MaxFreedomPollard / Compartment
Encrypted, fully offline agentic memory. One click install, GUI w/ memory map, all OS and agents. Superior memory creation, storage and retrieval.
MaxFreedomPollard / Compartment
skygazer42 / MimirQ
中文优先的企业 RAG 知识库：可控解析、治理、切块、混合检索、重排、引用、图谱、评测与 Dify 接入。
naver / kapture
kapture is a file format as well as a set of tools for manipulating datasets, and in particular Visual Localization and Structure from Motion data.
HKUDS / CatchMe
"CatchMe: Make Your AI Agents Truly Personal"
Pringled / pyversity
Fast Diversification for Search & Retrieval
caura-ai / caura
Caura (formerly MemClaw) — governed shared memory for AI agent fleets. Multi-agent, multi-tenant, MCP-native. Trust tiers, keystone policies, audit trails, knowledge graph, self-improving retrieval. Apache 2.0.
phoenix-zhou / agent-sweep-engine
Built on **Agentic RAG** (Agent-driven Retrieval-Augmented Generation) technology, it not only accurately answers pre-sales and after-sales questions but also generates personalized usage reports and optimization suggestions by deeply analyzing device data.
FengZhenfei / carrel
Ontology-Augmented Generation for AI agents.
SodaMem / SodaMem
Agentic memory infra for AI agents
MoMoM101 / RAG-ReActAgent
RAG ReAct Agent - A Retrieval-Augmented Generation system with ReAct (Reasoning+Acting) agent loop for intelligent question answering with multi-hop reasoning
cdcailf / cjkfold
Fold look-alike CJK glyphs (Kangxi radicals, CJK radical supplements) so text extracted from PDFs matches again.
solis-team / CrossCoder
[EMNLP 2026] Beyond Repository Boundaries: Cross-Repository Graph Retrieval for Code Generation
salikhussain71-code / PAKGOV-RAG-project
Research project on bilingual Urdu-English retrieval-augmented generation for Pakistani government and legal documents, with OCR, hybrid retrieval, citation grounding, and evaluation.
oce-ai / oce
OpenContextEngine is a self-hosted, ACE-compatible code retrieval service. It indexes source files with cAST-aware chunking, stores metadata in PostgreSQL or SQLite, performs dense vector retrieval in Milvus 3.0, and reranks results with an LLM before coverage-aware selection.
daimon3332 / Outlook-Oauth-GetToken
A standalone OAuth2 refresh_token retrieval tool for existing Outlook / Hotmail accounts. 面向已有 Outlook / Hotmail 账号的独立 OAuth2 refresh_token 获取工具
deepmemteam / deepmem
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 changes. Self-host for free.
Sherlockwz / AMA
ACL 2026 Code and Skills for “AMA: Adaptive Memory via Multi-Agent Collaboration”.
malevrigns / atlas-agent-control-plane
AtlasAgent - an auditable AI agent control plane: evidence-backed memory, governed tool runtime, checkpoint DAG recovery, and a 55-chapter engineering tutorial. FastAPI / Next.js PWA / Textual TUI
kkjiangk / agent-py
Personal AIOps engineering project with durable workflows, scoped hybrid retrieval, reliable event delivery, and verified API/browser contracts.
IvenKooLab / loci
Shared memory for AI coding tools: hybrid search, cited Q&A, harness memory discovery and a built-in Web console. Local index, MCP + HTTP.
beskvladimir-create / tsiolkovsky-papers
Machine-readable catalogue of fond 555 (K.E. Tsiolkovsky), Archive of the Russian Academy of Sciences: all 2,019 files, 51,008 scans, plus the retrieval pipeline.
Jiarui-0410 / multimodal-product-discovery
Full-stack multimodal product retrieval and personalized reranking with CLIP, FAISS, Spring Boot, FastAPI, and PostgreSQL.
neuronto / agentic-resource-discovery
Neuronto Agentic Resource Discovery (ARD) Index. Federated search across every public ARD registry, plus a verified tool index read from each MCP server's own tools/list, hybrid lexical and semantic retrieval, and ARD-Bench.
nahid-sparktales / agent-dispatcher
Repository retrieval and context engine for Claude Code and Codex: finds relevant code, reuses project knowledge, and pairs each task with specialist skills and verification.
jack66g / spatial-memory-engine
A next-gen long-term memory engine for AI apps: self-organizing spatial regions, memory dynamics (Ebbinghaus reinforcement / decay / consolidation), and explainable 8-signal retrieval. Runs offline with zero config; works with any OpenAI-compatible LLM/embedding, cloud or local. Chinese-friendly. Benchmarked head-to-head vs Mem0 and bare RAG
arnsri33 / embedflow
Zero downtime embedding upgrades
susyimes / LAIN-agreement
铃音的记忆写入协议 - an informatics protocol: fragmented, cue-based, symbolic, highly compressed information for AI agents; usable for memory writing and transmission, decodable approximately or via retrieval.
