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Agent Skill · 研究检索

traction(traction 搜索)

traction 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。

traction 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,权限为只读;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 57,864。

总安装 423周安装 18GitHub Stars 111下载 148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:traction(traction 搜索)
来源仓库:https://github.com/getagentseal/founder-playbook
仓库路径:skills/traction
安装命令:
npx skills add https://github.com/getagentseal/founder-playbook --skill traction
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/getagentseal/founder-playbook --skill traction

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。

用于查找与增长策略、用户获取或业务拓展相关的信息和资源。适合在市场研究、创业规划或产品推广等场景下辅助信息收集。通过关键词匹配和来源筛选,快速定位潜在机会或竞品案例。安装前应核实维护状态及是否依赖外部服务,注意数据隐私与安全边界。可结合原始 README 了解具体集成方式和输出格式要求。

来源仓库内路径:skills/traction

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/getagentseal/founder-playbook --skill traction;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

    它标注为只读,先用只读任务试一次,确认行为符合预期再扩大使用范围。

常见问题

6 条

traction 怎么安装?

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

traction 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。

traction 需要什么权限?

权限级别是只读。该 Skill 主要提供规则、说明或参考内容,本身偏只读;真正读写文件、联网或执行命令仍取决于宿主 Agent 的任务。

traction 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。

traction 用的人多吗?

公开数据是累计安装 423 次,近一周安装 18 次,下载 148 次,GitHub 111 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。

traction 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。
  • 标注为只读权限,试用阶段不容易误改本地文件。

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。
  • 只想先试试效果、不希望它改动本地文件的人。

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
traction

traction 搜索 · 本页

423111只读未明确通过

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

Note: This skill is independent analysis and commentary, not a reproduction of the original text. It synthesizes the book's core ideas with modern startup practice, surfaces where frameworks are outdated or incomplete, and integrates perspectives from adjacent disciplines. For the full argument and context, read the original book.

Traction

"Almost every failed startup has a product. What failed startups don't have is enough customers." - Gabriel Weinberg

Should You Use This Skill?

Do you have a product (or MVP) but not enough customers?
|-- YES --> Do you know which acquisition channel works?
|   |-- NO  --> THIS SKILL. Run the Bullseye Framework.
|   +-- YES --> Is that channel still working?
|               |-- YES --> Keep going. Re-run Bullseye when it saturates.
|               +-- NO  --> THIS SKILL. All channels saturate eventually.
+-- NO  --> Do you have a product at all?
            |-- NO  --> Use Lean Startup first. But read the 50% Rule below.
            +-- YES, but nobody wants it --> Use Lean Startup / Four Steps first.

The Core Insight

Poor distribution - not product - is the number one cause of startup failure. Most founders are product people who neglect traction. They assume that if they build something great, customers will come. They won't.

The 50% Rule

"Spend 50% of your time on product and 50% on traction."

This is not "build first, then market." It is: pursue product development and traction in parallel from day one. Traction work informs product decisions. Product decisions constrain traction options.

Marketo built SEO and a blog before the product existed. By launch, they had a 14,000-buyer pipeline waiting.

Why Founders Get This Wrong

FOUNDER BIAS:                          REALITY:
"We just need a better product"        You need customers, not features
"Marketing is for later"               Traction takes as long as product
"We'll figure it out after launch"     Post-launch is too late to start
"Our product will sell itself"          No product sells itself at zero users
"We tried ads, they didn't work"       You tried ONE of 19 channels

The 19 Traction Channels

Every startup's growth comes from one or more of these channels. Most founders only consider 3-4 of them. The rest are invisible - and that's where the opportunity is.

