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Agent Skill · 研究检索

cloudglue(cloudglue 搜索)

cloudglue 用于查找、检索和筛选相关信息,适合在 Codex、Claude、Cursor、Gemini CLI 中需要根据关键词、任务场景或来源线索快速定位候选结果时使用。可结合来源仓库、安装命令和原始 README 继续核验具体用法。安装前建议确认权限范围、维护状态,以及是否会触发联网、命令执行或文件读写。

cloudglue 是研究检索类 Agent Skill,可用宿主为 Codex、Claude、Cursor、Gemini CLI,通过GitHub 仓库获取,权限为需要联网;许可证信息还不明确,第三方扫描有提醒项,按安装量在研究检索类的 73,675 个 Skill 里排第 71,089。

总安装 196周安装 8GitHub Stars 1下载 63核验 2026-05-01

安装说明

本站只整理中文说明,不托管安装包,也不代用户安装。
GitHub
许可证
unknown

安装方式

通过对话安装

复制提示词发给支持本地命令或 Skills 的 AI 助手,先确认命令和权限,再让它执行。

请帮我安装这个 Agent Skill:cloudglue(cloudglue 搜索)
来源仓库:https://github.com/cloudglue/skills
仓库路径:skills/cloudglue
安装命令:
npx skills add https://github.com/cloudglue/skills --skill cloudglue
安装前请先检查当前环境是否支持对应 CLI,并向我确认将要执行的命令、安装目录、联网范围和文件读写权限;确认后再执行。

命令行安装

复制命令到本机终端执行。该命令会通过 npx skills 从第三方来源获取 Skill;本站只展示命令,不托管安装包,也不自动执行。

skills.shnpx skills
npx skills add https://github.com/cloudglue/skills --skill cloudglue

这个 Skill 是做什么的

研究检索类 Skill 主要解决「找资料、核对事实、把来源整理清楚」的问题,通常会让助手先检索再总结。

cloudglue 提供视频处理 SDK 指南,支持上传、描述与语义搜索能力。适用于在 Codex、Claude、Cursor、Gemini CLI 中构建 AI 驱动的视频应用。强调始终核对最新文档,因内部知识可能过时或存在错误 API 签名。

需验证 connector token 有效性,确保 POST 请求格式符合当前规范。cloudglue 属于研究检索类 Skill,可作为该场景下的辅助能力补充。

来源仓库内路径:skills/cloudglue

上手步骤

4 步
  1. 1

    确认自己的宿主工具

    公开资料标注支持 Codex、Claude、Cursor、Gemini CLI;先确认自己用的是其中之一,再按对应工具的 Skills 目录放置。

  2. 2

    拿到安装命令

    可以直接复制的命令是 npx skills add https://github.com/cloudglue/skills --skill cloudglue;命令里的占位符换成自己的路径或密钥再执行。

  3. 3

    安装后重启宿主

    命令执行完要完全退出宿主工具再打开,让新装的 Skill 被重新扫描到,否则列表里可能看不到。

  4. 4

    按最小权限试用

    它需要需要联网,先在测试目录或测试账号里跑,确认没问题再放到正式项目。

常见问题

6 条

cloudglue 怎么安装?

在终端执行 npx skills add https://github.com/cloudglue/skills --skill cloudglue。装完完全退出宿主工具再打开,让它重新扫描本地 Skill。

cloudglue 支持哪些 AI 工具?

公开资料标注支持 Codex、Claude、Cursor、Gemini CLI。其他工具只要能读取本地 Skill 目录,一般也能手动放进去,但要自己确认触发方式是否一致。

cloudglue 需要什么权限?

权限级别是需要联网。该 Skill 可能需要联网访问来源站点、仓库或外部 API;具体网络访问范围需要结合源码和 README 复核。

cloudglue 是免费的吗?

公开资料没有标注明确许可证,收费和商用限制都无法确认。正式使用前请到来源仓库核对授权说明。

cloudglue 用的人多吗?

公开数据是累计安装 196 次,近一周安装 8 次,下载 63 次,GitHub 1 星。这些数字来自第三方目录统计,只能当作热度参考,不代表质量或安全性。

cloudglue 安全吗?

