LLM Mart Basic

Use when building Roblox vehicles, ragdolls, projectiles, elevators, constraints, forces, or other physics-driven gameplay.

Use for Roblox Open Cloud APIs, API keys, OAuth 2.0, webhooks, scopes, token lifecycle, or in-experience HttpService calls.

Use before publishing or updating a Roblox experience to run evidence-backed release gates for the surfaces that changed.

Use when working with Roblox Studio through built-in MCP for scripts, scenes, generated assets, input, or playtesting.

Use when configuring Roblox tooling such as Rojo, Wally, Selene, StyLua, Lune, Aftman, luau-lsp, or CI/CD.

多平台账号主页视频提取器 — 输入平台名称和账号id/链接，自动拉取抖音/快手/B站/YouTube 四大平台主页作品，解析下载链接，支持批量下载。适用场景：竞品账号内容拆解与逐帧学习、收藏喜欢的创作者全部作品避免被删、批量搬运素材二次剪辑创作、保存自己账号作品做本地备份防丢失、课程/教程类视频离线囤货反复看、达人合作前快速拉取对方作品做背调分析。触发词：主页视频下载、批量下载视频、账号视频提取、快手主页下载、B站视频提取、YouTube频道下载、视频保存、无水印下载、竞品视频下载、博主视频备份。

深度A股情报调查与分析工具，支持A股情报调查、竞品分析、舆情监测、人物背景调查、信息交叉验证，生成结构化调查报告。当用户需要调查A股公司/行业/概念、调查竞品、追踪热点事件、了解人物背景、验证信息真实性时使用。触发词：A股情报、股票调查、财报分析、概念追踪、资金流向、情报调查、竞品分析、舆情调查、背景调查、信息验证、多源搜索。

B站AI信息源 — 每日扫描B站AI相关账号，按点赞量发现爆款视频，智能聚类话题后生成包含封面图、互动数据与订阅支持的HTML日报。同时基于热门话题执行AI情报调查，采用多引擎搜索与交叉验证，输出结构化调查报告。支持用户自定义关键词定向查询。⚠️数据每日15:00更新前一天数据，目标日期无数据时必须先告知用户并等待确认后才能调用接口，禁止自动获取。当用户需要AI-B站日报、B站爆款、AI-B站热点、B站AI内容、B站AI视频、B站情报或自定义关键词查询时使用。

B站评论分析工具。输入B站视频链接或BV号即可获取一级评论数据，支持分页浏览、评论情感分析（积极/负面/需求/竞品），生成精美 HTML 报告。当用户需要查看B站视频评论、分析评论舆情、了解用户反馈时使用。触发词：B站评论、B站视频评论、评论查询、评论分析、评论舆情、看评论、bilibili评论。

B站搜索批量下载工具。输入关键词即可搜索B站全站视频，支持按播放量/点赞/时间排序，搜索后自动批量获取全部高清下载链接。当用户需要查找B站视频、搜索B站内容、下载B站视频、采集B站素材时使用。触发词：B站搜索、bilibili搜索、B站下载、B站视频下载、b站搜视频、B站找素材、下载B站、bilibili下载。

B站视频下载 — 粘贴B站视频链接，一键解析返回无水印视频下载链接。当用户需要下载B站视频、保存B站视频、获取B站视频直链时使用。触发词：B站视频下载、bilibili视频下载、B站视频解析、下载B站视频、哔哩哔哩视频下载。

中国互联网品牌感知监测统一工具。聚合全网热榜追踪（hub）、小红书/抖音/公众号近30天深度讨论研究（cn30）、豆包/Kimi/DeepSeek AI 搜索品牌可见度分析（geo）三个互补模块，帮助品牌方/市场运营/内容创作者从「话题热度—真实口碑—AI 回答」三层视角全面感知品牌。当用户需要研究中国社交媒体热点、分析品牌舆情、对比竞品口碑、分析品牌在 AI 搜索中的表现、做 GEO 优化、追踪全网热点时使用。触发词：品牌感知、舆情监测、社媒研究、热榜聚合、AI 搜索可见度、GEO 分析、跨平台舆情、热点追踪、品牌口碑、品牌竞品对比、社媒热榜。

中国社媒平台话题研究工具。从小红书、抖音、公众号三大平台搜索近30天真实讨论，跨平台对比分析舆情趋势。当用户需要研究中国社交媒体热点话题、分析舆情趋势、对比品牌口碑时使用。触发词：小红书热点、抖音趋势、公众号舆情、跨平台分析、社媒研究、话题分析、舆情监测。