#ChannelBest For
1Viral MarketingProducts with inherent sharing loops
2Public RelationsLaunches, story-driven products
3Unconventional PRStunts, customer appreciation, standing out
4Search Engine Marketing (SEM)Existing demand, measurable ROI
5Social & Display AdsDemand generation, audience targeting
6Offline AdsMass market, local businesses, older demographics
7Search Engine Optimization (SEO)Long-tail demand, content-rich products
8Content MarketingThought leadership, inbound leads
9Email MarketingActivation, retention, upsell
10Engineering as MarketingFree tools that attract your audience
11Targeting BlogsPhase I startups, niche audiences
12Business DevelopmentPartnerships, distribution deals
13SalesHigh-value, enterprise products
14Affiliate ProgramsHigh-CAC verticals (finance, hosting, dating)
15Existing PlatformsApp stores, social platforms, marketplaces
16Trade ShowsB2B, compressed relationship-building
17Offline EventsCommunity-driven products, long sales cycles
18Speaking EngagementsB2B, thought leadership, enterprise
19Community BuildingDeveloper tools, marketplaces, passion products
"Founders tend to use traction channels they're already familiar with. This is a mistake. The channel that will work for your startup is probably one you haven't considered."

The Bullseye Framework

Five steps to find the ONE channel that moves the needle right now.

Step 1: Brainstorm

Generate at least one concrete idea for every one of the 19 channels. Not "we could try SEO" but "we could write comparison pages for every competitor and rank for '[competitor] alternative'."

Audit your biases:

  • Which channels are you ignoring because they seem "unsexy"?
  • Which channels would your competitors never try?
  • Which channels feel like too much work? (That's where the opportunity is.)

Step 2: Rank

Sort all 19 into three columns:

Column A: Inner CircleColumn B: PotentialColumn C: Long-shot
Most promising 3 channelsCould work, less confidentUnlikely, but possible
Test these firstTest if A failsRevisit later

Step 3: Prioritize

Narrow Column A to exactly 3 channels. Not 5. Not 1. Three.

For each, answer four questions:

  1. Cost to acquire a customer through this channel?
  2. How many customers are available through this channel?
  3. Are the customers the RIGHT customers (quality)?
  4. What's the time to acquire (cycle time)?

Step 4: Test

Run cheap, parallel tests on all three inner-circle channels.

Testing rules:

  • Spend ~$250 per channel to get a signal (not $25,000)
  • Run 2-4 ads, not 40
  • Test whether the channel CAN work, not whether it's optimized
  • Time-box: 1-2 weeks per test
  • Measure: cost per acquisition, volume, quality, cycle time
"The goal of testing is not to get traction. It is to determine whether a channel could work."

Step 5: Focus

At any given time, one channel dominates your customer acquisition. Once you find it through testing, pour all traction effort into it. Optimize aggressively. Wring it dry.

When the channel saturates (rising costs, diminishing returns), re-run the Bullseye Framework from Step 1.

BULLSEYE FLOW:
  Brainstorm (all 19) --> Rank (A/B/C) --> Prioritize (top 3)
       --> Test (cheap, parallel) --> Focus (one channel)
                                         |
                                         v
                                    Channel saturates?
                                    |-- NO --> Keep optimizing
                                    +-- YES --> Re-run Bullseye

Three Product Phases

Different things "move the needle" at each phase:

PhaseGoalWhat Works
Phase IMaking something people wantUnscalable things: manual recruiting, guest posts, talks, direct outreach, targeting blogs
Phase IIMarketing something people wantThe leaky bucket is plugged. Pour traction in. SEO, SEM, content marketing, email, ads
Phase IIIScaling growthOptimize and scale what's working. Layer on additional channels.

Phase-Channel Map

PHASE I (finding product/market fit):
  Best: Targeting Blogs, Speaking, Community Building,
        Unconventional PR, Offline Events, Sales (direct)
  Why: unscalable, high-touch, feedback-rich

PHASE II (growth with product/market fit):
  Best: SEO, SEM, Content Marketing, Email Marketing,
        Viral Marketing, Engineering as Marketing
  Why: scalable, measurable, compounding

PHASE III (scaling):
  Best: Offline Ads, Affiliate Programs, Business Development,
        Existing Platforms, Trade Shows
  Why: volume, partnerships, broad reach

Critical Path

A single Traction Goal (e.g., "1% search market share" or "$100K MRR"), then an ordered list of absolutely necessary milestones with dependencies.

