Agent skill

Marketplace Liquidity Take Rates

by RefoundAI in RefoundAI/lenny-skills

Help users define precise liquidity metrics, set competitive take rates based on value delivery, and manage the delicate balance between supply-side health and platform profitability.

MITAuto-check passed

Install Marketplace Liquidity Take Rates

skills CLI
$ npx skills add RefoundAI/lenny-skills --skill marketplace-liquidity-take-rates -a claude-code

Project install by default; add -g for ~/.claude/skills/.

GitHub CLI
$ gh skill install RefoundAI/lenny-skills marketplace-liquidity-take-rates --agent claude-code

Project scope by default; add --scope user for a personal install. Needs GitHub CLI 2.90.0 or later (public preview).

Manual copy
$ git clone --depth 1 https://github.com/RefoundAI/lenny-skills.git skills-src && mkdir -p .claude/skills && cp -r skills-src/skills/marketplace-liquidity-take-rates .claude/skills/marketplace-liquidity-take-rates && rm -rf skills-src

Use ~/.claude/skills/ instead of .claude/skills for a personal install. The folder must contain SKILL.md.

Claude Code skills documentation · loads skills from .claude/skills/

Facts

Skill name
marketplace-liquidity-take-rates
GitHub stars
1.4k
Token cost
~1.9k tokens
SKILL.md length
1,093 words
Files
3 (incl. references)
Skills in repo
76
Repo updated
First seen
Licence
MIT

At a glance

Help users define precise liquidity metrics, set competitive take rates based on value delivery, and manage the delicate balance between supply-side health and platform profitability.

  • Works in 4 steps: Define Liquidity - Replace the ambiguous… → Calculate Take Rate - Establish a… → Monitor Health - Use a gardener mindset… → …
  • SKILL.md covers How to Help, Core Principles, Templates & Frameworks and Questions to Help Users, plus 3 more sections
  • Instructions only: no scripts, shell commands, URLs or credentials in SKILL.md

What it does

Marketplace Liquidity Take Rates is an agent skill from RefoundAI/lenny-skills. Help users define precise liquidity metrics, set competitive take rates based on value delivery, and manage the delicate balance between supply-side health and platform profitability.

Its SKILL.md is about 1.9k tokens, which your agent loads only when the skill is triggered. The skill folder holds 3 other files, including reference files (for example `references/artifacts.md` and `references/guest-insights.md`).

The repository describes itself as: 86 product management skills from Lenny's Podcast for Claude Code and AI agents. Hiring, user research, strategy, shipping, and more. The licence is MIT.

Example prompts

  • “/marketplace-liquidity-take-rates”

Workflow steps

4 steps, taken from the first numbered list in SKILL.md.

  1. Define Liquidity - Replace the ambiguous term 'liquidity' with specific, measurable signals like fill rate and time-to-match.
  2. Calculate Take Rate - Establish a baseline take rate based on whether the product is a tool-first platform or a demand-generating…
  3. Monitor Health - Use a gardener mindset to watch for downstream ripple effects when adjusting fees or incentives.
  4. Strategic Benchmarking - Compare take rates against category-specific benchmarks while accounting for the level of operational ease…

What it can do on your machine

Read from SKILL.md and the folder at commit 13598cc. It shows what the files ask for, not the result of running them.

  • Tool permissions

    Pre-approves nothing: there is no allowed-tools line, so your agent's usual permission prompts apply.

    From allowed-tools in the SKILL.md frontmatter.

  • Runs code

    No scripts in the folder and no shell commands in SKILL.md.

    From the folder's file list and the shell code blocks in SKILL.md.

  • Network

    No URLs in SKILL.md.

    From URLs in SKILL.md, links to its own repository left out.

  • Credentials

    Names no API keys, tokens, secrets or passwords.

    From names ending in _API_KEY, _TOKEN, _SECRET, _KEY or _PASSWORD in SKILL.md.

Context cost

Marketplace Liquidity Take Rates loads about 1.9k tokens when it runs, and up to ~13k if it reads all its reference files. Until then it costs about 54 tokens; SKILL.md has 1,093 words of instructions outside code blocks.

Always · name and description, kept in context so the agent knows when to use it
~54
When it runs · the whole SKILL.md, loaded when a task matches
~1.9k
With references · SKILL.md plus every file in references/, read only if the agent opens them
~13k

Estimates: characters ÷ 4, the usual rule of thumb; real counts depend on the model's tokenizer. Scripts and assets cost tokens only if the agent reads them.

Safety

Auto-check passed

The automated check found no risky patterns in SKILL.md.

Automated static check — not a guarantee. Review scripts before installing. It scans the text of SKILL.md for risky patterns (piping downloads into a shell, reading credential files, hidden Unicode, destructive commands); files beside SKILL.md are not scanned.

SKILL.md

The full file from RefoundAI/lenny-skills at commit 13598cc, republished under its MIT licence (© RefoundAI). 1,093 words, ~1,921 tokens.

Download SKILL.mdSave it as .claude/skills/marketplace-liquidity-take-rates/SKILL.md (or your agent's skills folder). This skill also uses 2 other files; get the full folder from GitHub.
name
marketplace-liquidity-take-rates
description
Help users define precise liquidity metrics, set competitive take rates based on value delivery, and manage the delicate balance between supply-side health and platform profitability.