文旅B站信息源 — 搜索文旅相关B站热门视频，按点赞量筛选最火内容，生成精美 HTML 报告。当用户需要文旅B站、旅游攻略、景区热度、文旅资讯、文旅爆款内容时使用。触发词：文旅B站、文旅信息源、文旅资讯、旅游B站、景区视频、文旅爆款。

文旅抖音信息源 — 搜索文旅相关抖音热门作品，按点赞量筛选最火内容，生成精美 HTML 报告。当用户需要文旅抖音、旅游攻略、景区热度、文旅资讯、文旅爆款内容时使用。触发词：文旅抖音、文旅信息源、文旅资讯、旅游抖音、景区视频、文旅爆款。

文旅公众号信息源 — 搜索文旅相关公众号热门文章，按阅读量筛选最火内容，生成精美 HTML 报告。当用户需要文旅公众号、旅游攻略、景区热度、文旅资讯、文旅爆款内容时使用。触发词：文旅公众号、文旅信息源、文旅资讯、旅游公众号、景区文章、文旅爆款。

文旅小红书信息源 — 搜索文旅相关小红书热门笔记，按点赞量筛选最火内容，生成精美 HTML 报告。当用户需要文旅小红书、旅游攻略、景区热度、文旅资讯、文旅爆款内容时使用。触发词：文旅小红书、文旅信息源、文旅资讯、旅游小红书、景区笔记、文旅爆款。

Deepseek 联网搜索工具。一键调用 AI 联网搜索能力，快速获取实时信息。当用户需要使用 Deepseek 搜索、联网搜索、AI 搜索获取实时信息时使用。触发词：Deepseek搜索、deepseek websearch、联网搜索、AI搜索、ds搜索。

豆包 WebSearch 搜索工具。基于红狐 API 调用豆包联网搜索能力，提交查询后自动轮询等待结果返回。当用户需要使用豆包搜索、联网搜索、AI 搜索获取实时信息时使用。触发词：豆包搜索、豆包websearch、联网搜索、AI搜索、doubao搜索。

一键诊断抖音账号运营健康度。基于红狐数据服务获取账号画像与近期作品数据，从账号基础画像、内容生产力、互动健康度、内容质量、内容趋势、粉丝质量六个维度进行量化诊断，输出100分制综合评分、维度得分明细、六类风险预警和针对性优化建议。触发词：当用户提到'诊断抖音账号'、'抖音账号分析'、'抖音体检'、'抖音账号评估'、'查看XX抖音数据'、'分析这个抖音号'时使用

Every VM came back. The cluster did not. Declarative systems converge on config, and the datapath isn't config.

A surprising share of AI-in-the-terminal failures aren't the AI. They're zsh, and a version of bash from 2006.

A Claude Code plugin turns standalone project configuration into a namespaced, installable extension that teams and communities can update as one unit.

None of the safety came from the model. It came from six boring habits.

Skills package instructions and references. Subagents run work in a separate context and return results. They solve different problems and can be composed deliberately.

Six hours in, one step left, everything green, and the incident that didn't happen

CLAUDE.md carries persistent project context. Skills load reusable procedures when relevant. Separating stable facts from task-specific workflows keeps both easier to maintain.

Twenty minutes recovering secrets that never existed, and the one sentence from a human that ended it

An API request routing a model's tool call through an approval gate to a remote MCP server

31 config keys, two audits, and why the first one was wrong in both directions

The official MCP Registry stores standardized server metadata rather than package code. Publishers verify a namespace, describe installation or remote access, and submit immutable versions.

Everyone looks at the Dockerfile. The file that actually leaked the key was the project file.

Remote MCP authorization uses established OAuth standards, but secure integration still requires issuer validation, least-privilege scopes, protected token handling, and server-side enforcement.

"Copy it over and switch the reference" is two steps, and the outage lives in the one nobody checks

stdio fits local processes and prototypes. Streamable HTTP fits hosted services and shared integrations. The right choice follows where the capability runs and who must reach it.

The most important rule wasn't about what I could change. It was about what I was allowed to display.

Tools perform operations, resources expose readable context, and prompts provide reusable templates. Choosing the correct primitive makes an MCP server easier to understand and govern.

Use MCP Inspector to connect to local or remote servers, inspect capabilities, call tools, read resources, test prompts, and diagnose failures before release.

Build an MCP server in TypeScript with focused tools, validated schemas, local and remote transports, Inspector tests, and production security controls.

An MCP server exposes tools, resources, or prompts through a standard protocol so an AI application can discover and use external capabilities.

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Review a diff with the reviewer fleet, funneled to one triaged verdict. Targets the current working diff, a path, or an inbound GitHub PR.

Exploratory spike on a throwaway branch — answer a named question with disposable code. Never merges; exits to a findings note or {{CMD:feature}}.

