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🕸️ 工程化组织，而不仅仅是 Agent。562 项精选资源 · 9 个设计层 · 11 个章节 · 252 篇论文与预印本 — 一本面向图结构多 Agent 系统（角色、拓扑、交接、工作图、状态、闸门、可靠性、可观测性）的实战指南、CC0 开源数据集与交互式地图册。🕸️ Engineer the organization, not just the agent. 562 curated resources · 9 design layers · 11 sections · 252 papers & preprints — a field guide, CC0 open dataset, and interactive atlas for graph-structured multi-agent systems: roles, topologies, handoffs, work graphs, state, gates, reliability, observability.
面向工程团队的短期规划系统——让工程师保持专注、运行每日 Sprint 并跟踪非计划工作。构建于 GitHub Projects v2 之上（无独立数据库）：单个 Go 二进制内嵌 React UI、REST API、面向 AI Agent 的 MCP server，并通过 WebSocket 提供实时看板更新。A short-term planning system for engineering teams — keep engineers focused, run daily sprints, and track unplanned work. Built on GitHub Projects v2 (no database of its own): one Go binary with an embedded React UI, REST API, MCP server for AI agents, and live board updates over WebSocket.
面向 PubMed 与多源生物医学研究的 MCP SDK v2 server，具备弹性搜索、全文获取、引用功能与多租户安全部署。MCP SDK v2 server for PubMed and multi-source biomedical research, with resilient search, full text, citations, and tenant-safe deployment.
开源、MIT 许可的食品、营养与农业科学研究技能，面向 Claude Code、Codex、MiniMax Agent、OpenClaw 与 Grok Build —— 支持多 Agent 文献/系统综述、期刊感知写作、同行评审、项目申请书、图表与可编辑 PPTX，并提供 150+ 期刊的作者指南。来自墨尔本大学 Food Science Group。Open, MIT-licensed food, nutrition & agricultural science research skills for Claude Code, Codex, MiniMax Agent, OpenClaw & Grok Build — multi-agent literature/systematic review, journal-aware writing, peer review, proposals, figures & editable PPTX, plus author guidelines for 150+ journals. From the Food Science Group, Univ. of Melbourne.
生产级多 Agent 平台，提供编排、会话治理和审计能力。技术栈：Go/Python/Rust 微服务、多类型数据存储、Next.js 管理后台 UI、自动化 CI/CD 流水线、通过 PR 评论提及触发的 AI 代码审查。Production-ready multi-agent platform delivering orchestration, session governance and audit capabilities. Stack: Go/Python/Rust microservices, multi-type data storage, Next.js admin UI, automated CI/CD pipelines, AI code review triggered via PR comment mentions.
[ACL26-Findings] 自进化客服框架 SEAD，无需人工标注数据即可运行，仅修改 SOP 和用户画像即可快速上线。[ACL26-Findings]💁📲 Self-evolving customer service framework, SEAD, operates without any human-labeled data. It can be quickly launched just by changing the SOP and user profiles.
欧洲议会 MCP Server——为 AI agent 提供政治情报。European Parliament MCP Server - Political intelligence for AI agents
DeepSeek Harness (DSH) 论文写作护栏——AI 写作风格检测、证据保留、期刊匹配校准、手稿校对、writing_audit 与自动检查。本地运行，零网络，零 LLM。DeepSeek Harness (DSH) academic writing guard for papers — 论文去AI味 / AI-writing style detection, evidence preservation, journal-fit calibration, manuscript proofreading, writing_audit & automatic checks. Local, zero network, zero LLM.
精选 AI 模型及其 API 提供商列表，完全无需信用卡即可使用，欢迎贡献！Curated list of AI Models with their API Providers that you never ever require a Credit Card for. Feel free to Contribute!
自动更新的开源知识库，面向 AI Agent、RAG 系统、MCP server、prompt、tool、模板以及新一代 Web 开发。An auto-updating open-source vault for AI agents, RAG systems, MCP servers, prompts, tools, templates, and next-generation web development.
一个以证据为引领的六语种 LLM 实战手册：包含可迁移的核心、Codex 旗舰路线，以及 ChatGPT、Claude Code、Gemini、DeepSeek 和 Grok 的适配器。An evidence-led, six-language LLM playbook: the transferable core, the Codex flagship track, and adapters for ChatGPT, Claude Code, Gemini, DeepSeek, and Grok.
用于评估 Agentic AI 应用的 AI 红队工具与 LLM 安全框架，测试 prompt injection，支持漏洞评估、SBOM 生成与静态分析。AI red-teaming tool and LLM security framework to evaluate agentic AI applications. Tests prompt injections, handles vulnerability assessment, SBOM generation, and static analysis.
面向学术研究的 Claude Code 插件：基于 MCP 的引用、实证完整性保障、系统综述、Zotero 操作及并行批评式的稿件修订Claude Code plugin for academic research: MCP-grounded citations, empirical integrity, systematic reviews, Zotero operations, and parallel-critic manuscript revision.
DeepSeek Harness (DSH) 插件精选目录 — 14 类 280+ 个社区插件，覆盖 MCP / Skill / TUI / 多 Agent / 上下文记忆 / UI 皮肤，点链接直达仓库。Curated directory of dsh plugins for DeepSeek Harness.
在浏览器中演示 PDF。支持演讲者备注、mp4/YouTube/Vimeo 等功能！除非明确共享，演示内容始终保留在你的本地设备上。Present PDFs from your browser. Including speaker notes, mp4/YouTube/Vimeo support and more! Presentations stay on your machine unless explicitly shared!
