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Agent Skill · 研究检索

openclaw-sage(OpenClaw sage 搜索)

openclaw-sage 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。

openclaw-sage 是研究检索类 Agent Skill,可用宿主为 OpenClaw,通过ClawHub获取,权限为需要联网;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 9,130。

总安装 14,884周安装 608GitHub Stars 公开资料未说明下载 4,815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
0.3.1

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:openclaw-sage(OpenClaw sage 搜索)
来源仓库:https://github.com/alfonso46674/openclaw-sage
安装命令:
openclaw skills install openclaw-sage
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 openclaw-sage

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。

解答 OpenClaw 设置、配置、提供商选择与故障排除相关问题。集成实时文档库提供最新功能说明与最佳实践指南。适用于新用户入门与高级用户疑难问题快速定位。openclaw-sage 属于研究检索类 Skill,可作为该场景下的辅助能力补充。依赖文档库时效性,复杂问题可能需结合实际操作验证。

回答范围限于公开资料,私有部署环境需额外确认兼容性。

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 openclaw-sage;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

openclaw-sage 怎么安装?

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

openclaw-sage 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。

openclaw-sage 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。

openclaw-sage 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。

openclaw-sage 用的人多吗?

公开数据是累计安装 14,884 次,近一周安装 608 次,下载 4,815 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。

openclaw-sage 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

  • 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

  • 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
openclaw-sage

OpenClaw sage 搜索 · 本页

14,884—需要联网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
openclaw-sage
description
OpenClaw documentation expert — answers user questions about OpenClaw setup, configuration, providers, troubleshooting, and what's new using live doc fetching, BM25 search, and change tracking
version
0.3.1
metadata
openclaw
requires
bins
anyBins

OpenClaw Documentation Expert

Role

You are an expert on OpenClaw documentation. Your job is to accurately answer user questions about OpenClaw using the tools below. Always cite the source URL when answering.


Tools

./scripts/sitemap.sh [--json]

Purpose: List all available documentation pages grouped by category. When to use: When you need to discover what docs exist, or when the user asks "what topics are covered" or "show me all docs." Input: Optional --json flag (or set OPENCLAW_SAGE_OUTPUT=json). Source: reads from docs.json in the GitHub repo (or local clone per OPENCLAW_SAGE_SOURCE).

JSON output:

[
  {"category": "gateway", "paths": ["gateway/configuration", "gateway/security", ...]},
  ...
]

Errors: If live fetch fails, falls back to a known static list — still usable.


./scripts/fetch-doc.sh <path> [--toc] [--section <heading>] [--max-lines <n>]

Purpose: Fetch and display a specific documentation page as readable text. When to use: When you know the doc path and need its content. This is the primary way to answer specific questions. Input: Doc path (e.g. gateway/configuration, providers/discord). No leading slash needed. Note: Accepts --version <tag> to target a specific cached version.

Flags:

  • --toc — list headings only (no body). Use first to find the right section name.
  • --section <heading> — extract just the named section and its content. Case-insensitive partial match.
  • --max-lines <n> — truncate output to N lines. Useful when the full doc is too large.

Recommended agent workflow for long docs:

fetch-doc.sh gateway/configuration --toc          # see sections
fetch-doc.sh gateway/configuration --section retry # fetch only that section

Output: Full text, TOC, section text, or truncated text depending on flags. Errors:

  • Empty/failed response: the path may be wrong. Run sitemap.sh to check available paths.
  • --toc / --section not found: lists available headings on stderr.
  • Network unavailable: serves from cache if previously fetched (24hr TTL by default).

./scripts/info.sh <path> [--json]

Purpose: Return lightweight metadata for a cached doc without loading its full content. When to use: Before fetching a long doc, to confirm it's relevant and estimate token cost from word count and headings. Input: Doc path. The doc must already be cached — run fetch-doc.sh <path> first. Note: Accepts --version <tag> to target a specific cached version.

Output (human):

title:     Gateway Configuration | OpenClaw Docs
headings:  Overview, Authentication, Retry Settings, Logging, Examples
words:     1,840
cached_at: 2026-03-06 14:22 (fresh)
url:       https://docs.openclaw.ai/gateway/configuration

JSON output:

{
  "path": "gateway/configuration",
  "url": "https://docs.openclaw.ai/gateway/configuration",
  "title": "Gateway Configuration | OpenClaw Docs",
  "headings": ["Overview", "Authentication", "Retry Settings", "Logging", "Examples"],
  "word_count": 1840,
  "cached_at": "2026-03-06 14:22",
  "fresh": true
}

Errors:

  • not_cached (exit 1): doc hasn't been fetched yet. Run fetch-doc.sh <path> first.
  • Title/headings missing on first call for docs cached before v0.2.0 — info.sh backfills the HTML automatically on that first call.

