Token导航 LogoToken导航

Agent Skill · 研究检索

audience-research(受众研究)

audience-research 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。

audience-research 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,第三方扫描已通过,按安装量在研究检索类的 73,675 个 Skill 里排第 32,795。

总安装 2,470周安装 105GitHub Stars 85下载 865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:audience-research(受众研究)
来源仓库:https://github.com/guia-matthieu/clawfu-skills
仓库路径:skills/audience-research
安装命令:
npx skills add https://github.com/guia-matthieu/clawfu-skills --skill audience-research
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/guia-matthieu/clawfu-skills --skill audience-research

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。

audience-research 用于查找、检索和筛选相关信息。适合在 Codex、Claude、Cursor、Gemini CLI 中根据关键词、任务场景或来源线索快速定位候选结果。通过 npx skills add 命令从指定 GitHub 仓库安装并使用。

安装前需确认权限范围和维护状态,注意是否会触发联网或文件读写操作。建议结合原始 README 核验具体用法和功能边界。

来源仓库内路径:skills/audience-research

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/guia-matthieu/clawfu-skills --skill audience-r…;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

audience-research 怎么安装?

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

audience-research 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。

audience-research 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。

audience-research 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。

audience-research 用的人多吗?

公开数据是累计安装 2,470 次,近一周安装 105 次,下载 865 次,GitHub 85 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。

audience-research 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

  • 同时适配 4 种工具,换客户端不用重新找替代品。
  • 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

  • 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
audience-research

受众研究 · 本页

2,47085需要联网未明确通过

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

Audience Research

Discover where your audience actually pays attention online using Rand Fishkin's behavioral intelligence methodology—beyond demographics to actionable media affinity data.

When to Use This Skill

Use this skill when you need to:

  • Find where to reach your audience beyond Google and Facebook ads
  • Discover podcasts, YouTube channels, and publications your audience follows
  • Identify influencers and accounts with real audience overlap
  • Plan PR and media outreach with data-backed target lists
  • Improve ad targeting on YouTube, Meta, and other platforms
  • Create content that resonates by understanding what your audience already engages with
  • Find sponsorship and partnership opportunities with creators and publications
  • Validate or challenge assumptions about your target market

This skill is particularly valuable for:

  • Marketers who want to reach audiences beyond their current network
  • PR professionals seeking hidden gem publications to pitch
  • Content strategists planning distribution strategies
  • Brands launching into new markets or segments
  • Anyone tired of guessing where their audience hangs out

Methodology Foundation

Source: Rand Fishkin - SparkToro / Audience Intelligence methodology

Core Principle: Traditional market research (surveys, interviews) cannot reliably tell you where to reach audiences you don't already reach. Behavioral data—what people actually visit, read, watch, listen to, and follow—fills this gap at scale.

"Audience research has always been about what are the places where this audience pays attention. The beautiful thing about the web is it got way more granular."

What Claude Does vs What You Decide

Claude DoesYou Decide
Structures production workflowFinal creative direction
Suggests technical approachesEquipment and tool choices
Creates templates and checklistsQuality standards
Identifies best practicesBrand/voice decisions
Generates script outlinesFinal script approval

What This Skill Does

When invoked, I will guide you through modern audience research:

  1. Define your audience query in behavioral terms
  2. Identify affinity data - websites, podcasts, YouTube, social accounts
  3. Analyze search behavior - keywords, questions, trending topics
  4. Extract self-description patterns - bio keywords, hashtags, skills
  5. Map the competitive landscape - who else reaches your audience
  6. Prioritize actionable channels for marketing, PR, content, ads
  7. Synthesize into problem-specific insights (not generic personas)

How to Use

Provide information about your target audience:

Example prompts:

  • "Help me find where interior designers spend their time online"
  • "I need to identify podcasts and YouTube channels for B2B SaaS marketers"
  • "Research the online behaviors of sustainability-focused consumers"
  • "Find hidden gem publications for pitching our fintech startup"
  • "Discover influencers with real overlap to our developer audience"

Information that helps:

  • Description of your target audience (role, industry, interests)
  • Current assumptions about where they pay attention
  • Competitors or comparable brands
  • Marketing channels you've already tried
  • Specific goals (PR outreach, content strategy, ad targeting, etc.)

Instructions

Phase 1: Define the Audience Query

Critical shift: Don't think in demographics—think in behaviors.

Wrong approach:

  • "Marketing managers, 35-45, mid-size companies"

Right approach:

  • "People who search for 'marketing automation tools'"
  • "People who follow marketing thought leaders on LinkedIn"
  • "People who listen to B2B marketing podcasts"

Query Formats:

Query TypeExampleBest For
Job role"Content marketers"B2B targeting
Interest"Sustainable fashion"Consumer markets
Search behavior"People who search 'CRM software'"Bottom-funnel intent
Social following"Followers of @HubSpot"Competitive intelligence
Website visitors"People who visit techcrunch.com"Media affinity

Phase 2: Gather Affinity Data

For your defined audience, identify:

Websites & Publications

What do they actually visit and read?

