RAG & Retrieval
Retrieval-augmented generation: pipelines, embeddings and search layers that ground models in real data.
Skill to generate the knowledge vault for projects using the Ralph loop
The open-core AI workbench — notebooks, agents, RAG, voice, and images across any model: OpenAI, Anthropic, Google, xAI, or local via Ollama/vLLM. BSL 1.1, auto-converting to Apache-2.0 on a two-year clock. Your AI keeps running when theirs doesn't.
Andrej Karpathy's LLM Wiki pattern as a Claude Code plugin — turn accumulated sources into a self-maintaining, scalable markdown knowledge base.
Most AI agents forget you the moment the tab closes. Constellation Engine gives them a hippocampus — a living star map with spreading activation, Hebbian writeback, episodic recall, and post-turn consolidation. Local-first, model-agnostic, AGPL.
Extends pageIndex into an AI document workspace with multi-format parsing, OCR, visual TOC, custom models, citations, and agentic QA.
Find and govern AI attack surfaces in application code at PR time. Free, OSS, runs offline.
Feature-rich all-in-one self-hosted server & fleet management (Web UI): patching, monitoring (agent + agentless/SNMP), CVE scanning, CMDB, RMM, alerts & webhooks, Proxmox/VMware, Ansible, compliance & more — the Swiss-army knife to keep your fleet healthy.
Native AI inference for PHP 8.3+ - run ONNX, GGUF (llama.cpp) and RubixML models directly in your PHP process via FFI. Chat, streaming, embeddings, RAG and vector search. No Python, no HTTP microservices, no Docker sidecars.
Local-first deep research agent that reads the whole web — even pages behind Cloudflare, Datadome, Turnstile & reCAPTCHA. Stealth fetch + cited reports. MCP-native, MIT.
Deka — Aligning Human Intuition with Semantic Space
EvoEmbedding: Evolvable Representations for Long-Context Retrieval and Agentic Memory
Open-source metasearch backend, MCP server, and AI search API for LLM agents. Python FastAPI search gateway with Google search via SerpBase and Serper, multi-engine search aggregation, structured JSON output, provider fallback, deduplication, and SearXNG alternative architecture for agent workflows.
RepoMind is an AI-powered documentation generator for modern codebases that helps developers understand any GitHub repository faster. It analyzes project architecture, folder structures, dependencies, APIs, and core logic to generate clean, intelligent documentation with contextual insights. Built with Next.js, Octokit, RAG pipelines, Pinecone.
景区导览服务 AI 数字人：基于 Spring Boot、Vue 3、UniApp 与本地 RAG 的智能导览系统。