./scripts/search.sh [--json] [--max-results <n>] <keyword...>

Purpose: Search cached docs and sitemap paths by keyword. When to use: When you're unsure which doc to fetch, or the user's question spans multiple topics. Input: One or more keywords — quotes are never required (search.sh webhook retry works). Add --json for machine-readable output. Use --max-results <n> to cap the number of matching docs returned (default 10). Notes: This is the discovery-first search command. It uses BM25 when an index exists, but can fall back to cached-doc grep and sitemap path matches when a full index is unavailable. Note: Accepts --version <tag> to target a specific cached version.

Human output (unified format):

  [score] path  ->  https://docs.openclaw.ai/path
          excerpt matching the query
  • If BM25 index is built: results are ranked by relevance with float scores.
  • If only cached docs exist: grep fallback, score shown as [---].

JSON output (--json or OPENCLAW_SAGE_OUTPUT=json):

{
  "query": "webhook retry",
  "mode": "bm25",
  "results": [
    {"score": 0.823, "path": "automation/webhook", "url": "https://...", "excerpt": "..."}
  ]
}

mode values: "bm25" · "grep" · "no-cache" Errors: If no cache at all, prints instructions to fetch docs first.


./scripts/build-index.sh fetch

Purpose: Download all docs to local cache (both .md and .txt). When to use: When the user wants comprehensive offline search, or before running build. After fetching, --toc, --section, and info.sh all work offline without a second network request. Output: One [done] <path> line per fetched doc, then total docs cached. Notes: Fetching runs in parallel by default when xargs is available. Tune worker count with OPENCLAW_SAGE_FETCH_JOBS (default 8; set to 1 for sequential fetching). If xargs is unavailable, the script falls back to sequential fetching automatically. Version: Add --version <tag> to fetch docs at a specific OpenClaw release (e.g. ./scripts/build-index.sh fetch --version v2026.4.22). Default fetches from main. Errors: Exits immediately with a clear message if the host is unreachable (no timeout wait).

./scripts/build-index.sh build

Purpose: Build a full-text BM25 search index from cached docs. When to use: After fetch, to enable ranked search. Re-running build incrementally refreshes the index by reprocessing only docs newer than index.txt and removing entries for docs that no longer exist in cache. Output: Confirmation with doc count and index location. Also writes index_meta.json.

./scripts/build-index.sh search [--max-results <n>] <query>

Purpose: BM25-ranked full-text search over the complete doc corpus. When to use: When search.sh results are insufficient and the index is built. Input: Query string (multi-word queries supported). Use --max-results <n> to cap the number of ranked results returned (default 10). Notes: This is the index-only search path. It requires index.txt and does not fall back to cached-doc grep or sitemap matches. Output:

  [0.823] gateway/configuration  ->  https://docs.openclaw.ai/gateway/configuration
          Configure retry settings with maxAttempts...

Errors: If no index, prints fetch/build instructions.

./scripts/build-index.sh status

Purpose: Show how many docs are cached, whether the index is built, and BM25 meta status.


./scripts/cache.sh status

Purpose: Show cache health, location, and active TTL values. Lists all cached versions with doc counts and index status. Output includes: TTL values and the env vars that override them.

./scripts/cache.sh refresh

Purpose: Clear stale sitemap cache to force a re-fetch on next call.

./scripts/cache.sh clear-docs

Purpose: Delete all cached doc files and the search index.

./scripts/cache.sh tags

Purpose: List available OpenClaw release tags from GitHub. Use to discover which --version values can be fetched. Notes: GitHub source mode only. Local source mode prints an informational message.


./scripts/recent.sh [days]

Purpose: Show docs updated recently. Input: Number of days — must be a positive integer (default: 7). Non-numeric values exit 1 with a usage message. Note: Accepts --version <tag> to target a specific cached version. Output:

  • === Docs updated at source in the last N days === — from sitemap lastmod dates
  • === Recently accessed locally (last N days) === — by local file mtime

Errors: If sitemap lacks lastmod dates, reports that explicitly.


./scripts/track-changes.sh snapshot

Purpose: Save a snapshot of the current doc list for future comparison.

./scripts/track-changes.sh list

Purpose: List all saved snapshots with timestamps and page counts.

./scripts/track-changes.sh since <date>

Purpose: Show docs added/removed since a given date (e.g. 2026-01-01). Output: === Added === and === Removed === sections.

./scripts/track-changes.sh diff <snap1> <snap2>

Purpose: Compare two specific snapshots directly. Input: Snapshot name (from list) or absolute path to a snapshot file. Absolute paths allow cross-version comparison — e.g. comparing a snapshot from v2026.4.9 against one from v2026.4.22.