第三方扫描有提醒项,说明存在需要人工确认的行为。安装前请打开源码看清它读了什么、联网到哪里。

值得选的地方和要先想清楚的地方

值得选的地方

  • 同时适配 4 种工具,换客户端不用重新找替代品。

先想清楚的地方

  • 许可证没有明确标注,能不能商用、能不能再分发都不确定。
  • 第三方扫描存在提醒项或未通过项,需要人工逐条确认。
  • 第三方目录整理,版本更新和行为细节以来源仓库为准。

适不适合你

更适合

  • 已经在用 Codex,想直接扩展它能力的人。
  • 需要处理研究检索类任务、又不想每次都手写提示词的人。

不太适合

  • 需要明确授权才能用到公司项目里的场景。
  • 需要厂商级技术支持和 SLA 的生产系统。

研究检索类 Skill 对比

6 个同类
Skill总安装GitHub 星权限许可证扫描
find-skills

寻找技能 · Codex、Claude

31,199,81316,486操作浏览器MIT有提醒
self-improving-agent

自我改进 Agent · OpenClaw

16,464,0023,396接触敏感数据MIT-0通过
soultrace

灵魂追踪 · Codex、Claude

7,588,94412需要联网未明确有提醒
self-improving

自我完善 · OpenClaw

6,829,2841,046需要联网MIT-0通过
microsoft-foundry

微软代工厂 · Codex、Claude

6,614,144764调用外部服务未明确有提醒
cloudglue

cloudglue 搜索 · 本页

1961需要联网未明确有提醒

按安装量取同分类前几名;数字来自第三方目录统计,只作热度参考,不代表质量结论。

SKILL.md 原文

Cloudglue SDK Guide

Build AI-powered video applications with Cloudglue. This skill teaches you how to find current documentation, verify API signatures, and use the Cloudglue JS SDK to upload, describe, extract, search, and chat over video content.

Critical: Do not trust internal knowledge

Everything you know about Cloudglue is likely outdated or wrong. Never rely on memory. Always verify against current documentation.

Your training data may contain obsolete APIs, deprecated patterns, and incorrect usage. Cloudglue evolves rapidly — APIs change between versions, method signatures shift, and patterns get refactored. Always check the embedded docs or source code for the installed SDK version before writing any code.

Finding Documentation

Use this 3-tier hierarchy — start with tier 1 and fall back as needed:

Tier 1: Embedded Docs (most reliable, version-locked)

node_modules/@cloudglue/cloudglue-js/docs/

Read these first. They contain exact method signatures, parameters, code snippets, and types for the installed SDK version. See references/embedded-docs.md for a file listing and decision tree.

Tier 2: Source Code

node_modules/@cloudglue/cloudglue-js/src/api/*.api.ts

Each Enhanced*Api class wraps a generated client with user-friendly methods. Read the source when embedded docs lack detail on edge cases or internal behavior.

Tier 3: Remote Docs

https://docs.cloudglue.dev/llms.txt

Use when you need conceptual deep dives, data connector setup, or features not yet in the installed SDK version. See references/remote-docs.md for navigation.

Quick Start

npm install @cloudglue/cloudglue-js
import { Cloudglue } from '@cloudglue/cloudglue-js';

const client = new Cloudglue({
  apiKey: process.env.CLOUDGLUE_API_KEY,  // keys start with 'cg-'
});

Core Mental Model

Files (upload video/audio)
  → Processing (describe, extract, face detection)
    → Collections (group processed files by type)
      → Querying (chat, search, deep search, responses API)

Files

Upload video/audio files or provide URLs. Files go through processing (pending → processing → completed). Use waitForReady() to poll until done.

Describe

Generate multimodal descriptions: speech transcription, visual scene descriptions, scene text (OCR), audio descriptions, summaries. This is the primary way to analyze video content. Note: transcribe is deprecated — use describe instead.

Extract

Pull structured data from videos using custom prompts and JSON schemas. Supports segment-level (default) or video-level extraction.

Collections

Group videos for querying. Each collection has a type that determines what data is generated:

TypeWhat it producesSupports
media-descriptionsFull multimodal descriptions (recommended)Chat, Search, Responses, Deep Search
rich-transcriptsSpeech with visual context (deprecated)Chat, Search, Deep Search
entitiesStructured extracted dataResponses API (entity-backed, nimbus-002-preview)
face-analysisFace detection dataFace queries

See references/collection-types.md for detailed comparison and selection guidance.

