Havuz

Search your computer by what's in your files: photos, PDFs, documents, recordings, videos and code. On-device on Mac, Windows and Linux, bui

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.

Established strong JEV based natural language to SQL performance and well-covered semantic operators for PostgreSQL with optimized cost and

Semble, coding agent’ların bir codebase içindeki ilgili kod parçalarını doğal dil sorgularıyla bulması için yerel çalışan bir code-search kütüphanesi ve aracı sunuyor.

Neden yükseliyor · 174 günde 6.145 yıldıza ulaşması dikkat çekiyor. Coding agent’ların codebase bağlamına erişimi güncel ve yaygınlaşan bir ihtiyaç; yerel çalışma ve MCP entegrasyonu kurulumu kolaylaştırabilir. Son 28 günde 14 commit ve 3 farklı yazar aktivitenin sürdüğünü gösteriyor, ancak README’deki performans ve token tasarrufu ölçümleri proje tarafından sunulan benchmark iddiaları; bağımsız doğrulama bilgisi verilmemiş.

Pretrained text classifiers you can run and retrain on CPU

Open-source Ask AI for your docs, with an MCP server for agents: cited answers on your own model key, from one static index built with your

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

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

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

基于 Google DeepMind 的 EmbeddingGemma 2 的本地多模态文件语义搜索器：用一句话描述文件的内容，在你选定的文件夹中找到文档、照片、截图、录音和视频，也可以以图搜图。支持 Windows、Android。

A prior-art search for your code ideas — has this dev tool already been shipped?

Published: 2026-10-18

Hivemind turns your traces into reusable skills across agents

Local, full Windows search replacement, clipboard manager, and launcher: files, apps, settings and semantic media search with Google's Embed

Published: 2026-10-19

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.

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

Embedding-based discovery of duplicated logic for projects too large or messy to maintain reliably

MemXT is a Local long-term memory for Claude Code & coding agents. 100% local

Open Source Brain Platform | AI training and inference in Rust

Open-source AI chatbot & site search for your docs. One <script> tag, streaming answers with sources. 100% Cloudflare-native (Workers AI + V

Self-hosted long-term memory for AI coding agents: Postgres+pgvector doc-RAG (component/constraint map + hybrid RRF + cross-encoder rerank)

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.

Deploy a self-hosted AI stack with Docker Compose: local LLMs, chat, document parsing, embeddings, transcription, text-to-speech and MCP too

Jev RAG (Jev-RAG / JevRAG): open-source local knowledge search with BM25 + Jev reranking, agentic and hybrid retrieval, cited answers, and r

Search your photos, screenshots and PDFs by what's inside them — locally and offline, with EmbeddingGemma 2. Demo folder included.

Find, connect, rediscover your notes — a local-first second brain for Obsidian. Semantic search with strong Chinese/CJK, relation graphs and

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

Universal memory runtime for AI agents

Meet JevEmbed — turn embeddings into decisions. Choose, score, and judge with your choice of embedding model.

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

Does your AI-generated sound match the prompt? Local QA for generative audio — check, rank, QC, picture-fit and library search with Embeddin

Find anything on your PC by what's in it: local, private semantic search for Windows. Photos, screenshots, PDFs, documents, recordings and v

Ask questions across your Markdown notes using a fully local Graph RAG engine. Built for Obsidian vaults, works with any folder of Markdown

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

Local-first code intelligence for AI assistants. Turns your codebase into a knowledge graph your AI can query, navigate, and remember. 25 MC

Fast, AI-agent-native code search in Rust — hybrid BM25 + semantic, Tree-sitter AST chunking, dependency & impact analysis. Drop-in replacem

All Jina AI APIs as Unix CLI commands. Search, read, embed, rerank - with pipes.

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

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

Lightweight text and scans processing: embedding, document processing, OCR, OMR, etc, with inference via ggml in pure C++

One local, searchable index of your AI coding-agent history Claude Code, Codex, Cursor, Gemini & more. Keyword + semantic search, MCP server

Local-first RAG knowledge base for Pi agents with hybrid code/doc search, reranking, diagnostics, and large-project indexing.

Advanced Memory for LLM characters

Your coding agent starts every session with amnesia — memo fixes that, 100% on your machine. Persistent memory for Claude Code, Codex, Curso

MCP server giving AI coding agents accurate Siemens NXOpen .NET API knowledge via hybrid retrieval (BGE-M3 + sqlite-vec), built from your ow

클로드코드 대화의 결정·약속·금지를 자동으로 기억하고, 검색·2D/3D 지식그래프·타임라인으로 보여주는 100% 로컬 기억 도구. 내보내기(6종)·가져오기(미리보기·되돌리기)·백업·복원, 의미검색 중단 알림, MCP 7도구 제공. 기억 데이터는 이 P

A Redis-compatable key-value store. Up to 10x faster. Native vector support.

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