Autonomous sprint — one interactive spec gate, then plan-to-PR execution with every auto-decision SMARTS-scored and logged. Hard gates remain true stops.

Daily repo hygiene — review the day's repo state, then perform the cleanups under per-action confirmation. Fast-forward only, never destructive without a yes.

Show the project's current state at a glance — stage, open tasks, open questions, overrides since the last checkpoint, current branch. Read-only.

Wire codeArbiter's statusline into ~/.claude/settings.json, or remove it.

The sanctioned task-board mutator — add a queued task, start one (flips to in-progress and stamps the date, minting a dotted ID on pick-up), or mark an in-progress task done. The only blessed write to open-tasks.md.

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Watch a PR's CI to completion — diagnose on red, notify and offer the merge on green. Never auto-merges.

Copy a file OUT of a running sandbox box to the host — host-initiated egress only (docker cp). The reverse, a host→container bind, is impossible by construction.

Tear down a sandbox box — remove its container and named volume. --keep-volume leaves the volume; with no id, prune reclaims any leaked ca.sandbox=1-labeled object. Cached images are retained.

Run a single command inside a running sandbox box and capture a JSON result — exitCode, separate stdout/stderr, and a truncated flag past the byte cap. The scriptable exec seam.

Open an interactive shell inside a running sandbox box at /work/repo. Read-only root, non-root user, no host-FS access — explore the untrusted code interactively, then exit.

Pull an untrusted repo into an ephemeral, host-FS-isolated Docker container — clone into a named volume, build a dep-cached image, run under structural isolation. Network defaults to offline. Requires Docker and nixpacks.

Vet a new or changed third-party dependency for license, provenance, and supply-chain risk before any install runs.

Inspect ADR health read-only; optionally select one ADR with --adr N.

Record user-decided ADRs or inspect their health read-only. Preserve attribution and acceptance evidence.

Claude Code skills for Chinese-narration recaps from supported video files, with optional editable JianYing/CapCut draft export. | 用 Claude Code skills 为支持的视频文件…

Drive the Unity Editor from an AI agent or the terminal. The Editor serves MCP itself over HTTP, so there is no second process to run, and the isuzu-unity-cli c…

面向企业的数字员工构建与运行平台：把专业员工的经验、流程与判断标准，固化为可随时上岗、可配置、可审批、可观测的 AI 数字员工。

A local-first, Pi-powered AI agent workspace for Desktop, WebUI, and CLI

660+ muapi-hosted generative-media models plus community-submitted third-party API tools (SEO, enrichment, social, scraping) — one YAML file per entry, browsabl…

A compounding agent OS for recursive agents. Also an open source alternative to Grok Bot and Meta's Muse.

Independent desktop client for OpenCode 2. Manage projects, sessions, parallel agents, requests, and changes on Linux and macOS.

Production agent skills for Claude Code, Cursor, and any SKILL.md harness — Codex fleets, video pipeline, monorepo review bundles, multi-chain explorer.

See and manage what your coding assistants load — skills, commands, subagents, plugins and MCP servers, with real usage.

An Enterprise-Grade Full-Stack RBAC Permission Management System Built with Go + React

Create AI Agents in a No-Code Visual Builder or TypeScript SDK with full 2-way sync. For shipping AI assistants and multi-agent AI workflows.

基于 DeepSeek Harness（DSH）的稳定桌面端，集成Git、内置浏览器与记忆功能 | DeepSeek Harness desktop GUI with local workspaces, Git, browser and memory.

⚡ Control Apache Airflow with natural language via MCP. Chat with your workflows using Claude, GPT, or any LLM — no REST API calls needed. Supports Airflow 2.x…

Open-source CLI, schemas, resolver, and DSH agent tools for DSH Plugin Hub

Pi Coding Agent 中文学习蓝皮书：从安装与第一个可验收任务开始，逐步掌握 Session、Context、Skill、Extension、Subagent 与长期 Agent 工作流。

Self-hosted framework for orchestrating fleets of specialist AI agents — ensemble reasoning and a full agentic coding pipeline, model-agnostic and local-friendl…

Self-hosted, vendor-neutral control plane for your local coding agents (Claude Code & Codex). Run your agents, on any plane.

A practical AI agents handbook covering agent systems, agentic workflows, LangGraph, MCP/A2A, context engineering, agent memory, evaluation, observability, and…

Vibe Coding 从入门到精通教程｜AI 结对编程工作流｜Prompt、Skill、Workflow、上下文管理、codex实战指南

Static security scanner for LLM agents — prompt injection, MCP config auditing, taint analysis. 51 rules mapped to OWASP Agentic Top 10 (2026). Works with LangC…