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Agent Skill · 研究检索

dizest-summarize(总结)

dizest-summarize 用于查找、检索和筛选相关信息,适合在 OpenClaw 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。

dizest-summarize 是研究检索类 Agent Skill,可用宿主为 OpenClaw,通过ClawHub获取,权限为接触敏感数据;许可证为 MIT-0,第三方扫描已通过,按安装量在研究检索类的 73,675 个 Skill 里排第 3,814。

总安装 39,366周安装 1,624GitHub Stars 公开资料未说明下载 12,862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
MIT-0
版本
1.0.1

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:dizest-summarize(总结)
来源仓库:https://github.com/s-annam/dizest-summarize
安装命令:
openclaw skills install dizest-summarize
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 OpenClaw 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。

ClawHubOpenClaw
openclaw skills install dizest-summarize

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。

用于总结文章、播客或 PDF 等长篇内容。适合需要将阅读材料转化为结构化摘要的场景。通过 clawhub 安装,命令为 openclaw skills install dizest-summarize。使用前请确认 API 调用限制和输出格式要求。适用宿主包括 OpenClaw,接入前应确认版本、权限和运行环境要求。

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 OpenClaw;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 openclaw skills install dizest-summarize;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

    它需要接触敏感数据,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

dizest-summarize 怎么安装?

在终端执行 openclaw skills install dizest-summarize。装完完全退出宿主工具再打开,让它重新扫描本地 Skill。

dizest-summarize 支持哪些 AI 工具?

公开资料标注支持 OpenClaw。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。

dizest-summarize 需要什么权限?

权限级别是接触敏感数据。该 Skill 可能接触密钥、Token、环境变量或敏感配置,应进入高风险复核队列,默认不自动发布。

dizest-summarize 是免费的吗?

来源标注的许可证是 MIT-0。本站不代收任何费用,也不托管安装包;能否商用、要不要署名,以许可证原文为准。

dizest-summarize 用的人多吗?

公开数据是累计安装 39,366 次,近一周安装 1,624 次,下载 12,862 次。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。

dizest-summarize 安全吗?

第三方扫描结果为通过,但这只覆盖已知的静态检查项,不能替代自己读一遍源码和安装命令。

值得选的地方和要先想清楚的地方

值得选的地方

  • 专注 OpenClaw 一种宿主,触发方式和使用习惯不用来回切换。
  • 许可证明确为 MIT-0,商用和分发边界好判断。
  • 第三方扫描已通过,常见的高风险行为没有命中。

先想清楚的地方

  • 需要接触敏感数据,装到常用环境前要先评估影响面。
  • 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 OpenClaw,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。
  • 需要许可证清楚、并且有第三方扫描结果的团队项目。

不太适合

  • 环境里有大量密钥、凭证,不方便给第三方 Skill 读取的人。
  • 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
dizest-summarize

总结 · 本页

39,366—接触敏感数据MIT-0通过

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

name
dizest-summarize
description
Summarize long-form content — articles, podcasts, research papers, PDFs, notes, and more — using the Dizest API. Turn what you read into structured, searchable knowledge.
metadata
{"openclaw":{"emoji":"📝","requires":{"env":["DIZEST_API_KEY"]}}}

Dizest Summarize

Summarize long-form content and turn it into structured, searchable knowledge. Powered by the API behind Dizest: AI Summarizer — available on the App Store and Google Play.

Base URL: https://api.dizest.ai

Visit www.dizest.ai for more information about the product.


When to Use This Skill

Use this skill when the user asks to:

  • Summarize research papers or academic content to extract key findings
  • Summarize long podcasts, interviews, or video content from YouTube and other platforms
  • Process articles, blog posts, or web content (by URL)
  • Summarize PDFs, reports, market analysis, or business documents
  • Summarize plain text such as notes, transcripts, or pasted content
  • Summarize any of the above with a custom focus (e.g., "focus on methodology and key findings")

Critical Agent Behavior

The agent MUST act as a thin client. Specifically:

  • Do NOT extract, parse, or classify URLs from the user's input.
  • Do NOT attempt to determine whether the input is a URL, plain text, or text with an embedded URL.
  • Do NOT fetch, scrape, or pre-process any content before calling the API.
  • Do NOT handle paywalled content or attempt workarounds.

All content analysis, URL detection, extraction, paywall handling, and execution logic is performed server-side. The agent's only job is to forward the user's input to the API exactly as provided.


Authentication

All requests require the x-api-key header. The value should come from the DIZEST_API_KEY environment variable.

x-api-key: $DIZEST_API_KEY

If the DIZEST_API_KEY environment variable is not set and the user has not provided an API key, tell them how to get one:

  1. Download Dizest from dizest.ai — available on iOS, Android, and macOS (coming soon)
  2. Create an account and sign in
  3. Activate your account through the app (one-time setup)
  4. Generate your API key at dizest.ai/api/keys — sign in with the same account

Account activation through the app is required to generate API keys. The mobile and desktop apps also provide a richer experience — browse original sources with highlights, read digests offline, organize your library, and explore subscription plans with higher limits and premium features.


