仓库/Skill 库

人类、AI Agent 与本地 LLM 共享应用、知识与能力的开放协议与参考节点，支持自托管与联邦化，MIT 许可。Open protocol and reference node where humans, their AI agents, and local LLMs share apps, knowledge, and capabilities. Self-hosted, federated, MIT.

潜伏在终端与桌面里的幽灵 AI 编程 agent「Wraith」· A ghost-themed AI coding agent for terminal & desktop

面向 MCP 的 Agent 评估标准——对输出质量打分、捕获安全失败、强制成本预算。The agent eval standard for MCP — score output quality, catch safety failures, enforce cost budgets

每条声明均经机器校验，包括"零运行时守护进程"——受治理的 skill、规则与可回放状态。一份契约，适配所有宿主 AgentEvery claim machine-checked, including "zero runtime daemon" — governed skills, rules and replayable state. One contract, every host agent.

💻 在 macOS 上借助 Metal GPU 实现 Qwen3 Transformer 模型，获得加速且高效的性能，并支持关键架构特性💻 Implement Qwen3 transformer model on macOS using Metal GPU for accelerated, efficient performance with support for key architecture features.

Aixle Flow — 通过持久化、可检视的工作流编排编码 Agent。Aixle Flow — orchestrate coding agents through durable, inspectable workflows.

🧪 Cypress AI 命令，通过 LLM（大语言模型）生成 E2E 测试🧪 Cypress AI command that generates E2E tests with LLM (Large Language Model).

工厂本体驱动的数据问答框架（开源，Apache-2.0）：把中小企业台账/MES/ERP 变成可自然语言问答的语义知识图谱。CSV进答案出，确定性规则引擎+本体GraphRAG+向量混合检索，本地化数据不出厂，换行业只换词典。

面向 AI Agent 的类脑持久化记忆：混合检索、知识图谱、睡眠-巩固生命周期、专家路由（HMoE），以及基于图 Laplacian 扩散的衰减、巩固、自动链接与谱检索子系统。提供 65 个 MCP 工具，本地运行，无需云端。Brain-like persistent memory for AI agents. Hybrid search, knowledge graph, sleep-consolidation lifecycle, expert routing (HMoE), and a graph-Laplacian diffusion subsystem driving decay, consolidation, auto-link, and spectral retrieval. 65 MCP tools. Local, no cloud.

面向 AI 编码 Agent 的厂商中立 continuation 协议：纯文件项目状态、标准库验证、恢复与冷启动 Agent 交接。Vendor-neutral continuation protocol for AI coding agents. Plain-file project state, stdlib validation, recovery and cold-agent handoff.

开源 AI 占星 chatbot：支持 Vedic kundli、西洋星盘、塔罗、数字学、解梦，通过远程 MCP 进行真实计算，multi-LLM，Next.js 16，MIT 许可。Open source AI astrology chatbot. Vedic kundli, Western charts, tarot, numerology, dreams. Real calculations via remote MCP, multi-LLM. Next.js 16, MIT.

动态 README，包含 AI 生成的 SCP 基金会与 Wikipedia 随机文章摘要。A dynamic README with AI-generated summaries of random articles from the SCP Foundation and Wikipedia.

面向 LLM Agent 的本地优先上下文引擎——在检索路径上无需 LLM 调用即可检索、权衡并压缩代码库到上下文窗口。采用 SQLite 知识存储，支持 CLI + HTTP + MCP，提供 know/miss Agent 契约。Local-first context engine for LLM agents — retrieves, weighs, and compresses your codebase into the context window with no LLM call on the retrieval path. SQLite knowledge store; CLI + HTTP + MCP; know/miss agent contract.

自动跟踪、下载并分析 HuggingFace 上的 AI 论文，轻松掌握前沿研究 🐙📄Automate the tracking, downloading, and analysis of AI papers from HuggingFace. Stay updated with cutting-edge research effortlessly! 🐙📄

Gebo.ai —— 开源、企业级、与 AI 供应商无关的平台Gebo.ai The open source Enterprise AI vendor agnostic platform

🤖 利用 TRPO、PPO、DPO、GRPO、DAPO、GSPO 等先进算法提升强化学习的稳定性与效率，优化策略训练。🤖 Enhance reinforcement learning stability and efficiency with advanced algorithms like TRPO, PPO, DPO, GRPO, DAPO, and GSPO for optimized policy training.

完整的 Portkey Admin API MCP serverFull Portkey Admin API MCP server

可移植的 Rust Agent Client Protocol (ACP) server，具备模型路由、工具、权限、沙箱、会话与 MCP 集成。Portable Rust Agent Client Protocol (ACP) server with model routing, tools, permissions, sandboxing, sessions, and MCP integration.

基于 Tauri、SvelteKit 和 Rust 构建的现代多 Agent 桌面 AI 客户端。A modern, multi-agent desktop AI client built with Tauri, SvelteKit, and Rust.