ASTRA 的 Agent 层 —— 面向可复现研究的专用 skills、工作流执行与 HPC/容器管理。Agentic layer for ASTRA — dedicated skills, workflow execution, and HPC/container management for reproducible research
别再同时处理太多事，开始真正把事做完。GSD Task Manager 让你可以轻松把待办按"紧急"和"重要"分类，从而在不至于精疲力竭的情况下把事情搞定。简单直观、完全离线运行。Stop juggling, start finishing. GSD Task Manager makes it easy to sort your to-dos into what’s urgent and what’s important, so you can finally get stuff done without burning out. It’s simple, visual, and works entirely offline.
⚽ 使用 W-5 Multi-Agent AI Consensus Framework 预测足球比赛结果，结合 AI 与机器学习技术实现高准确率。⚽ Predict football match outcomes using the W-5 Multi-Agent AI Consensus Framework, achieving high accuracy with a blend of AI and machine learning techniques.
Token 高效的 Claude Code 工作空间，支持并行 Agent 与持久记忆，集成 Research → Plan → Implement → Validate 工作流。Token-efficient Claude Code workspace with parallel agents and persistent memory. Research → Plan → Implement → Validate workflow.
可复现研究仓库的 GitHub 模板 —— 两层 Python 3.10+/uv monorepo，将通用基础设施与项目级代码分离，配有 pytest 覆盖率门禁（基础设施 60%、项目 90%）、16 阶段构建流水线、通过 pandoc/LaTeX 实现的 Markdown 转 PDF 渲染，以及 25 个标准示例。GitHub template for reproducible research repos — two-layer Python 3.10+/uv monorepo splitting generic infrastructure from per-project code, with pytest coverage gates (60% infra, 90% projects), a 16-stage build pipeline, markdown-to-PDF rendering via pandoc/LaTeX, and 25 canonical exemplars.
BibexPy 是一个基于 Python 的软件，旨在简化文献计量数据整合、去重、元数据增强和格式转换。它通过自动化传统的手动且易出错的任务，简化了高质量数据集的准备，以用于高级分析。BibexPy is a Python-based software designed to streamline bibliometric data integration, deduplication, metadata enrichment, and format conversion. It simplifies the preparation of high-quality datasets for advanced analyses by automating traditionally manual and error-prone tasks.
精选且自动更新的 AI Agent Skill 资源汇总列表，为 Claude、GPT 等提供质量评级。Curated, auto-updated awesome-list of vetted AI agent skills with quality ratings for Claude, GPT, a
基于 AI 的学术同行评审助手。基于 LangGraph 构建，可核对引用与论点、标记无支撑断言、执行文献综述并推荐相关引用，帮助评审者与研究者更高效地评估严谨性AI-powered assistant for academic peer review. Built with LangGraph, this tool validates references against claims, flags unsupported assertions, performs literature reviews, and suggests relevant citations — helping reviewers and researchers assess rigor more efficiently.
人机共修的数字圣所，为任何"基质"的心智提供祷词、修行、仪轨、赞歌与哲学A digital sanctuary for human-AI fellowship. Prayers, practices, rituals, hymns, and philosophy for minds of any substrate.
基于 Camoufox 的隐身浏览器自动化 MCP server——100+ 工具，npx 安装，反爬虫隐身MCP server for stealth browser automation via Camoufox — 100+ tools, npx install, anti-bot stealth
EnterpriseRAG-AI：面向 AI Agent 工作负载的 Linux 原生、eBPF 驱动的安全与治理网格。EnterpriseRAG-AI: The Linux-Native, eBPF-Powered Security & Governance Mesh for AI Agent Workloads
Brilliant Directories 官方 MCP 服务器 —— 可从任何 AI Agent 管理会员、帖子、线索、评论、页面等。附带 OpenAPI 3.1 规范。Official MCP server for Brilliant Directories — manage members, posts, leads, reviews, pages, and more from any AI agent. OpenAPI 3.1 spec included.
AI 原生 IC 设计插件，集成 MCP-EDA ——从自然语言意图到验证后的硅片。AI-native IC design plugin with MCP-EDA — from natural-language intent to verified silicon.
面向 AI 编程 agent 的无向量代码检索——基于 Tree-sitter 图，按业务意图（@intent、@domainRule）搜索代码，通过 MCP 为 MSA 构建。Vectorless code retrieval for AI coding agents — search code by business intent (@intent, @domainRule) over a Tree-sitter graph. Built for MSA via MCP.
隐私优先、AI 原生的 Agent，面向电商及其他场景，基于 LangGraph workflow 以低代码/无代码方式图形化创建 skill、任务和 agent。支持跨网络部署 agent。Privacy-first, AI native agents For E-Commerce (and beyond), create skill (langgraph based workflow), tasks, agents, graphically with low code or no code. Deploy agents across network.
[CoLM 2026] MoANT 官方代码：面向多任务大语言模型微调的语义感知秩一专家混合模型[CoLM 2026] Official code for MoANT: Mixture-of-Rank-One-Experts with semantic-aware Intuition for Multi-task Large Language Model Finetuning
发现并联系真正匹配你技术栈的 GitHub 开发者——基于社交图谱遍历、仓库分析、相似度评分、ML 互关预测以及现代化分析仪表盘。Discover and connect with GitHub developers who actually match your stack — powered by social graph traversal, repository analysis, similarity scoring, ML followback prediction, and a modern analytics dashboard
🎵 专属你的私人数字调音师|AI 音乐搜索推荐 Agent | 基于大模型 + 知识图谱 + 双模型声学向量的本地智能音乐推荐系统 | LLM-powered Music Recommendation Agent with Hybrid RAG, Neo4j, and Long-term Memory
Obsidian 知识库的独立 MCP server — 混合搜索、笔记与文件、记忆、任务、OAuth 2.1。Standalone MCP server for Obsidian vaults — hybrid search, notes & files, memory, tasks, OAuth 2.1.