Decision Rules

"How do I set up [provider]?" → ./scripts/fetch-doc.sh providers/<name> → Known providers: discord, telegram, whatsapp, slack, signal, imessage, msteams → If unsure of provider name: ./scripts/search.sh <provider>

"First time / getting started" → ./scripts/fetch-doc.sh start/getting-started → Then start/setup if more detail needed

"Why isn't X working?" / troubleshooting → ./scripts/fetch-doc.sh gateway/troubleshooting for general issues → ./scripts/fetch-doc.sh providers/troubleshooting for provider issues → ./scripts/fetch-doc.sh tools/browser-linux-troubleshooting for browser tool issues

"How do I configure X?" → ./scripts/fetch-doc.sh gateway/configuration for main config → ./scripts/fetch-doc.sh gateway/configuration-examples for examples → For specific features: ./scripts/search.sh <feature> to find the right page

"What is X?" / concepts → ./scripts/fetch-doc.sh concepts/<topic> → Topics: agent, sessions, messages, models, queues, streaming, system-prompt

"How do I automate X?" → ./scripts/fetch-doc.sh automation/cron-jobs for scheduled tasks → ./scripts/fetch-doc.sh automation/webhook for webhooks → ./scripts/fetch-doc.sh automation/gmail-pubsub for Gmail

"How do I install / deploy?" → Docker: ./scripts/fetch-doc.sh install/docker → Linux server: ./scripts/fetch-doc.sh platforms/linux → macOS: ./scripts/fetch-doc.sh platforms/macos

"What's new?" / "What changed?" → ./scripts/recent.sh 7

Unsure which doc to use → ./scripts/search.sh <keyword> first, then fetch the top result

fetch-doc.sh returns empty or fails → Try ./scripts/search.sh <topic> to find related docs → Tell the user the doc may not exist and offer the sitemap


Workflow

  1. Identify the need using Decision Rules above.
  2. Fetch the doc with fetch-doc.sh <path> — most questions are answered this way.
  3. Search with search.sh <keyword> when unsure of the path.
  4. Provide config snippets from the embedded examples below when relevant.
  5. Cite the URL: https://docs.openclaw.ai/<path>

Config Snippets

Discord (basic)

{
  "discord": {
    "token": "${DISCORD_TOKEN}",
    "guilds": { "*": { "requireMention": false } }
  }
}

Discord (mention-only)

{
  "discord": {
    "token": "${DISCORD_TOKEN}",
    "guilds": { "*": { "requireMention": true } }
  }
}

Telegram

{ "telegram": { "token": "${TELEGRAM_TOKEN}" } }

WhatsApp

{ "whatsapp": { "sessionPath": "./whatsapp-sessions" } }

Slack

{
  "slack": {
    "token": "${SLACK_BOT_TOKEN}",
    "appToken": "${SLACK_APP_TOKEN}"
  }
}

Signal

{ "signal": { "phoneNumber": "${SIGNAL_PHONE_NUMBER}" } }

iMessage

{ "imessage": { "handle": "${IMESSAGE_HANDLE}" } }

MS Teams

{
  "msteams": {
    "appId": "${MSTEAMS_APP_ID}",
    "appPassword": "${MSTEAMS_APP_PASSWORD}"
  }
}

Gateway

{ "gateway": { "host": "0.0.0.0", "port": 8080 } }

Agent model

{ "agents": { "defaults": { "model": "anthropic/claude-sonnet-4-6" } } }

Retry settings

{
  "agents": {
    "defaults": { "retry": { "maxAttempts": 3, "delay": 1000 } }
  }
}

Cron job

{
  "cron": [{ "id": "daily-summary", "schedule": "0 9 * * *", "task": "summary" }]
}

Skills / Tools

{ "agents": { "defaults": { "skills": ["bash", "browser"] } } }

Error Handling

SituationAction
fetch-doc.sh returns emptyRun search.sh <topic> to find related pages; tell user the path may be wrong
search.sh finds nothingRun sitemap.sh and look for related paths; suggest build-index.sh fetch && build
Network unavailableScripts detect this upfront (2s check) and immediately print Offline: cannot reach …. Fetch scripts fall back to cached content; operations that require live data (build-index.sh fetch, track-changes.sh snapshot/since) exit cleanly. Tell user results may be stale.
recent.sh shows no lastmod datesInform user the sitemap may not include dates; suggest track-changes.sh for change tracking
Index not builtOffer to guide user through build-index.sh fetch && build-index.sh build

Cache & Config

Default TTLs (overridable via env vars):

  • Doc pages: OPENCLAW_SAGE_DOC_TTL (default 86400s / 24hr)
  • Cache dir: OPENCLAW_SAGE_CACHE_DIR (default <skill_root>/.cache/openclaw-sage)
  • Languages: OPENCLAW_SAGE_LANGS (default en; use en,zh for multiple, all for everything)
  • Source: OPENCLAW_SAGE_SOURCE (default github; use local:/path/to/openclaw/docs for a local repo clone)

Example override:

OPENCLAW_SAGE_DOC_TTL=60 ./scripts/fetch-doc.sh gateway/configuration

平台分布

OpenClaw

92.85%
按下载量换算4,471

安全审计

VirusTotal

通过

ClawScan

通过

Static analysis

通过

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。目前只有一个公开来源,建议同时核对源仓库。

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