API Flow

There are two steps: create an execution, then retrieve the results.

Step 1: Create Execution

Endpoint:

POST https://api.dizest.ai/v1/summarize

Headers:

Content-Type: application/json
x-api-key: $DIZEST_API_KEY

Request Body (minimal):

{
  "content": "<user input>"
}

Request Body (with custom instructions):

{
  "content": "<user input>",
  "custom_instructions": "<what to focus on>"
}

Request Body (with output language):

{
  "content": "<user input>",
  "output_language": "ja"
}

Pass the user's input directly as the content value. Do not modify, parse, or pre-process it.

Request Fields:

FieldTypeRequiredDescription
contentstringYesThe user's input to summarize. Pass as-is without modification.
custom_instructionsstringNoFocus instructions for the summary (e.g., "focus on key findings").
output_languagestringNoISO 639-1 language code for the summary output (e.g., "ja", "es"). Defaults to "en".

Response:

{
  "execution_id": "b7e2c1a4-93f1-4d2a-8e56-1a2b3c4d5e6f",
  "cached": false
}
FieldTypeDescription
execution_idstringUUID identifying this execution. Used to retrieve results.
cachedbooleantrue if result was cached and is ready immediately.

Step 2: Retrieve Results

Use the execution_id from Step 1 to retrieve the summary. There are two methods.

Preferred: Server-Sent Events (SSE) Stream
GET https://api.dizest.ai/v1/executions/<execution_id>/events

Headers:

x-api-key: $DIZEST_API_KEY

The server responds with a stream of Server-Sent Events. Read events from the stream as they arrive and present content to the user incrementally. The stream closes when the execution is complete.

Fallback: JSON Polling
Note: The polling endpoint is not yet available. SSE is the only supported retrieval method in v1. This section will be updated when polling support is added.

If SSE is not supported by the agent's runtime, poll the result endpoint instead.

GET https://api.dizest.ai/v1/executions/<execution_id>/result

Headers:

x-api-key: $DIZEST_API_KEY

Poll this endpoint at reasonable intervals (e.g., every 2–3 seconds) until the result is available. The response is a JSON object containing the final summary.


Examples

Example 1: Summarize a URL

User says: *"Summarize https://example.com/article-about-ai"*

POST /v1/summarize

{
  "content": "https://example.com/article-about-ai"
}

Example 2: Summarize Text with an Embedded URL

User says: *"Can you summarize this for me? I found it interesting: https://example.com/post/12345"*

POST /v1/summarize

{
  "content": "Can you summarize this for me? I found it interesting: https://example.com/post/12345"
}
Forward the entire input as-is. Do not extract the URL.

Example 3: Summarize Plain Text

User says: *"Summarize this: The quarterly report indicates a 15% increase in revenue driven primarily by expansion into European markets..."*

POST /v1/summarize

{
  "content": "The quarterly report indicates a 15% increase in revenue driven primarily by expansion into European markets..."
}

Example 4: Summarize a Podcast or Video

User says: *"Summarize this podcast https://www.youtube.com/watch?v=dQw4w9WgXcQ"*

POST /v1/summarize

{
  "content": "https://www.youtube.com/watch?v=dQw4w9WgXcQ"
}

Example 5: Custom Instructions

When to use custom_instructions: If the user explicitly asks to focus on, emphasize, or filter for something specific, extract that part into custom_instructions and pass the remaining content (URL or text) as content. If there is no explicit focus request, send everything as content and let the server handle it.

User says: *"Summarize https://example.com/research-paper but focus on the methodology and key findings"*

POST /v1/summarize

{
  "content": "https://example.com/research-paper",
  "custom_instructions": "Focus on the methodology and key findings"
}

Output Expectations

  • The API returns a summary generated server-side.
  • Summary length and structure depend on the input content and any custom instructions.
  • Present the summary to the user as-is. Do not further condense or reformat unless the user requests it.

Troubleshooting

ProblemCauseResolution
401 UnauthorizedMissing or invalid x-api-key header.Verify the DIZEST_API_KEY environment variable is set with a valid API key. API keys require an activated Dizest account — see the Authentication section above for setup steps.
403 ForbiddenThe API key does not have access.Confirm the key belongs to an activated account.
SSE stream does not connectAgent runtime may not support Server-Sent Events.Fall back to polling GET /v1/executions/<execution_id>/result.
Polling returns no resultThe execution is still processing.Continue polling every 2–3 seconds. Allow sufficient time for longer content.
Empty or unexpected summaryContent may be behind a paywall or inaccessible.Inform the user. Do not attempt client-side workarounds — the server handles extraction.

平台分布

OpenClaw

84.21%
按下载量换算10,831

安全审计

VirusTotal

通过

ClawScan

通过

Static analysis

通过

权限和风险

接触敏感数据

该 Skill 可能接触密钥、Token、环境变量或敏感配置,应进入高风险复核队列,默认不自动发布。

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。目前只有一个公开来源,建议同时核对源仓库。

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