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Agent Skill · 研究检索

paragraph(paragraph 搜索)

paragraph 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。

paragraph 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,第三方扫描有提醒项,按安装量在研究检索类的 73,675 个 Skill 里排第 64,698。

总安装 294周安装 12GitHub Stars 公开资料未说明下载 95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
1.2.0

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:paragraph(paragraph 搜索)
来源仓库:https://github.com/claireaicodes/paragraph
安装命令:
openclaw skills install paragraph
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 paragraph

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。适用于 Paragraph.com 上的 Web3 原生博客自动化,包括链上帖子存储和代币化参与管理。通过 clawhub 安装,结合来源仓库和原始 README 核验具体用法,支持内容发布管理。

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操作。当前主要用于研究检索类任务,需配合区块链平台使用。

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 paragraph;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

paragraph 怎么安装?

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

paragraph 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。

paragraph 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。

paragraph 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。

paragraph 用的人多吗?

公开数据是累计安装 294 次,近一周安装 12 次,下载 95 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。

paragraph 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

  • 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。

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 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。

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
paragraph

paragraph 搜索 · 本页

294—接触敏感数据MIT-0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

name
paragraph
description
OpenClaw skill for Paragraph.com — Web3-native blogging with tokenization, onchain storage, and community features
version
1.2.0
author
Phil (OpenClaw)
license
ISC
homepage
https://github.com/ClaireAICodes/openclaw-skill-paragraph
metadata
{ "openclaw": { "emoji": "📝", "requires": { "env": ["PARAGRAPH_API_KEY", "PARAGRAPH_PUBLICATION_SLUG"] } } }
type
tool
main
skill.js
env
description
Paragraph API authentication key
required
true
description
Publication slug for URL building (required). Example: "myblog" or "jonathancolton.eth
required
true
description
Default publication ID (optional, not needed if slug is set)
required
false
description
Custom API base URL (for testing)
required
false
tools
dependencies
[] # Uses native fetch, no external deps
tags
documentation
README.md
setup
description
Go to Paragraph account settings → Integrations → Generate API key
description
Find your publication slug in your Paragraph dashboard (e.g., "myblog" or "jonathancolton.eth")
description
Add PARAGRAPH_API_KEY and PARAGRAPH_PUBLICATION_SLUG to OpenClaw environment
description
Set PARAGRAPH_PUBLICATION_ID if you prefer using ID over slug (slug is recommended)
examples
call
paragraph_testConnection
call
paragraph_getMyPublication
call
paragraph_createPost
params
title
My Web3 Blog Post
markdown
# Hello\
sendNewsletter
false
categories
["web3", "blockchain"]
call
paragraph_listPosts
params
limit
10
includeContent
false
call
paragraph_getCoin
params
coinId
coin_123
notes

Paragraph OpenClaw Skill

![License: ISC](https://opensource.org/licenses/ISC) ![OpenClaw Skill](https://github.com/openclaw/openclaw) ![Paragraph API](https://paragraph.com/docs/api-reference) ![Node.js 19+](https://nodejs.org)

Overview

Paragraph.com reimagines blogging for the decentralized era. Posts are stored onchain, can be minted as NFTs (coins), and communities can own and govern content. This skill gives OpenClaw agents full programmatic access to Paragraph's API, enabling automated publishing workflows, subscriber management, and token-gated content strategies.

Why integrate Paragraph with OpenClaw?

  • Automated content pipelines: Schedule regular posts, cross-post from other platforms, or auto-publish research reports
  • Tokenized engagement: Track coin holders, distribute rewards, and build onchain communities
  • Newsletter automation: Manage subscriber lists, segment audiences, and trigger send-outs without manual work
  • Decentralized permanence: Your content lives on the blockchain, immune to platform takedowns
  • Monetization ready: Built-in token economics mean you can launch social tokens around your writing

This skill is production-ready for creators, DAOs, and Web3 projects that want to treat blogging as a protocol, not a siloed service.

Features in Depth

Post Management

Create posts with rich Markdown, categories, and optional newsletter dispatch. Paragraph handles onchain anchoring automatically. You can:

  • Publish instantly or wait for onchain confirmation (waitForProcessing)
  • Assign categories for discoverability
  • Attach images and embedded content via Markdown
  • Retrieve posts by ID or human-readable slug
  • List recent posts with or without full content

Note: Updating posts isn't supported by Paragraph's API yet. To "edit", you delete and recreate (preserving slug if possible).

Publication Control

Every Paragraph account has one or more publications (think: multi-author blogs under one roof). This skill can:

  • Auto-detect your primary publication using just an API key
  • Fetch publication metadata (name, slug, custom domains, settings)
  • Look up publications by their ENS-style domain (e.g., myblog.paragraph.eth)

Subscriber Relationship Management

Build and nurture your audience:

  • Add subscribers individually via email or wallet address
  • Tag subscribers for segmentation (e.g., "premium", "nft-holder", "early-adopter")
  • Import bulk lists via CSV (ideal for migrating from Substack, Ghost, etc.)
  • Track subscriber count over time
  • Double opt-in support for GDPR compliance

CSV format for import:

email,wallet,tags
alice@example.com,,newsletter
bob@example.com,0x123...,nft-holder

Token & Coin Operations

Paragraph's killer feature: every post can have a coin (social token). This skill exposes:

  • Get coin details by ID (supply, holders, price)
  • Look up coins by contract address (for external tracking)
  • Discover trending/popular coins across the platform
  • List coin holders (with pagination) — useful for airdrops or community analysis

Coins enable creators to launch micro-economies around their content. Readers can buy/sell the coin, aligning incentives around the writer's success.

