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Agent Skill · 研究检索

free-search-aggregator(免费搜索聚合器)

free-search-aggregator 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。

free-search-aggregator 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 7,546。

总安装 18,689周安装 771GitHub Stars 1下载 6,106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
1.3.0

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:free-search-aggregator(免费搜索聚合器)
来源仓库:https://github.com/vulcanusalex/free-search-aggregator
安装命令:
openclaw skills install free-search-aggregator
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 free-search-aggregator

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。

支持多提供商网络搜索,具备配额感知与自动故障转移。覆盖 12 个搜索源,支持深度搜索与实时配额更新。适用于复杂信息检索与高可靠性需求场景。free-search-aggregator 属于研究检索类 Skill,可作为该场景下的辅助能力补充。使用时需注意各提供商结果差异与准确性验证。

安装方式:clawhub,适用于 OpenClaw 研究检索模块。

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 free-search-aggregator;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

free-search-aggregator 怎么安装?

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

free-search-aggregator 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。

free-search-aggregator 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。

free-search-aggregator 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。

free-search-aggregator 用的人多吗?

公开数据是累计安装 18,689 次,近一周安装 771 次,下载 6,106 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。

free-search-aggregator 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
free-search-aggregator

免费搜索聚合器 · 本页

18,6891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
free-search-aggregator
description
Quota-aware multi-provider web search for OpenClaw. Supports 12 search providers with automatic failover, task-level deep search (@dual/@deep), real quota checks, and managed result storage under memory/.

Free Search Aggregator

Reliable, provider-diverse web search for OpenClaw with high uptime + low operator overhead.

Why use this skill

  • 12 search providers, 6 requiring no API key at all
  • Automatic failover: if one provider fails, the next is tried instantly
  • Quota-aware: tracks daily usage, warns at 80%, skips exhausted providers
  • Task search mode for multi-angle research queries
  • Built-in storage lifecycle (cache / index / report), no workspace clutter
  • Self-healing: health-based smart routing automatically promotes reliable providers
  • Quality optimization: relevance scoring, fuzzy dedup, domain diversity, re-ranking
  • Auto-discovery: probes candidate search engines and SearXNG instances for new sources
  • Self-diagnostic: doctor and setup commands for zero-friction onboarding

Provider Overview

ProviderKey RequiredFree QuotaIndex SourceNotes
braveBRAVE_API_KEY2000/dayBrave independentHigh quality, privacy-friendly
exaEXA_API_KEY~33/day (1k/mo)Neural + webSemantic search, unique finds
tavilyTAVILY_API_KEY1000/dayWeb (AI-optimized)Designed for AI agents
duckduckgoNone~500/dayBing + ownNo key, privacy-focused
bing_htmlNone~300/dayMicrosoft Bing RSSNo key, stable XML feed
mojeekNone (or MOJEEK_API_KEY)200/dayMojeek independentNon-Google/Bing index
serperSERPER_API_KEY2500/dayGoogleHigh quota free tier
searchapiSEARCHAPI_API_KEY100/moGoogle / BingMulti-engine
google_cseGOOGLE_API_KEY + GOOGLE_CX100/dayGoogleOfficial Google API
baiduBAIDU_API_KEY200/dayBaiduBest for Chinese content
wikipediaNone1000/dayWikipediaFactual/encyclopedic queries
searxngNoneunlimited (self-hosted)Meta (all engines)Requires own instance

Total daily quota (all keys configured): 8400+ requests/day


Credential model (important)

  • No mandatory API key — DuckDuckGo + Bing RSS + Mojeek + Wikipedia work out of the box.
  • API-key providers fail gracefully if key is missing (AuthError → skip, no quota consumed, no latency):

- BRAVE_API_KEY - EXA_API_KEY - TAVILY_API_KEY - SERPER_API_KEY - SEARCHAPI_API_KEY - GOOGLE_API_KEY + GOOGLE_CX - BAIDU_API_KEY - MOJEEK_API_KEY (optional — without it uses HTML scraping)


Core capabilities

1. Search failover

Default provider order:

brave → exa → tavily → duckduckgo → bing_html → mojeek → serper → searchapi → google_cse → baidu → wikipedia

First successful non-empty result returns immediately.