Every activity is judged against the critical path: "If it is not on the path, don't do it."

TRACTION GOAL: _________________________

CRITICAL PATH:
  Milestone 1: _____________ (dependency: none)
  Milestone 2: _____________ (dependency: Milestone 1)
  Milestone 3: _____________ (dependency: Milestone 1)
  Milestone 4: _____________ (dependency: Milestones 2+3)
  ...
  TRACTION GOAL

Everything not on this path is a distraction.

Channel Summaries

1. Viral Marketing

Six loop types: word of mouth, inherent (product usage exposes non-users), collaboration (multi-user features), embedded (signatures, badges), incentivized (referral rewards), social broadcasts (auto-sharing).

Math: Viral coefficient K = invites sent per user x conversion rate. K > 1 = exponential growth. Even K > 0.5 significantly amplifies other channels.

Critical insight: Viral cycle TIME matters more than K. YouTube's cycle time is minutes (watch, share, watch). If your cycle time is weeks, even K > 1 is slow.

2. Public Relations

The filter-up media chain: Small forums (HN, reddit) --> mid-tier blogs (TechCrunch, Lifehacker) --> major outlets (NYT, CNN). Don't pitch the top. Pitch the small site that the top reads.

Use HARO (Help A Reporter Out) to respond to journalist queries. Build reporter relationships before you need them.

3. Unconventional PR

Two types: publicity stunts (engineered spectacles) and customer appreciation (small, scalable acts of kindness).

WePay dropped a 600-pound block of ice with frozen money at PayPal's dev conference. Dollar Shave Club's $5K video got 12K customers in 2 days - the same reach as Gillette's $60M annual budget.

4. Search Engine Marketing (SEM)

Only works when existing search demand exists. Long-tail keywords + negative keywords. Quality Score is primarily driven by CTR.

Benchmark: ~$250 spend gives a rough channel read. Average AdWords CTR ~2%.

5. Social & Display Ads

Demand generation (creating awareness) vs. demand harvesting (capturing existing intent). Social ads work best when you amplify what's already getting organic traction.

6. Offline Ads

Remnant inventory (unsold ad space) can be negotiated up to 90% off rate card. DuckDuckGo's $7K/month San Francisco privacy billboard doubled their userbase that month.

7. Search Engine Optimization (SEO)

Two strategies: Fat-head (top 18.5% of search volume, direct category terms) and Long-tail (70% of volume, specific multi-word queries). Validate fat-head terms with AdWords first. Content + links. Stay white-hat.

8. Content Marketing

Takes ~6 months minimum to gain traction. Feeds 8 other channels. HubSpot gets 70-80% of leads from content vs. 10% industry average. Inbound leads cost half as much and close 100% better.

9. Email Marketing

For acquisition, engagement, retention, revenue, AND referrals. Lifecycle emails keyed to drop-off points. Patrick McKenzie: email subscribers were 70x more likely to buy than other leads.

10. Engineering as Marketing

Build free tools as permanent marketing assets. HubSpot's Marketing Grader: 3M+ sites used. Codecademy's Code Year: 450K signups, nearly doubled userbase. Host on its own SEO-friendly domain.

11. Targeting Blogs

Best Phase I channel. Find niche blogs your audience reads. Mint acquired 20K pre-launch signups through blog outreach, 1M users in 6 months.

12. Business Development

BD trades value through partnerships; sales trades dollars for product. Five types: standard, joint ventures, licensing, distribution, supply. Pipeline of 50-100 active prospects.

13. Sales

For high-priced products. SPIN Selling framework: Situation, Problem, Implication, Need-payoff. Funnel: Generate --> Qualify --> Close. Every drop-off is a blockage to remove.

14. Affiliate Programs

$2B+ retail affiliate market. Best for high-CAC verticals: financial services, insurance, dating, hosting. Advertiser bears no click risk - commission only on clean conversions.

15. Existing Platforms

App stores, browser extensions, social platforms, marketplaces. Be early on emerging platforms. AirBnB's Craigslist integration. Evernote's multi-platform day-one strategy.