Chat

Q&A over collections using nimbus-001. Simple synchronous API. For streaming, background jobs, or function calling, use the Responses API instead.

Responses API

Next-generation query interface (OpenAI Responses-compatible). Supports streaming, background jobs, function calling (tools), and multiple knowledge base sources (collections, files, or default index). Models: nimbus-001 (fast), nimbus-002-preview (reasoning, entity-backed).

Search

Semantic search across collections at segment scope (find specific moments) or file scope (find relevant videos). Supports metadata and property filters.

Deep Search

Agentic retrieval — runs multiple search passes with LLM reasoning to find and synthesize answers. Supports streaming and the same knowledge base sources as the Responses API.

API Quick Reference

NamespaceKey MethodsNotes
client.filesuploadFile, listFiles, getFile, waitForReadyFile param is globalThis.File
client.collectionscreateCollection, addMedia, addMediaByUrl, waitForReadyaddVideo/addVideoByUrl are deprecated
client.describecreateDescribe, waitForReady, getDescribeReplaces transcribe
client.extractcreateExtract, waitForReady, getExtractPrompt + schema for structured data
client.chatcreateCompletionRequires videos in collections
client.responsescreateResponse, createStreamingResponse, waitForReadyPreferred over chat for new projects
client.searchsearchContentSegment or file scope
client.deepSearchcreateDeepSearch, createStreamingDeepSearch, waitForReadyAgentic multi-pass search
client.dataConnectorslist, listFilesS3, Dropbox, Google Drive, Zoom, etc.
client.faceDetectioncreateFaceDetection, waitForReadyDetect faces in video
client.faceMatchcreateFaceMatch, waitForReadyMatch faces with source image

Key Patterns

Async Job Polling

All processing jobs use waitForReady():

const result = await client.describe.waitForReady(jobId, {
  pollingInterval: 5000,  // ms between polls (default)
  maxAttempts: 36,        // max attempts (default, = 3 min)
});

Knowledge Base Sources

The Responses API and Deep Search share three knowledge base types:

{ source: 'collections', collections: ['col_id'] }  // query specific collections
{ source: 'files', files: ['file_id'] }              // query specific files
{ source: 'default' }                                // files with use_in_default_index

Streaming

Responses API and Deep Search support SSE streaming:

const stream = await client.responses.createStreamingResponse({ ... });
for await (const event of stream) {
  if (event.type === 'response.output_text.delta') {
    process.stdout.write(event.delta);
  }
}

Filters

Search and list operations accept metadata/property filters:

import { FilterOperator } from '@cloudglue/cloudglue-js';
filter: {
  metadata: [{ path: 'key', operator: FilterOperator.Equal, valueText: 'value' }],
}

Common Gotchas

  • transcribe is deprecated — use describe for all transcription/description needs
  • rich-transcripts collection type is deprecated — use media-descriptions (the default) instead; it provides full multimodal output including speech
  • Chat requires collections — videos must be added to a collection before querying with chat/search
  • nimbus-002-preview for entity-backed — entity-backed knowledge in Responses API requires this model
  • File uploads use FormData — the SDK handles this internally via axios, not Zodios
  • waitForReady defaults — 5s interval × 36 attempts = 3 min max; increase for large videos
  • Streaming requires Node 18+ — uses ReadableStream / fetch APIs
  • addVideo/addVideoByUrl are deprecated — use addMedia/addMediaByUrl

References

平台分布

Codex

34.38%
按下载量换算22

Claude

32.74%
按下载量换算21

Cursor

18.64%
按下载量换算12

Gemini CLI

9.98%
按下载量换算6

安全审计

Gen Agent Trust Hub

通过

Socket

通过

Snyk

可疑

权限和风险

需要联网

该 Skill 可能需要联网访问来源站点、仓库或外部 API;具体网络访问范围需要结合源码和 README 复核。

安装前确认

本站仅展示第三方公开信息,不托管安装包,不提供自动安装或运行环境。安装前应自行审查源码、依赖和命令行为。来源安全扫描存在提醒或未通过项,安装前请自行复核。目前只有一个公开来源,建议同时核对源仓库。

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