2. Task-level multi-query search

  • Expands one goal into multiple targeted queries
  • Aggregates + deduplicates results
  • Prefix presets:

- default: workers=1 - @dual ... → workers=2 - @deep ... → workers=3 + deeper query coverage

3. Quota intelligence

  • Per-provider daily tracking
  • Real quota retrieval where supported (Tavily, SearchAPI, Brave via probe)
  • Auto concurrency reduction at 80% quota saturation

4. Provider health monitoring

  • Tracks success rate, latency, and error types per provider over time
  • Computes health scores (success 50%, latency 30%, freshness 20%)
  • Smart ordering: auto-promotes healthy providers, demotes degraded ones
  • View dashboard: python -m free_search health

5. Result quality optimization

  • Relevance scoring (query-title-snippet token overlap)
  • Enhanced dedup: URL + title similarity (Jaccard threshold)
  • Domain diversity: limits same-domain results (default max 3)
  • Automatic filtering of low-quality results (short titles, missing URLs)

6. Source auto-discovery

  • Probes all configured providers for availability
  • Scans candidate search engines (Marginalia, Wiby, public SearXNG instances)
  • Validates response format, latency, and result quality
  • Generates recommendations for new sources to integrate
  • Run: python -m free_search discover

7. Managed persistence

  • memory/search-cache/YYYY-MM-DD/*.json
  • memory/search-index/search-index.jsonl
  • memory/search-reports/YYYY-MM-DD/*.md

Quick commands

# Normal search
scripts/search "latest AI agent frameworks 2026" --max-results 5

# Task search (multi-query, parallel)
scripts/search task "@dual Compare Claude vs GPT-4 for code generation" --max-results 5

# Deep research mode
scripts/search task "@deep autonomous vehicle safety 2026" --max-results 8 --max-queries 10

# Quota status
scripts/status

# Real quota from provider APIs
scripts/remaining --real

# Cleanup cache
python3 -m free_search gc --cache-days 14

# Provider health dashboard
python3 -m free_search health

# Discover new search sources
python3 -m free_search discover

# System diagnostics
python3 -m free_search doctor

# Setup status & recommendations
python3 -m free_search setup

Provider setup guides

Bing RSS (bing_html) — No key needed

Uses Bing's built-in RSS endpoint (format=rss) — bypasses bot detection. Works out of the box.

Mojeek — No key needed (API key optional)

Out-of-the-box HTML scraping. For higher quotas/stability:

  1. Register at https://www.mojeek.com/services/search/api/
  2. Set MOJEEK_API_KEY → automatically switches to JSON API mode

Wikipedia — No key needed

Multilingual support — change lang in providers.yaml:

wikipedia:
  lang: it   # en | zh | it | de | fr | ja ...

Exa.ai — API key required

  1. Register at https://exa.ai/
  2. Set EXA_API_KEY
  3. Free tier: 1000 searches/month (~33/day)

Google Custom Search — API key + CX required

  1. Get API key: https://developers.google.com/custom-search/v1/introduction
  2. Create search engine: https://programmablesearchengine.google.com/
  3. Set GOOGLE_API_KEY and GOOGLE_CX
  4. Free tier: 100 queries/day

Baidu Qianfan — API key required

  1. Register at https://cloud.baidu.com/
  2. Set BAIDU_API_KEY
  3. Best for Chinese-language content

SearXNG — Self-hosted instance required

Public instances rate-limit server-to-server requests. Use your own:

docker run -d -p 8080:8080 searxng/searxng

Then in providers.yaml:

searxng:
  endpoint: http://localhost:8080
  enabled: true

Post-install self-check

# 1) Confirm provider load
scripts/status --compact

# 2) Smoke test (uses duckduckgo/bing/mojeek out of the box)
scripts/search "openclaw" --max-results 3 --compact

# 3) Verify storage paths
ls -la /home/openclaw/.openclaw/workspace/memory/search-cache/ | tail -n 5

# 4) Check real quota (optional)
scripts/remaining --real --compact

Output contract (stable)

  • Search: query, provider, results[], meta.attempted, meta.quota
  • Task search: task, queries[], grouped_results[], merged_results[], meta
  • Quota: date, providers[], totals; with --real: real_quota.providers[]

Operator notes

  • Default mode: workers=1 — conservative for cost control
  • Use @dual / @deep only for research tasks
  • SearXNG and YaCy are enabled: false by default (self-hosted only)
  • MOJEEK_API_KEY is optional — provider gracefully falls back to HTML scraping
  • Provider health data stored in memory/provider-health/health.jsonl
  • Discovery results stored in memory/provider-discovery/discovery.jsonl
  • Run python -m free_search doctor after setup to verify everything works
  • Run python -m free_search discover periodically to find new search sources

平台分布

OpenClaw

75.98%
按下载量换算4,639

安全审计

VirusTotal

通过

ClawScan

通过

Static analysis

未展示

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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