可衡量的 Agent 分诊:判断一次编辑是否需要人工,还是可由 AI 处理。我们衡量 Agent 下方的图能否触达守住变更的测试(7 个仓库合并值 0.42),并发布 fail-closed 闸门,将未经证明的映射路由到人工核验。CLI · MCP · SARIF · 内置于 HydraDB。Agent triage, measured: does this edit need a human, or can the AI handle it? We measure whether the graph under the agent can reach the tests that guard a change (0.42 pooled, 7 repos) and ship the fail-closed gate that routes unproven maps to human verification. CLI · MCP · SARIF · in-engine on HydraDB.
仓库/Skill 库
1033 个 · AI 核心
Uniphore 是一家企业级 AI 公司——"The Business AI Company"——成立于 2008 年,总部位于加利福尼亚州帕罗奥图。其旗舰平台 Business AI Cloud(BAIC)是一个主权化、可组合且安全的 AI 平台,分为四层:用于对企业数据进行零拷贝访问的 Data Layer、用于检索的 Knowledge Layer……Uniphore is an enterprise AI company — "The Business AI Company" — founded in 2008 and headquartered in Palo Alto, California. Its flagship platform, the Business AI Cloud (BAIC), is a sovereign, composable and secure AI platform organised into four layers: a Data Layer for zero-copy access to enterprise data, a Knowledge Layer for retrieval and…
通过动手实践的 Jupyter notebook 学习 agentic AI 概念,涵盖 LangGraph、CrewAI 与 OpenAI Agents 工作流。Learn agentic AI concepts through hands-on Jupyter notebooks featuring LangGraph, CrewAI, and OpenAI Agents workflows.
基于 Docker Compose 的 AI、LLM 与 RAG 平台基础设施蓝图,含路由、存储与可观测性说明。AI, LLM, and RAG platform infrastructure blueprint with Docker Compose, routing, storage, and observability notes.
人工智能与软件开发公司;构建智能系统、自动化工具、定制软件及开源技术。شرکت هوش مصنوعی و توسعه نرمافزار؛ سازنده سیستمهای هوشمند، ابزارهای اتوماسیون، نرمافزارهای سفارشی و فناوریهای متنباز.
通过分析 trace 诊断与调试 RAG 流水线,定位并修复影响答案质量与相关性的问题Diagnose and debug Retrieval Augmented Generation pipelines by analyzing traces to identify and fix issues affecting answer quality and relevance.
AIMarket School —— 10 节免费片段课程(Try-it + Colab),作为学院课程的入门引导。门户地址:edu.modelmarket.devAIMarket School — 10 free clip lessons (Try-it + Colab) that on-ramp into the academies. Live portal: edu.modelmarket.dev
AIMarket 的 10 款桌面与 IDE 应用 —— 基于 Flutter、Tauri 和 VS Code,统一托管于 Melos monorepo。10 desktop & IDE apps for AIMarket — Flutter, Tauri, and VS Code in one Melos monorepo.
10 门 AIMarket 学院实战课程 —— 编排、oracles、MCP 安全、Agent 经济(en/ru/es/fr/zh)。10 hands-on AIMarket academy courses — orchestration, oracles, MCP security, agent economy (en/ru/es/fr/zh).
🌐 利用多跳图推理结合知识图谱和向量搜索,挖掘隐藏的全球供应链风险,获得更深层洞察。🌐 Map hidden global supply chain risks with multi-hop graph reasoning combining knowledge graphs and vector search for deeper insights.
AI 驱动的加密情绪日记——基于 RAG 的 LLM 反馈(TAIDE + ChromaDB)结合 Random Forest 情绪预测。Live demo:heartbox.tw(test1/test1)。AI-powered encrypted mood journal — RAG-grounded LLM feedback (TAIDE + ChromaDB) and Random Forest emotion forecasting. Live demo: heartbox.tw (test1/test1)
🌐 在数据受限条件下重新思考多模态大语言模型的设计与扩展,以 NaViL 通过 Native Training 提升效率与性能🌐 Rethink Multimodal Large Language Models design and scaling under data constraints with NaViL, enhancing efficiency and performance through Native Training.
