, Windsurf, Antigravity, and every MCP client. Semantically que

Production-grade Node.js RAG system with hybrid retrieval, pluggable adapters, and OpenTelemetry tracing

A local, open-source alternative to NotebookLM. Chat with your documents using any LLM.

M-flow, bilgiyi katmanlı bir graph yapısında düzenleyip RAG sorgularında kanıt bağlantılarını izleyerek ilgili anı veya bilgi paketlerini bulmayı amaçlayan bir memory engine'dir.

Neden yükseliyor · 180 günde 4509 yıldız, projeye belirgin ilgi olduğunu gösteriyor; agent memory ve Graph RAG alanlarına yönelik ilgi bunun olası bağlamı. Ancak son 28 günde commit ve farklı yazar sayısı sıfır, bu nedenle ilginin güncel geliştirme faaliyetine veya sürdürülebilir benimsemeye dönüştüğü söylenemez; yıldız artışının nedeni de verilen ölçümlerden belirlenemiyor.

local-first MCP discovery runtime for agents — search before invoke, reduce prompt bloat, and route to local MCP tools

Shared Memory That Never Forgets — persistent memory for AI agents with Space-based sharing across agents and teams. Plugins for OpenCode, C

Self-hosted RAG platform for AI document search across GitHub, Notion, Google Drive, local files, and web sources with citations.

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

turbovec, TurboQuant ile vektörleri sıkıştırıp Rust ve Python üzerinden arama yapmayı sağlayan yerel bir vector index kütüphanesidir.

Neden yükseliyor · 185 günde 17.245 yıldız almış olması ve bellek tasarrufu ile hızlı yerel arama vaadi dikkat çekiyor. Ancak son 28 günde commit ve farklı yazar sayısı sıfır; bu veriler yükselişin güncel olarak sürdüğünü göstermiyor. README'deki performans karşılaştırmaları proje tarafından bildiriliyor, bağımsız doğrulama bilgisi verilen ölçümlerde yok.

The ultimate memory backend for OpenClaw and Claude Code. Persistent conversation memory with LLM fact extraction, foundation-model rerankin

MongoDB-native long-term memory for production AI agents

Local code search combining BM25, vector similarity, and cross-encoder reranking. Parses 60+ languages with tree-sitter, runs entirely offli

Knowledge graph + MCP tool server for LLM agents with hybrid retrieval, live DB sync, Korean FTS, and memory feedback.

The memory your AI should have had from the start. Automatic capture, automatic recall, 100% local. One SQLite file, zero cloud. Works with

Self-hosted AI Agent Memory + Code Intelligence Platform — one MCP endpoint for persistent memory, AST-aware code search, shared knowledge,

Universal memory runtime for AI agents

Cross-platform persistent memory MCP for Codex, Gemini CLI, Claude Code, and other local MCP hosts. 36 cited neuroscience mechanisms, local-

Lightweight, local-first memory for AI agents. Hybrid vector + BM25 search, LLM-powered fact extraction, zero infrastructure — just pip inst

Hybrid RAG system combining vector search, knowledge graph (LightRAG), and cross-encoder reranking — with Docling document parsing, visual i

Give your agent a proper IDE and OS. The sensorimotor cortex for coding agents (OpenCode + Pi), part of CortexKit: symbol-aware edits, seman

Drop-in memory harness for AI agents — 3-tier memory, compaction tree, hybrid search. One command to set up. Works with Claude Code and Open

FlowState QMD — Anticipatory Memory for AI Agents. Hermes 2026 Hackathon Entry.

A local dual-layer memory pattern for AI agents: a compact, human-readable markdown index paired with semantic retrieval from a local vector

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

Client-side vector search powered by HNSW. 54KB gzipped WASM. Sub-millisecond latency.

Memory for AI agents that never leaves your device. Local-first, end-to-end-encrypted, zero-telemetry memory engine (Rust, MCP) — gives Clau

Hybrid search for Obsidian vaults via plugin, CLI, and MCP server

Caelune (凯露恩) — Local-first retrieval for private Markdown, PDF, and Tika documents, with a Windows desktop app and read-only MCP server.｜本地