16. Trade Shows

Best for B2B in compressed time. Outbound (walking the floor) is 3-4x more valuable than inbound (waiting at your booth). Visit as a guest the year before exhibiting.

17. Offline Events

Conferences, meetups, parties. Twitter's SXSW 2007: $11K on flat-panel screens, tweets jumped 20K/day to 60K/day. "Just about the only money Twitter's ever spent on marketing."

18. Speaking Engagements

Best for B2B/enterprise. Two-talk doctrine: build two solid talks, reuse with light tweaks. Each slide should be a complete story so a 60-min talk compresses to 20 by removing slides.

19. Community Building

Five pillars: establish mission, foster cross-connections (member-to-member, not just member-to-company), communicate personally, be transparent, ensure quality. DuckDuckGo: every employee was a community member first.


Testing Principles

Test vs. Optimize

Testing answers: "Could this channel work at all?" (2 ads + 2 landing pages, ~$250)

Optimizing answers: "How do we maximize this channel?" (A/B tests, landing page iterations, copy refinement)

Don't optimize a channel before you've proven it can work. Don't test 40 variations when 4 will give you a signal.

The Law of Shitty Click-Throughs

All marketing strategies decay over time. - Andrew Chen

Every channel saturates. Banner ads once had 78% CTR. Now: 0.1%. This means:

  • No channel works forever
  • Early movers in a channel have an advantage
  • You must constantly re-evaluate (re-run Bullseye)

Measurement

Four things to measure per channel test:

  1. Cost per acquisition (CPA) - what does one customer cost?
  2. Volume - how many customers are available?
  3. Quality - are these the RIGHT customers?
  4. Time - how long from first touch to customer?

Tools: Mixpanel, Clicky, Optimizely, Unbounce


Decision Trees

"Which channel should we try first?"

What phase are you in?
|-- Phase I (pre-product/market fit)
|   --> Do you have a niche audience?
|       |-- YES --> Targeting Blogs + Community Building + Speaking
|       +-- NO  --> Unconventional PR + Offline Events + Direct Sales
|
|-- Phase II (product works, need growth)
|   --> Is there existing search demand for your category?
|       |-- YES --> SEO + SEM + Content Marketing
|       +-- NO  --> Is your product inherently shareable?
|                   |-- YES --> Viral Marketing + Social Ads
|                   +-- NO  --> Email Marketing + Engineering as Marketing
|
+-- Phase III (scaling what works)
    --> What's your price point?
        |-- High (enterprise) --> BD + Trade Shows + Sales
        |-- Medium (SaaS) --> Affiliate + Existing Platforms + SEO
        +-- Low (consumer) --> Offline Ads + Viral + Social Ads

"Our current channel stopped working"

Has CPA risen above LTV?
|-- YES --> Is this channel-wide (competitors too)?
|   |-- YES --> Channel is saturating. Re-run Bullseye.
|   +-- NO  --> Your creative/targeting is stale. Refresh before abandoning.
+-- NO  --> Has volume plateaued?
            |-- YES --> You've captured available demand. Layer a second channel
            |           or re-run Bullseye for new primary.
            +-- NO  --> Keep optimizing. You haven't maxed it yet.

Critical Numbers & Rules of Thumb

NumberRule
50%Time to spend on traction (vs product)
19Total traction channels to brainstorm across
3Inner-circle channels to test simultaneously
1Channel that dominates acquisition at any given time
~$250Minimum spend to test whether an SEM channel can work
2-4Ads to run per test (not 40)
1-2 weeksTime-box per channel test
6 monthsMinimum for content marketing to gain traction
78% --> 0.1%Banner ad CTR decay (Law of Shitty Click-Throughs)
K > 1Viral coefficient needed for exponential growth
70xEmail subscribers vs. other leads in purchase likelihood (McKenzie)

