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Agent Skill · 研究检索

bookforge-startup-critical-path-planning(Bookforge 初创公司关键路径规划)

bookforge-startup-critical-path-planning 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。

bookforge-startup-critical-path-planning 是研究检索类 Agent Skill,可用宿主为 OpenClaw,通过ClawHub获取,权限为调用外部服务;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 38,132。

总安装 1,608周安装 67GitHub Stars 公开资料未说明下载 536核验 2026-05-01

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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
1.0.0

安装方式

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请帮我安装这个 Agent Skill:bookforge-startup-critical-path-planning(Bookforge 初创公司关键路径规划)
来源仓库:https://github.com/quochungto/bookforge-startup-critical-path-planning
安装命令:
openclaw skills install bookforge-startup-critical-path-planning
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

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ClawHubOpenClaw
openclaw skills install bookforge-startup-critical-path-planning

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。

指导初创公司设定单一量化目标并规划实现路径。适用于需要明确里程碑和优先级排序的创业场景。通过关键路径分析优化资源分配和执行顺序。安装于 OpenClaw,需确认权限与网络访问范围。建议结合具体业务目标验证输出合理性。

bookforge-startup-critical-path-planning 属于研究检索类 Skill,可作为该场景下的辅助能力补充。

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 bookforge-startup-critical-path-planning;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

    它需要调用外部服务,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

bookforge-startup-critical-path-planning 怎么安装?

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

bookforge-startup-critical-path-planning 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。

bookforge-startup-critical-path-planning 需要什么权限?

权限级别是调用外部服务。该 Skill 可能调用第三方服务、云服务或外部模型 API,使用前需要确认账号、额度、数据发送范围和服务条款。

bookforge-startup-critical-path-planning 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。

bookforge-startup-critical-path-planning 用的人多吗?

公开数据是累计安装 1,608 次,近一周安装 67 次,下载 536 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。

bookforge-startup-critical-path-planning 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
bookforge-startup-critical-path-planning

Bookforge 初创公司关键路径规划 · 本页

1,608—调用外部服务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
startup-critical-path-planning
description
Guide a startup to set a single quantified traction goal and define the critical path of milestones to reach it. Use whenever a founder needs to prioritize activities, set growth goals, define milestones, decide what NOT to work on, plan quarterly/yearly execution, cascade goals to teams, escape the 'too many things to do' trap, or apply a binary on-path/off-path filter to proposed work. Activates on phrases like 'traction goal', 'critical path', 'what should we focus on', 'too many priorities', 'prioritization', 'milestones', 'quarterly planning', 'yearly goals', 'OKRs', 'where should I spend my time', 'what NOT to do', 'company planning', 'goal setting', 'DuckDuckGo', 'roadmap'.
version
1.0.0
homepage
https://github.com/bookforge-ai/bookforge-skills/tree/main/books/traction/skills/startup-critical-path-planning
metadata
{"openclaw":{"emoji":"📚","homepage":"https://github.com/bookforge-ai/bookforge-skills"}}
status
draft
source-books
title
Traction: A Startup Guide to Getting Customers
authors
["Gabriel Weinberg", "Justin Mares"]
chapters
[6]
domain
startup-growth
tags
[startup-growth, goal-setting, milestone-planning, startup-execution, prioritization]
depends-on
[]
execution
tier
1
mode
plan-only
inputs
description
Company state, candidate milestones, resource constraints, proposed work items
tools-required
[Read, Write]
tools-optional
[AskUserQuestion]
mcps-required
[]
environment
Plain-text working directory for critical path document
discovery
goal
Produce a written critical path with one traction goal, ordered necessary milestones, and an exclusion log
tasks
audience
roles
[startup-founder, growth-marketer, head-of-marketing]
experience
beginner-to-intermediate
when_to_use
triggers
prerequisites
[]
not_for
environment
codebase_required
false
codebase_helpful
false
works_offline
true
quality
scores
with_skill
null
baseline
null
delta
null
tested_at
null
eval_count
0
assertion_count
11
iterations_needed
0

Startup Critical Path Planning

When to Use

The startup has many possible things to work on and needs a filter for deciding what actually matters. Use this skill when:

  • The team is busy but growth isn't moving
  • A founder says "we have too many priorities"
  • Planning a quarter or year where focus is required
  • Evaluating whether a specific proposed feature, hire, or activity is worth doing
  • Cascading company-level goals to department or individual work

This is a plan-only skill — the output is a written critical path document, not agent-executed work.