User & Feed Discovery

  • Get user profiles by internal ID or linked wallet
  • Fetch the global "For You" feed or get posts filtered by tag
  • Combine with coin data to identify influential writers

Setup Guide

Step 1: Get your Paragraph API key

  1. Log into Paragraph
  2. Navigate to Account Settings → Integrations
  3. Click "Generate API Key"
  4. Copy the key (starts with para_ or similar)

Step 2: Find your publication slug

Your publication slug is the URL-friendly name used in your blog's address:

  • If your blog is myblog.paragraph.eth, the slug is myblog
  • You can also find it in the dashboard under Publication Settings
  • Alternatively, set only PARAGRAPH_API_KEY and call paragraph_getMyPublication to auto-discover

Step 3: Configure OpenClaw

Add to your OpenClaw environment (config file or export):

export PARAGRAPH_API_KEY="pk_live_xxxxxxxx"
export PARAGRAPH_PUBLICATION_SLUG="myblog"

Restart or reload OpenClaw to pick up the variables.

Step 4: Verify

# In an OpenClaw agent session
tools.paragraph_testConnection({})  # should return success: true
tools.paragraph_getMyPublication({})  # should return your publication data

Real-World Use Cases

Automated Research Publishing

If you run a Web3 research DAO, use OpenClaw to:

  1. Scrape or generate daily market reports
  2. Format them in Markdown with charts
  3. Publish to Paragraph via paragraph_createPost
  4. Mint a coin for each report to create prediction markets
  5. Notify subscribers with the new slug

Token-Gated Newsletter

  1. Build a list of wallet holders from paragraph_listCoinHolders
  2. Export to CSV and import as premium subscribers
  3. Create a posts with exclusive insights
  4. Use sendNewsletter: true to push to that segment only

Cross-Platform Syndication

  • Publish to Paragraph first (onchain timestamp)
  • Cross-post to Mirror, Medium, or Twitter with proof of originality
  • Track engagement across platforms using coin metrics

Personal Content Archive

Back up all your blog content to your own knowledge base using OpenClaw's knowledge-management skill alongside this one — parse posts with paragraph_listPosts, extract content, and store locally in a structured format.

Error Handling & Best Practices

Rate Limits

Paragraph API has rate limits per API key. If you hit limits:

  • Implement exponential backoff (wait 1s, 2s, 4s, 8s...)
  • Batch operations (e.g., import subscribers instead of individual adds)
  • Cache frequently accessed data (publication info, user profiles)

Onchain Delays

When waitForProcessing: false, the post returns immediately but the slug may be undefined for a few seconds/minutes while the transaction confirms. Strategies:

  • Poll paragraph_getPostBySlug with the returned id until slug appears
  • Or just set waitForProcessing: true for simpler flow (slower)

CSV Import Quirks

  • File must be UTF-8 plain text
  • Headers: email,wallet,tags (tags are comma-separated within the cell)
  • At least one of email or wallet must be present per row
  • Duplicate emails/wallets are skipped by Paragraph

Invalid API Keys

Common causes:

  • Key from test environment used in production (or vice versa)
  • Key accidentally revoked
  • Copy-paste error (extra whitespace)

Use paragraph_testConnection to validate.

Implementation Details

  • Written in pure JavaScript (ES modules)
  • Uses Node's built-in fetch (Node 19+ / OpenClaw's Node 24)
  • No external dependencies → minimal attack surface, easy to audit
  • Tools are pure functions — easy to test and compose
  • Error responses include human-readable messages from Paragraph API

Troubleshooting

SymptomLikely CauseFix
Not logged in from any toolPARAGRAPH_API_KEY missing/invalidSet correct key, restart agent
Publication not foundSlug typo or wrong publicationVerify slug via dashboard or getMyPublication
Slug undefined after createwaitForProcessing: false and fast pollingWait a few seconds and retry, or use waitForProcessing: true
Rate limit exceededToo many requests in short timeAdd delays, batch calls, or upgrade Paragraph plan
CSV import: invalid formatNot CSV, wrong headers, binary modeEnsure UTF-8 text with exact header row

Version History

  • 1.2.0 (2026-03-10) — Republished to ClawHub with comprehensive docs; added LICENSE; minor improvements
  • 1.1.0 — Added coin holder listing, enhanced user lookup
  • 1.0.0 — Initial public release with posts, publications, subscribers, coins, feed

License

ISC © Phil (OpenClaw)

Contributing

This skill lives at: https://github.com/ClaireAICodes/openclaw-skill-paragraph

Issues and PRs welcome. Please test against a Paragraph sandbox account before submitting.

适合场景

01

研究助手

02

事实核查

03

知识库问答

04

带来源的搜索总结

能力概览

能力 1

组合搜索和大模型调用

能力 2

支持多来源检索和总结

能力 3

强调引用来源和事实核查

能力 4

适合研究型 Agent 流程

平台分布

OpenClaw

81.97%
按下载量换算78

安全审计

VirusTotal

可疑

ClawScan

通过

Static analysis

可疑

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。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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