Havuz

Pinecone for Postgres: one pgvector column, three engines

Self-hosted shared memory for AI agents: vaults of people, facts and decisions your agents recall over MCP or REST, with semantic, keyword a

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

Deterministic symbolic codes for embedding vectors. Byte-identical across CPUs and languages, content-addressed, diffable and verifiable. C

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

Local AI search for podcast and video archives on Apple Silicon: Whisper speech, Apple Vision OCR and SigLIP-2 visual search fused into one

One bucket, every index: open-source, AI-native data platform in Rust. Hybrid retrieval on object storage, plus reactive data (Live), graph,

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

Zero downtime embedding upgrades

Local-first cross-session long-term memory for DeepSeek Harness — 22 narrow tools, hybrid FTS5 + local-vector retrieval, evidence gate, prov

Python + Terraform. Cloud-ready GraphRAG solution that uncovers distant connections across data and grows incrementally as new documents arr

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

Spotlight-style local search for everything you saved and forgot: GitHub stars, local files, images, and bookmarks. Privacy-first, no full-d

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

HR policy RAG assistant with LangChain LCEL, RunnableBranch, FAISS, FastAPI, and an OpenAI-compatible model API.

HR policy RAG workflow with LangGraph StateGraph, conditional routing, FAISS, FastAPI, and an OpenAI-compatible model API.

A dsh plugin that periodically scans reddapi.dev for new Reddit leads matching your one-sentence ICP, dedupes what you've already seen, and

Local document knowledge base for DeepSeek Harness: library_add/remove/list, hybrid semantic+keyword library_search with diversity re-rankin

🧠 The memory that dreams — cross-session memory for DeepSeek Harness. Local SQLite + Markdown mirrors, autoDream consolidation, 4-way recall

Amazon DynamoDB storage backend for the Strands Agents SDK (TypeScript and Python): sessions, agent memory, semantic search over DynamoDB ve

SkillCorpus, dağınık SKILL.md dosyalarını agent'lar için seçilmiş, aranabilir skill corpus'larına dönüştüren ve retrieval ile evaluation araçları sunan açık kaynak bir altyapıdır.

Neden yükseliyor · Agent'lar için paylaşılan ve göreve göre seçilen skill katmanına ilgi var; repo kısa sürede 667 yıldıza ulaşmış ve son 28 günde 9 commit ile 3 farklı yazar katkı vermiş. README ayrıca birden fazla benchmark'ta iyileşme bildiriyor; bu sonuçları bağımsız olarak doğrulayamıyorum.

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

Local document Q&A in your terminal — powered by on-device LLMs.

Vector search library built from scratch with exact and approximate nearest-neighbor indexes. Includes Flat, IVF, HNSW, Product Quantization

Your agent can read git log. It can't read the shell commands you tried that failed. NexusMem indexes shell history with exit codes, git com

Long-term memory for LLM apps that shows its work: dated facts, as-of answers, supersession, and receipts on every answer. Library, CLI, loc

Local-first, LLM-agnostic memory system — hybrid retrieval (vector + lexical + graph), multi-signal ranking. Runs on 4GB RAM, CPU-only, no c

Billion-scale embedded vector database built entirely on Parquet and Arrow.

本地嵌入式多模态混合检索：COS + 豆包 Embedding + BM25 + zvec/SQLite，无需单独部署数据库。

The open-source, self-hosted alternative to NotebookLM.

Intro to Hyperdimensional Computing (HDC) using a tea dataset

The open-source talent graph for humans and AI agents.

Local-first semantic search engine for your files — hybrid BM25 + vector + HyDE search over docs, PDFs, images, audio and video. 100% offlin

Comparison of memory systems for agents

Engineering deterministic, production-grade systems around non-deterministic LLMs — FSM, durable execution, retries, DAGs, agent runtimes, m

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

The in-browser vector store that remembers — a Rust→WASM HNSW engine that persists to OPFS and stays consistent across tabs. Private, offlin

A blank-slate, memory-safe, ultra-high-performance property-graph database in Rust — unified MVCC/time-travel/branches/replication over a fo

Self-hosted semantic memory for AI agents, served over MCP. Persistent sessions, experience scoring, a graveyard for dead ends and skills co

Local-first, project-aware memory MCP server for Claude Code, Codex, and other AI agents, with Obsidian and an owner dashboard.

zvec-grep, workspace içindeki dosyaları ripgrep, BM25 ve vector search ile yerel olarak aramaya ve aynı arama katmanını CLI ile agent'lara sunmaya yarar.

Neden yükseliyor · 80 günlük bir repo için 3.789 yıldızın yanı sıra son 28 günde 67 commit ve 12 farklı yazar etkin geliştirme ve görünürlük gösteriyor. Agent'lara yerel workspace araması sunma ihtiyacı da projeyi güncel bir kullanım alanına yerleştiriyor; yıldız sayısı tek başına benimsenme veya kalite kanıtı değil.

Agentic event-venue operator demo built on MongoDB Atlas. Showcases three-layer memory (long-term, short-term, shared), hybrid retrieval wit

Local-first, auditable memory for AI agents, with governed retrieval, delegated context delivery, and verifiable execution evidence. Works w

Agent memory for Claude Code, Cursor, Codex: MCP server + Graph RAG over your Obsidian or markdown notes. Wikilinks are the graph, SQLite th

The most capable Calibre MCP server — full read/write tools plus multilingual semantic search over your whole ebook library or a single book

XERJ, kod ve dokümanları yerel olarak indeksleyip agent ve uygulamalar için arama, RAG ve bellek işlevleri sunan Rust tabanlı bir arama motorudur.

Neden yükseliyor · 90 günlük yaşına karşılık 2.496 yıldız ve son 28 günde 307 commit dikkat çekiyor. README, belirli bir coding-agent çalışmasında aynı çözüm oranıyla 2,7 kat daha az output token ölçüldüğünü bildiriyor; bu sonuç proje tarafından yayımlanan bir çalışmaya dayanıyor ve bağımsız doğrulama bilgisi verilen içerikte net değil. Yüksek commit sayısına rağmen dönemde yalnızca 2 farklı yazar bulunması aktivitenin dar bir ekibe bağlı olabileceğini gösteriyor.

One embedding space for text, image, video, audio, thermal, motion, and touch. Open weights, self-hostable.

RuvNet Brain — a downloadable, source-grounded brain for Claude Code over Reuven Cohen's (rUv's) RuvNet stack: RuVector/RVF, Ruflo, AgentDB,

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

The complete backend for AI agents in one SQLite file : Documents, vectors, cache, queue, and cron.