Context & Input Gathering

Required Context (must have — ask if missing)

  • Current company state: stage, resources, biggest constraint

→ Check prompt for: metrics, team size, runway → If missing, ask: "What's your current state? Team size, runway, current metrics (users/revenue), biggest bottleneck?"

  • Candidate list of things being considered: features, hires, activities the founder is weighing

→ Check prompt for: "we're thinking about", "might do X or Y", lists of activities → If missing, ask: "What's on your list of things you're considering doing? Include everything, even things you're not sure about."

Observable Context

  • Prior goals and progress: has the founder set goals before? How did they go?
  • Existing roadmap or planning docs: what already exists

Default Assumptions

  • The user is over-loaded with options (the common case)
  • Default goal horizon: 6-12 months
  • The critical path will cut 50%+ of candidate items

Sufficiency Threshold

SUFFICIENT: company state + candidate items + rough goal horizon known
PROCEED WITH DEFAULTS: company state known, infer candidates from context
MUST ASK: no company state at all

Process

Use TodoWrite:

  • [ ] Step 1: Define the single traction goal
  • [ ] Step 2: Enumerate candidate milestones (brainstorm wide)
  • [ ] Step 3: Filter to only truly necessary milestones
  • [ ] Step 4: Order milestones by dependency
  • [ ] Step 5: Apply binary on-path filter to ongoing work
  • [ ] Step 6: Cascade to departments and individuals

Step 1: Define the Single Traction Goal

ACTION: Help the user articulate ONE specific, quantified traction goal. It must:

  • Be specific and measurable (1,000 paying customers, $50k MRR, 100M searches/month)
  • Be time-boxed (by when)
  • Change something significant if achieved — profitability, fundraisability, market leadership, next-phase unlock

If the user proposes multiple goals, force a choice. Multiple top-level goals is the same as no goal. Write the single goal to critical-path.md.

WHY: Without a single traction goal, every prioritization decision becomes political or vibes-based. With a single goal, every proposed activity gets a binary check: "does this help reach goal X?" Peter Drucker's version: "If you have more than three priorities, you have none." The single goal is the foundation of the entire skill.

IF the user can't pick one goal → ask "which of these, if achieved, would most change the trajectory of the business?" Use that. IF the goal feels too ambitious → keep it. Ambition is fine. The test is whether achievement is significant, not whether it's likely.

Step 2: Enumerate Candidate Milestones (Brainstorm Wide)

ACTION: Work backwards from the goal. List every milestone that might plausibly be necessary to reach it. Be generous — include product features, hires, marketing activities, partnerships, funding events, infrastructure, compliance. At this stage, include more than you need.

WHY: The brainstorm is explicitly wide because you can't filter what you haven't considered. A tight filter applied to a short list misses the non-obvious milestones. A tight filter applied to a long list catches what matters and cuts what doesn't.

Step 3: Filter to Only Truly Necessary Milestones

ACTION: For each candidate milestone, apply this filter: "If we skip this milestone, can we still plausibly hit the traction goal?"

If the answer is "yes, we'd probably still hit it" → the milestone is NOT on the critical path. Move it to an exclusion log with a one-sentence reason.

Be ruthless. Most candidate milestones will be cut. The DuckDuckGo example: product features like images and auto-suggest were *excluded* from the critical path for Goal 2 (100M searches/month) even though users were asking for them — because they weren't strictly necessary for that specific goal. Those features came back onto the path for a later goal.

Write the filtered list to critical-path.md and the exclusion log to critical-path-excluded.md.

WHY: The exclusion is where the power of this framework comes from. "Necessary" is a higher bar than "useful". Many things are useful. Very few are necessary. Cutting the merely-useful is what frees resources to execute the necessary. If the exclusion log is short, you didn't cut hard enough — run the filter again.