  • Industry news sites
  • Niche blogs
  • Trade publications
  • Community forums
  • Educational resources
Podcasts

What do they listen to during commute/work?

  • Industry-specific shows
  • Thought leader interviews
  • Educational content
  • News and analysis
YouTube Channels

What do they watch and subscribe to?

  • How-to content
  • Industry commentary
  • Product reviews
  • Educational series
Social Accounts

Who do they follow and engage with?

  • Thought leaders
  • Industry experts
  • Brand accounts
  • Media personalities
Online Communities

Where do they participate?

  • Subreddits
  • Slack communities
  • Discord servers
  • Facebook groups
  • LinkedIn groups

Phase 3: Analyze Search Behavior

Keywords They Search:

  • What problems are they trying to solve?
  • What solutions are they exploring?
  • What questions do they ask?

Trending Topics:

  • What's gaining attention in their space?
  • What conversations are emerging?
  • What content is getting shared?

Questions They Ask:

  • What are the "how to" searches?
  • What comparisons do they make?
  • What concerns appear in searches?

Phase 4: Extract Self-Description Patterns

How do people in this audience describe themselves?

Bio Keywords:

  • Job titles and roles
  • Skills they highlight
  • Industries they claim
  • Causes they support

Hashtags They Use:

  • Professional identifiers
  • Community signals
  • Interest markers
  • Movement affiliations

Language Patterns:

  • Jargon and terminology
  • Values expressed
  • Aspirations stated

Phase 5: Apply the Rhetorical Lens

Analyze why certain channels resonate using Aristotle's framework:

Logos (Logic)

Does this channel appeal through:

  • Structured, evidence-backed thinking?
  • Step-by-step instructions?
  • Data and benchmarks?
  • Clear methodology?

Implication: Your content for this channel should be logical, structured, and evidence-based.

Pathos (Emotion)

Does this channel connect through:

  • Acknowledging audience struggles?
  • Relatable failures before solutions?
  • Urgency and empathy?

Implication: Your outreach should acknowledge real challenges and emotional stakes.

Ethos (Credibility)

Does this channel build trust through:

  • Author credentials?
  • Transparency about process?
  • Practitioner experience?

Implication: Lead with credibility signals and real experience.


Phase 6: Competitive Landscape Mapping

Direct Competitors:

  • Which of your competitors reach this audience?
  • What channels are they present in?
  • Where are they absent?

Media Competitors:

  • Who produces content reaching your audience?
  • What formats and topics resonate?
  • Where are content gaps?

Opportunity Identification:

  • Channels where competitors are NOT present
  • Emerging channels with growing attention
  • Underserved content topics

Phase 7: Synthesize Actionable Insights

Don't create generic personas. Instead, create problem-specific insights:

If Your Goal Is...Your Output Should Be...
PR outreachPrioritized list of publications + pitch angles
Content strategyTopics, formats, and distribution channels
Podcast advertisingRanked shows by audience overlap + listener size
YouTube adsTarget channels + content themes
Influencer partnershipsAccounts with authentic audience overlap
Community buildingPlatforms where audience already gathers

Examples

Example 1: B2B SaaS Company (Project Management Software)

Audience Query: "People who search for project management tools" + "People who follow productivity thought leaders"

Affinity Data Discovered:

CategoryTop FindingsOpportunity
PodcastsThe PM Podcast, Scrum Master Toolbox, Manager ToolsSponsor or guest spots
YouTubeAli Abdaal, Thomas Frank, Notion channelsTutorial partnerships
PublicationsPM Times, Atlassian Blog, Harvard Business ReviewPR pitches, guest posts
Subredditsr/projectmanagement, r/agile, r/productivityCommunity engagement
Social Accounts@johncutlefish, @labornotebook, @shreyasCollaboration opportunities

Search Behavior:

  • "Asana vs Monday vs [competitor]"
  • "How to manage remote team projects"
  • "Agile project management for small teams"
  • "Project management for non-project managers"

Self-Description Patterns:

  • "PM", "Scrum Master", "Product Owner"
  • #agile, #projectmanagement, #remotework
  • "Helping teams deliver"

Competitive Analysis:

  • Asana: Heavy presence in productivity YouTube
  • Monday.com: Strong podcast advertising
  • ClickUp: Reddit engagement
  • Opportunity: PM Times and trade publications underserved

Actionable Output:

For PR: Pitch PM Times and Scrum publications with thought leadership on hybrid team management—competitors underrepresent this angle.

For Content: Create comparison content ("X vs Y for specific use case") targeting search behavior. Distribute via PM subreddits.

For Ads: Target PM-focused YouTube channels (Thomas Frank for SMB, Notion channels for tech-forward). Avoid oversaturated productivity generalists.