为 AI Agent 设计的记忆系统，学习真正起作用的教训：在行动瞬间注入经验，依据结果归功，以反证挑战。本地优先、多 Agent、测试门控。Memory for AI agents that learns what actually helped: lessons injected at the moment of action, credited by outcome, challenged by counter-evidence. Local-first, multi-agent, test-gated.

DeepThink-AIOS 是一个完全本地化的多 agent 系统，配备双沙箱代码/逻辑验证、ChromaDB RAG 记忆与动态 VRAM 多路复用。DeepThink-AIOS is a fully local, multi-agent System with dual-sandbox code/logic verification, ChromaDB RAG memory, and dynamic VRAM multiplexing .

面向中小企业的 AI 运营层。将 Telegram、WhatsApp、Slack、Discord、GitLab、cron、webhook 以及 mesh 任务路由到基于 Claude、OpenAI 或任意 LLM 的 AI agent。非技术运营者使用 Web 向导，工程师使用 CLI。支持自托管。AI operations layer for small & medium businesses. Route Telegram, WhatsApp, Slack, Discord, GitLab, crons, webhooks, and mesh tasks to AI agents on Claude, OpenAI, or any LLM. Web wizard for non-technical operators, CLI for engineers. Self-hosted.

Spring AI 的隐私护栏：跨模型/工具调用的请求作用域 PII 令牌化与最小特权披露，基于 Presidio 与 JVM 本地 OpenNLP。Privacy guardrails for Spring AI: request-scoped PII tokenization and least-privilege disclosure across model/tool calls, with Presidio and JVM-local OpenNLP.

在工作发生的地方就地捕获团队知识，由 agent 归档，并以可核验的引用形式给出回答。A team's knowledge, captured where the work happens, filed by an agent, and answered with citations you can check.

按模型自适应地缩放系统提示指引：一个 oh-my-pi 插件，按模型系列、版本与层级追加经过能力调优的指令块。Scales system-prompt guidance to the model reading it: an oh-my-pi plugin that appends a capability-tuned directive block chosen by model family, version, and tier.

以孟加拉语优先、面向方言的 LLM 研究。开源孟加拉语 tokenizer，性能优于 Sarvam、AI4Bharat 和 GPT-4o（fertility 1.52，几乎零破损 conjuncts）。非商用，保护孟加拉语及其方言。Bengali-first, dialect-aware LLM research. Open-source Bengali tokenizer that outperforms Sarvam, AI4Bharat, and GPT-4o (fertility 1.52, near-zero broken conjuncts). Non-commercial, preserving Bengali and its dialects.

自托管 AI 聊天平台，支持多步工具调用、持久化 Python 沙箱、RAG 和 Deep Research。支持 Claude、GPT、Gemini 及任何 OpenAI 兼容服务商。Self-hosted AI chat platform with multi-step tool calls, persistent Python sandbox, RAG, and Deep Research. Supports Claude, GPT, Gemini and any OpenAI-compatible provider.

Local-first 学术 PDF 阅读器：离线 CPU LLM 翻译与注释、OCR、ECDICT 词典。Tauri + FastAPI。Local-first academic PDF reader: offline CPU LLM translation & glossing, OCR, ECDICT dictionary. Tauri + FastAPI.

运行在你 PC 上的开源 AI 内容工厂——自动发现主题、调研、撰写、多模型 QA 审核并发布。基于 Ollama 本地优先，$0 API 成本。The open-source AI content factory that runs on your PC — discovers topics, researches, writes, reviews with multi-model QA, and publishes. Local-first via Ollama, $0 API costs.

🚀 通过 70 个生成式 AI 实战项目转型技能，从入门到生产级架构师，涵盖真实场景应用。🚀 Transform your skills with 70 hands-on projects in Generative AI, guiding you from beginner to production-ready architect with real-world applications.

众多 Agent，一个目标——你的目标。Many Agents, one objective... yours

本仓库包含用于执行不同任务的 Gen AI 项目temThis repository contains Gen AI projects that performs different tasks

🤖 基于 AI 分析与智能搜索，定制化发现 ArXiv 上你感兴趣的最新论文🤖 Discover the latest research papers on ArXiv tailored to your interests using AI-powered analysis and smart search features.

AI 驱动的初创公司情报 Agent——手写 ReAct 循环、并行工具执行、实时联网搜索以及 RAG 增强的文档分析。不依赖任何框架，具备完整理解能力。AI-powered startup intelligence agent — hand-built ReAct loop, parallel tool execution, live web search, and RAG-grounded document analysis. No frameworks. Full understanding.

面向 LLM 的无损上下文压缩：token 用量减少 2–8 倍，按字节精确还原（sha256 校验）。提供 Claude Code 与 Cursor 的 MCP server。Lossless context compression for LLMs: 2x-8x fewer tokens, byte-exact reconstruction (sha256-verified). MCP server for Claude Code & Cursor.

AI-Factory — 自主流水线，自动设计、构建、测试并发布产品。AI-Factory — autonomous pipeline that designs, builds, tests, and publishes products.