232M token 的 LLM 训练语料库:140 个颠覆性编程范式(60 个基础 + 80 个神经科学启发)+ 10 个神经 AI 表格数据集。真实神经科学内容:STDP、预测编码、自由能、海马体、Hebb。包含 JSONL+JSON+CSV。142,800 条范式条目 + 100K 神经样本。232M-token LLM training corpus: 140 disruptive programming paradigms (60 foundational + 80 neuroscience-grounded) + 10 neuro AI tabular datasets. Real neuroscience: STDP, predictive coding, free energy, hippocampus, Hebb. JSONL+JSON+CSV. 142,800 paradigm entries + 100K neuro samples.
60 个神经科学启发的软件架构范式。真实研究(Hebb、Bi & Poo、Friston、Buzsaki、Moser、Hodgkin-Huxley)映射到软件模式。61,200 条 JSONL 条目,约 82M token。全英文。60 neuroscience-grounded paradigms for software architecture. Real research (Hebb, Bi & Poo, Friston, Buzsaki, Moser, Hodgkin-Huxley) mapped to software patterns. 61,200 JSONL entries, ~82M tokens. All in English.
本地优先的印尼语字幕生成,面向授权学习资源。Local-first Indonesian caption generation for authorized learning sources
自动化监控、打补丁与 Telegram 推送 Augment VSCode 插件更新,附带版本追踪与清理Automate monitoring, patching, and Telegram delivery of Augment VSCode plugin updates with version tracking and cleanup.
面向文档溯源 QA Agent 的生产级 Harness:检索、起草、自评、重写、升级循环,配套 LLM-as-judge 评测套件、分级权限工具、对破坏性操作的人工审批,以及一键容器化部署。A production-grade harness for a document-grounded QA agent: a retrieve, draft, self-score, re-draft, escalate loop with an LLM-as-judge eval suite, permission-tiered tools, human-in-the-loop approval for destructive actions, and a one-command container deploy.
面向 agentic AI 创业领域的战略情报平台——FastAPI + SQLite + 原生 JS SPA,内置专业 LLM agent 集群、咨询级行业档案、业务线领域矩阵以及 RAG copilot。Strategic intelligence platform for the agentic-AI startup landscape — FastAPI + SQLite + vanilla-JS SPA with a specialist LLM agent fleet, consulting-grade industry dossiers, a line-of-business domain matrix, and a RAG copilot.
个人 AI 工程博客与作品集——12 篇文章,覆盖 agentic AI、RAG、embeddings、chunking、token 及生产实践。基于 Astro 构建,部署于 Cloudflare Pages。Personal AI engineering blog and portfolio — 12 posts covering agentic AI, RAG, embeddings, chunking, tokens, and production patterns. Built with Astro and deployed on Cloudflare Pages.
26 个开源 Agent Plugins 1.0 包,统一 CLI 支持 Codex、ChatGPT、Cursor、GitHub Copilot、VS Code 和 Kiro。Skills + MCP,客户端定向交付,Apache 2.0。26 open-source Agent Plugins 1.0 packages with one CLI for Codex, ChatGPT, Cursor, GitHub Copilot, VS Code and Kiro. Skills + MCP, client-specific delivery, Apache 2.0.
🩺 为嵌入式医疗设备提供安全、合规级别的 AI 本地化方案,具备术语库控制与屏幕适配校验能力。🩺 Deliver safe, compliance-grade AI localization for embedded medical devices with glossary control and screen-fit validation.
📊 基于 Claude Skills 利用 XML 操作轻松创建和编辑 PowerPoint 演示文稿,实现精简的内容管理。📊 Create and edit PowerPoint presentations effortlessly with Claude Skills using XML manipulation for streamlined content management.
用于借助语言模型进行小说创作的全屏终端环境A full-screen terminal environment for writing fiction with language models.
面向 AI coding agents 的 token 预算 context pack,基于编译器解析的 Kotlin 结构(Analysis API/PSI)构建,并附带衡量其是否优于 chunk RAG 的 benchmark。Token-budgeted context packs for AI coding agents, built from compiler-resolved Kotlin structure (Analysis API/PSI) — with the benchmark that measures whether it beats chunk RAG