Common Failure Patterns

PatternMechanismCure
"Build it and they will come"100% product, 0% traction50% rule from day one
Channel biasOnly trying channels you know (usually content + social)Brainstorm all 19; the overlooked channel is often the winner
Optimizing before testingRunning 40 ad variations before proving the channel worksTest with 2-4 ads first; optimize only after proof
Spreading too thinTrying 8 channels simultaneouslyFocus on one at a time after testing top 3
Premature scalingPouring money into a channel before product/market fitPhase I channels first; scalable channels after PMF
Ignoring "schlep" channelsAvoiding trade shows, sales, BD because they're hardCompetitors avoid them too - that's the opportunity
Not re-running BullseyeSticking with a saturating channelAll channels decay; re-evaluate when growth stalls

Modern Relevance (2014 --> 2026)

Where Traction Still Applies

  • The 19-channel taxonomy is comprehensive and still valid
  • Bullseye Framework is timeless - systematic channel testing works in any era
  • The 50% rule is still the most common founder mistake to violate
  • "Do things that don't scale" remains the best Phase I advice

Where It Shows Its Age

  • AI-native distribution - LLM recommendations, AI agents, and chatbot integrations are a new channel not covered
  • Creator economy - influencer marketing has matured into its own channel beyond "targeting blogs"
  • Product-led growth (PLG) - free tiers and self-serve onboarding blur the line between product and traction
  • Short-form video - TikTok/Reels/Shorts didn't exist; social ads chapter is pre-TikTok
  • Privacy changes - iOS 14.5 ATT, cookie deprecation, and GDPR have materially changed paid acquisition
  • Tool recommendations - many specific tools mentioned are defunct or superseded

What Weinberg Got Permanently Right

  • Systematic channel testing beats intuition
  • Most founders only consider 3-4 of 19 available channels
  • One channel dominates at any given time
  • All channels saturate - constant re-evaluation required
  • Traction and product development should run in parallel
  • The overlooked, "unsexy" channel is often the winner

Supporting Files

  • frameworks.md - Bullseye Framework deep dive, critical path methodology, channel testing protocol, each of the 19 channels with detailed tactics and mechanics, phase-channel matching, Law of Shitty Click-Throughs
  • cases.md - Mint ($170M acquisition via blog targeting), Half.com (unconventional PR), DuckDuckGo (billboard + community), Dollar Shave Club ($5K video), JBoss ($350M acquisition via sales funnel), HubSpot (content + engineering as marketing), Dropbox (viral), Twitter SXSW (offline events), Evernote (existing platforms), WePay (publicity stunt)
  • examples.md - Bullseye brainstorm worksheet, channel test template, critical path planner, CPA/LTV calculator, channel scoring matrix, viral coefficient calculator, end-to-end example startup
  • integration.md - Relationship to Lean Startup (traction testing IS Build-Measure-Learn for growth), relationship to Four Steps (Customer Creation = Traction), relationship to $100M Leads (tactical overlap), relationship to Crossing the Chasm (beachhead channel selection), master sequence

Honest Scope of the Book

  • Published: 2014 (Second Edition: 2015)
  • Examples: Mostly 2008-2014 startups. Some are now household names (Dropbox, Twitter, Evernote); others are defunct or acquired.
  • Empirical base: Author interviews with 40+ founders and growth experts. Practical advice, not academic research.
  • Where it shines: Channel selection and testing methodology. The Bullseye Framework is the most systematic approach to growth channel selection available.
  • Where it's weak: Light on retention and engagement (focuses on acquisition). Doesn't address pricing or positioning. Channel descriptions are tactical snapshots that age quickly. No framework for when to STOP a channel beyond "it saturates."
  • Author's context: Gabriel Weinberg is the founder/CEO of DuckDuckGo. Justin Mares is a serial entrepreneur. Both have direct experience with many of the channels described.

平台分布

Codex

37.67%
按下载量换算56

Claude

27.42%
按下载量换算41

Cursor

16.82%
按下载量换算25

Gemini CLI

10.1%
按下载量换算15

安全审计

Gen Agent Trust Hub

通过

Socket

通过

Snyk

通过

权限和风险

只读

该 Skill 主要提供规则、说明或参考内容,本身偏只读;真正读写文件、联网或执行命令仍取决于宿主 Agent 的任务。

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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