IF the user resists cutting something → ask specifically: "Can we hit the goal without this?" If the answer isn't a definitive no, cut it.

Step 4: Order Milestones by Dependency

ACTION: For the filtered list, identify which milestones must precede which. Build a dependency chain. The first milestone(s) in the chain are what the team should work on RIGHT NOW. Nothing else.

Prefer shortcuts: if a milestone can be satisfied by using an external provider rather than building in-house, take the shortcut. The goal is to reach the traction goal, not to build everything from scratch.

WHY: Dependency ordering reveals what actually has to happen first. It's common for teams to work on Milestone 5 while Milestones 1-4 are unfinished, because 5 is more interesting. Ordering forces the team to confront what's actually blocking progress.

Step 5: Apply the Binary On-Path Filter

ACTION: For any ongoing work or newly proposed activity, apply the filter: "Is this on the critical path?" Binary answer — yes or no. If no, don't do it. Period.

This includes activities that feel productive: refactoring, technical debt, new features, exploratory research, speculative hires. If they're not on the path to the traction goal, they wait.

WHY: The binary filter is the forcing function. It's easy to rationalize off-path work as "important" or "strategic". The filter asks a narrower question: necessary for *this* goal, *right now*? Everything else is a distraction. DuckDuckGo's Gabriel Weinberg built DDG for 6+ years by maintaining this filter — most search startups died because they worked on everything.

IF an ongoing activity fails the filter → stop it. Reassign the resources to the first on-path milestone. IF a proposed activity fails the filter → decline it. Queue it for after the current goal is reached.

Step 6: Cascade to Departments and Individuals

ACTION: If the user has teams or direct reports, cascade the critical path down one level. Each team defines its own sub-critical-path aligned to the company goal. Each individual defines their own critical path aligned to the team goal.

Set a weekly review cadence: 1:1s and team meetings include a standing agenda item — "is the work this week on our critical path?"

WHY: Company-level critical paths get diluted at the department and individual level if not explicitly cascaded. The cascade ensures that what the founder calls the critical path is what each engineer, marketer, and salesperson is actually working on day-to-day. Weekly review is the accountability mechanism — if the team can't point to on-path work in a 1:1, the path isn't being followed.

Inputs

  • Current company state (metrics, team, runway, constraints)
  • Candidate list of work items being considered
  • Rough goal horizon (3, 6, 12 months)

Outputs

Three markdown files:

  1. critical-path.md — The single traction goal, filtered milestones in dependency order, next immediate steps
  2. critical-path-excluded.md — Exclusion log of items considered but cut, with one-line reasons
  3. critical-path-cascade.md *(if applicable)* — Department and individual sub-paths

Key Principles

  • One goal, not three. Multiple top-level goals is the same as no goal. Pick one. The one that, if achieved, changes the business trajectory most. WHY: Prioritization is impossible without a single anchor. Any decision can feel important if you're comparing it to vague multi-goal aspirations.
  • Necessary is a higher bar than useful. Most candidate milestones are useful. Very few are necessary. The filter cuts the merely-useful. WHY: This is where the leverage is. Resources freed from useful-but-not-necessary work are what enable the necessary work to ship on time.
  • The exclusion log matters as much as the path. Writing down what you're NOT doing, with reasons, is what prevents the cut items from creeping back in. WHY: Without the written exclusion, team members will re-propose cut items every few weeks. The log is a reference point: "we explicitly cut this for this reason."
  • Binary, not gradient. Work is on the path or off the path. There is no "kind of on the path." Gradient evaluation produces wishy-washy prioritization. WHY: Binary forces a decision. Gradient lets people rationalize anything as "somewhat important."
  • Reassess after every milestone. Completing a milestone changes what you know. The path that made sense at the start may not be the path from here. WHY: The critical path is not a one-time document. It's a living plan that updates with learning. Static paths become wrong as the world changes.
  • Take the shortcut. If a milestone can be reached via an external provider, partnership, or existing tool, use that instead of building. WHY: The goal is the traction goal, not the pride of building everything yourself. Shortcuts compress time-to-goal, which is the whole point.