hotchpotch / jev-reranker
Jev-powered relevance filtering and reranking for RAG in Python.
stormwther18 / HYSET
Tools Are Not Islands: Set-Level Tool Retrieval for LLM Agents via Query-Conditioned Hyperedge Prediction
noyce6983981-max / ocr-vlm-local-retrieval
Local-first OCR-VLM multimodal document retrieval and independent evaluation prototype.
hastimal / gemini-healthcare-agentic-platform
Beyond RAG: An open-source agentic healthcare search framework using Gemini and Google ADK for query fan-out, evidence retrieval, grounding, citation evaluation, and trustworthy healthcare information discovery.
MnemosyneOS / mnemosyne
Zero-dependency local-first AI memory engine: graph memory, multimodal ingestion, reranking, temporal reasoning, hash-chained ledger, capsule compression, memory formation + runtime layers. 52 MCP tools (41 native + 11 compatible). MIT.
RinDig / cost-of-remembering
The Cost of Remembering: filesystem memory matches long-context accuracy on LongMemEval while reading 97% fewer tokens and costing 95% less. Harness, run data, 129 agent-built memories, and paper source.
hotchpotch / bekko-system-one
Small System One decision models (17M–400M) for Yes/No, Choice, Score, and reranking. Training toolkit, Python inference, and ONNX support for Node.js and browsers.
stanford-iris-lab / ScholarCatalyst
A Benchmark for Retrieving Papers that Inspire New Research
realHarryX / KBMR
[ACM MM 2026] Beyond Visual Similarity: Entity-Aligned Retrieval for Knowledge-Based Visual Question Answering
keenableai / needle
NEEDLE. A live search and retrieval benchmark from Keenable.ai
gongsun947-jpg / pm-knowledge-qa
Local AI Personal Knowledge Base Q&A · Full‑Link RAG Practical Implementation (Hybrid Retrieval + Rerank Fine‑Ranking + Citation‑Enabled Generation)
augustinepemberton9 / rag-model-integration
Argolink-focused retrieval workflow and model integration for GPT-6 Sol.
clementbouni-arch / hilton-yaounde-rag-concierge
A Retrieval-Augmented Generation assistant for hotel guest support — case study on the Hilton Yaounde, built with Hugging Face Transformers, sentence-transformers and pypdf
slyyr / yappr
A modular local AI agent built with Python and Ollama, featuring tool calling, memory, web search, document processing, embeddings, and RAG.
iam-epiphany / resume-agent
面向"面试官 × 简历主人公"场景的个人简历 RAG 问答 Agent：把简历、证书、荣誉、项目介绍放进知识库，面试官可对简历任意提问（自我介绍、项目深挖、技术八股、HR 素质、简历细节），系统以第一人称自然作答。核心设计是"宽松推理 + 诚实标注"——硬事实（数字/日期/证书名）必须来自检索，证据不足时强制标注"根据现有知识库推测"而非编造。支持多轮追问记忆、检索兜底链、置信度分级回答、访问码闸门与 IP 限流防刷。
baoerger / globex
Cross-border commerce Agent prototype with retrieval, order tools, persistent memory, and observable execution
0xblewalker / memory-recall-rerank
Reproducible benchmark and reference pipeline for reranked long-term memory retrieval
alipyth / AdaptiveMetric-Rag
AdaptiveMetric RAG is a self-hosted, multilingual knowledge assistant that changes its retrieval strategy for every question
austinrockman / reflector
An open-source interactive audio workstation that learns the harmonic structure of a sample library. Reflector absorbs your sound world and makes it navigable across sessions and individual arrangements.
hyqlovezxh / TrailRAG
**Trace every clue — RAG with evidentiary, multi-hop, time-aware retrieval.**- *语溯RAG · 循迹每一处线索：带证据链、多跳、时序感知的检索增强生成框架*
neuml / txtai
💡 All-in-one AI framework for semantic search, LLM orchestration and language model workflows
langflow-ai / openrag
OpenRAG is a comprehensive, single package Retrieval-Augmented Generation platform built on Langflow, Docling, and Opensearch.
langroid / langroid
Harness LLMs with Multi-Agent Programming
qdrant / fastembed
Fast, Accurate, Lightweight Python library to make State of the Art Embedding
SylphAI-Inc / AdalFlow
AdalFlow: The library to build & auto-optimize LLM applications.