Example 2: DTC Consumer Brand (Sustainable Home Goods)

Audience Query: "People interested in sustainable living" + "People who follow eco-conscious lifestyle accounts"

Affinity Data Discovered:

CategoryTop FindingsOpportunity
PodcastsConscious Chatter, Sustainably Influenced, The MinimalistsSponsor placements
YouTubeShelbizleee, Gittemary, Sustainably VeganProduct reviews/gifts
PublicationsTreehugger, The Good Trade, EcocultPR features
Instagram@zerowastechef, @trashisfortossers, @sustainablychicInfluencer partnerships
Subredditsr/zerowaste, r/buyitforlife, r/anticonsumptionAuthentic engagement

Search Behavior:

  • "Sustainable alternatives to [product]"
  • "Eco-friendly home goods"
  • "How to reduce plastic in kitchen"
  • "[Brand] reviews" for competitors

Self-Description Patterns:

  • "Trying to live lighter", "Imperfect environmentalist"
  • #sustainableliving, #consciousconsumer, #slowliving
  • Values: Anti-greenwashing, authenticity, transparency

Rhetorical Analysis:

  • Logos: r/buyitforlife is highly logic-driven (durability data, materials analysis). Content should be evidence-based.
  • Pathos: Lifestyle influencers connect emotionally through "imperfect journey" framing. Avoid perfectionism.
  • Ethos: Audience is skeptical of greenwashing. Transparency about supply chain = trust.

Actionable Output:

For PR: Lead with supply chain transparency story for The Good Trade. Avoid generic "eco-friendly" pitches—too many competitors.

For Influencer: Target mid-tier accounts (10-50K) who emphasize "imperfect sustainability." Avoid polished accounts—audience distrusts them.

For Content: Create "honest comparison" content for Reddit (r/zerowaste loves data-backed recommendations). Avoid promotional tone.

For Ads: Podcast sponsorship on Sustainably Influenced (aligned values) > generic lifestyle shows. Instagram ads targeting followers of mid-tier sustainable accounts.


Checklists & Templates

Audience Research Brief Template

PROJECT: [Client/Brand Name]
DATE: [Date]

1. AUDIENCE DEFINITION
Primary audience description:
Behavioral query: "People who [search/follow/visit]..."
Secondary behavioral signals:

2. RESEARCH GOALS
What problem are we solving?
[ ] Where to reach this audience (channels)
[ ] What content resonates (topics/formats)
[ ] Who influences them (accounts/publications)
[ ] Competitive positioning (gaps/opportunities)
[ ] Other: ___________

3. AFFINITY DATA
Websites/Publications:
-
-
-

Podcasts:
-
-
-

YouTube Channels:
-
-
-

Social Accounts:
-
-
-

Communities:
-
-
-

4. SEARCH BEHAVIOR
Top keywords:
Top questions:
Trending topics:

5. SELF-DESCRIPTION
Common bio keywords:
Frequent hashtags:
Values expressed:

6. COMPETITIVE LANDSCAPE
Competitors present in:
Competitors absent from:
Opportunities identified:

7. ACTIONABLE RECOMMENDATIONS
For [specific goal]:
Priority channels:
Key message angles:
Tactical next steps:

Channel Evaluation Checklist

For each potential channel/publication/influencer:

  • Audience overlap - Do they actually reach our target?
  • Engagement quality - Is the audience active or passive?
  • Competition presence - Are competitors already here?
  • Access feasibility - Can we realistically get placement?
  • Cost/effort ratio - What's the investment vs. reach?
  • Brand alignment - Does association fit our positioning?

Rhetorical Analysis Grid

ChannelLogos (Logic)Pathos (Emotion)Ethos (Credibility)Our Approach
[Channel 1]High/Med/LowHigh/Med/LowHigh/Med/Low[How to match]
[Channel 2]
[Channel 3]

Skill Boundaries

What This Skill Does Well

  • Structuring audio production workflows
  • Providing technical guidance
  • Creating quality checklists
  • Suggesting creative approaches

What This Skill Cannot Do

  • Replace audio engineering expertise
  • Make subjective creative decisions
  • Access or edit audio files directly
  • Guarantee commercial success

References

Primary Source:

  • Rand Fishkin, SparkToro methodology and thought leadership
  • Tommy Walker, "You've Done the Audience Research... Now What?"

Additional Resources:

  • SparkToro Blog: sparktoro.com/blog
  • Lost and Founder by Rand Fishkin (startup/marketing lessons)

Tools:

  • SparkToro (audience intelligence platform)
  • Social listening tools (Brandwatch, Mention, etc.)
  • SEO tools for search behavior (Ahrefs, SEMrush)

Related Skills

  • buyer-personas - Deeper dive into buyer decision-making process
  • competitive-analysis - Broader competitive intelligence framework
  • content-strategy - How to create content once you know where audience is
  • jobs-to-be-done - Understanding why audiences seek solutions
  • positioning-dunford - Differentiating based on audience insights

平台分布

Codex

35.41%
按下载量换算306

Claude

29.94%
按下载量换算259

Cursor

19.22%
按下载量换算166

Gemini CLI

9.46%
按下载量换算82

安全审计

Gen Agent Trust Hub

通过

Socket

通过

Snyk

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。

继续浏览同类 Skills