Examples

Scenario: Founder with 15 priorities

Trigger: "We're a 6-person B2B SaaS startup, 3 months from running out of runway. Need to raise a Series A. We're working on: the new dashboard redesign, hiring a VP Marketing, a big feature release, onboarding automation, enterprise SSO, the blog we've been meaning to launch, getting on the Salesforce marketplace, rebuilding our pricing page, and a bunch of other things."

Process: (1) Goal: $30k MRR by month-end — the minimum to make an A story credible. (2) Brainstorm: all the items above plus ~8 more. (3) Filter — for each item ask "does this get us to $30k MRR this month?" Results: onboarding automation YES (converts trials faster), Salesforce marketplace MAYBE (takes too long to ship, move to exclusion), dashboard redesign NO (doesn't acquire customers), VP Marketing hire NO (won't ship this month), blog NO (too slow), pricing page NO, SSO NO (enterprise deals don't close this month). Of 15 items, only 3 survive: onboarding automation, closing 4 active trials that are on the edge, and accelerating one enterprise deal already in flight. (4) Order: close the enterprise deal first (biggest lever), accelerate trial closures, ship onboarding automation last. (5) Filter ongoing work: team was spending 40% of time on dashboard redesign — stop. Reallocate to closing the enterprise deal.

Output: critical-path.md with the 3 surviving items, critical-path-excluded.md with 12 items and reasons, immediate reallocation plan.

Scenario: Startup 18 months in, still no focus

Trigger: "Consumer mobile app, 18 months in, $0 revenue, $400k raised. We have a free app with 20k users. Founders disagree on whether to focus on ads, in-app purchases, or a B2B licensing deal."

Process: (1) Force one goal. Ask: "Which of these, if achieved in 6 months, would most change the trajectory?" — founders agree: first $10k MRR. (2) Brainstorm milestones for each of the 3 paths: ad-supported model, IAP, B2B licensing. (3) Filter: ad-supported model requires 500k+ users (can't hit in 6 months) → excluded. IAP requires product changes + payment infrastructure + marketing test → viable. B2B licensing requires 1 deal closure → viable and fastest. (4) Order: pursue B2B first (single deal = goal), IAP as parallel fallback. (5) Filter ongoing work: team was building ad infrastructure — stop, reassign to B2B outreach.

Output: Clear single goal, decisive cut of ad strategy, parallel B2B+IAP path with B2B as primary.

Scenario: DuckDuckGo-style long-arc planning

Trigger: "Privacy-focused product competing with incumbents. We have 10k users. Where do I even start with goals?"

Process: (1) Goal: specific user count that unlocks next phase — "100k monthly active users" as first goal (DDG-style cascade: product/messaging stable → break-even threshold → mainstream adoption). (2) Brainstorm all milestones that might contribute: mobile app, improved messaging, 1 piece of viral PR, API integration with a power user tool, SEO on "privacy" keywords, etc. (3) Filter: mobile app YES (retention driver), SEO on privacy keywords YES (aligned with cause), viral PR YES (one good story could 10x users), API integration MAYBE — moved to exclusion for this phase. (4) Order: SEO foundation first (slowest to compound), then PR preparation, then mobile app launch. (5) Filter proposed features: product team wants to add a new browser extension → apply filter → does this contribute to 100k MAU? Only if it ships in 3 weeks. Otherwise, exclude.

Output: Multi-goal cascade pattern inspired by DuckDuckGo's approach. One current goal with clear milestones. Features that don't serve it are explicitly excluded, reviewable at next goal transition.

References

License

This skill is licensed under CC-BY-SA-4.0. Source: BookForge — Traction: A Startup Guide to Getting Customers by Gabriel Weinberg and Justin Mares.

Related BookForge Skills

Install related skills from ClawhHub:

  • clawhub install bookforge-bullseye-channel-selection — The critical path's traction milestones often include channel selection
  • clawhub install bookforge-startup-traction-strategy-by-phase — The critical path goal should match the startup's current phase
  • clawhub install bookforge-business-development-pipeline — BD deals are frequently critical path milestones

Or install the full book set from GitHub: bookforge-skills

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