Marketplace Liquidity and Take Rates

Optimize the balance between transaction reliability and monetization to build a defensible ecosystem.

Help the user with marketplace liquidity and take rates using insights from 6 guests and posts across Lenny's Podcast and Newsletter.

How to Help

  1. Define Liquidity - Replace the ambiguous term 'liquidity' with specific, measurable signals like fill rate and time-to-match.
  2. Calculate Take Rate - Establish a baseline take rate based on whether the product is a tool-first platform or a demand-generating marketplace.
  3. Monitor Health - Use a gardener mindset to watch for downstream ripple effects when adjusting fees or incentives.
  4. Strategic Benchmarking - Compare take rates against category-specific benchmarks while accounting for the level of operational ease provided.

Core Principles

Adopt a gardener mindset

Dan Hockenmaier: "For a marketplace, you're like messing with this ecosystem that you don't actually really understand how it works. And sometimes you might do something over here which drives this long-term effect two months later, and then you're going to be pulling your hair out two months later trying to figure out what you did over here that made that thing happen."

Marketplace health depends on complex interactions where small changes cause delayed ripple effects. Leaders should use a light touch and monitor downstream impacts for months after making changes.

Calculate take rate as a function of value

From "Choosing a take rate": "Differences in take rates are primarily driven by three factors: (1) whether you can drive new demand, (2) how much convenience you provide the seller, and (3) the level of competition in the market."

Your fee should reflect the new demand you generate and the operational ease you provide. Start with a 10% baseline for platforms and 20% for marketplaces, then adjust based on product value.

The friction-growth trade-off

From "Choosing a take rate": "The most dangerous strategy for any platform company is to price too high – to charge a greedy and overzealous rake that could serve to undermine the whole point of having a platform in the first place."

High take rates create friction and leave room for competitors to undercut you. Lower rates can secure a long-term edge in winner-take-all markets by reducing barriers to transaction.

Operationalize liquidity through specificity

From "The most important marketplace metrics to track": "Since there’s so much confusion around this term, I prefer to avoid using it altogether when we’re describing operational metrics, and instead get specific about what I mean (e.g. fill rate, supply quantity, supply success, etc.). If you do use it, explain what you actually mean. Don’t assume anyone knows what you’re talking about when you say ‘liquidity.’"

The term liquidity is too ambiguous for daily operations. Replace it with specific metrics like fill rate or success rate to ensure the team is aligned on what a successful match looks like.

Certainty drives marketplace retention

From "Why marketplaces fail": "The most fundamental job of a marketplace is to efficiently match supply with demand. If you can’t do this reliably (i.e. fill-rate) or quickly (i.e. time-to-match), you’ll fail."

Users will abandon a platform for more reliable alternatives if they experience low fill rates or slow matching times. Prioritize providing high certainty of a match over broad expansion.

Prioritize demand-side retention

From "The inside story of Facebook Marketplace": "Once we had the tab within the Facebook app to drive buyer engagement, we settled on the key metric of weekly buyer retention."

Focusing on demand-side retention ensures the marketplace provides repeatable value rather than temporary growth. Set weekly buyer retention as your north star metric for product-market fit.

Maximize revenue via tiered structures

From "Choosing a take rate": "Companies like Upwork, Patreon, StockX, Doordash, Uber Eats, and Grubhub take advantage of The Take Rate Formula by offering different take rates for more or less Convenience and Demand."

Tiered pricing allows you to map different take rates to the specific level of service each seller needs. Use volume-based tiers to reward your most active participants while capturing value from others.

Show full SKILL.md (430 more words)Show less

Templates & Frameworks

  • The Take Rate Formula (Choosing a take rate) - A mental model for determining and adjusting marketplace/platform take rates based on three factors
  • Fill Rate Operationalization Guide (The most important marketplace metrics to track) - How to define the 'intentful' signal in your marketplace to properly measure fill rate
  • 3-Step Take Rate Calculator (Choosing a take rate) - A back-of-the-envelope guide to calculate an initial take rate for your marketplace or platform
  • Take Rate Benchmarking Spreadsheet (Choosing a take rate) - A detailed spreadsheet with take rates of 35+ companies across platforms and marketplaces, categorized and annotated
  • Marketplace Unit Economics Three-Way Tension (Why marketplaces fail) - The fundamental economic tension in marketplace businesses between three competing needs
  • Marketplace Liquidity Metrics (Why marketplaces fail) - Two key metrics for measuring whether a marketplace has achieved sufficient liquidity
  • Strategies to Increase Your Take Rate (Choosing a take rate) - A list of tactics organized by the three formula levers for justifying and implementing a higher take rate
  • Tiered Take Rate Examples (Choosing a take rate) - Real-world examples of companies using tiered pricing structures to vary their take rate based on volume, service level, or plan
  • 5 Ways to Lower Your Take Rate (Choosing a take rate) - Tactical options for reducing your take rate to increase competitiveness and reduce friction

See references/artifacts.md for the full list with details.

Questions to Help Users

  • "What is the specific 'intentful action' in your user journey that signals a desire for a match?"
  • "Are you primarily a platform providing tools or a marketplace generating new demand for your sellers?"
  • "How does your fill rate vary across different geographic regions or product categories?"
  • "What measurable improvements in convenience have you delivered to justify a higher take rate?"
  • "Is your take rate creating enough friction that a competitor could easily undercut you?"
  • "What is the current relationship between your transaction frequency and average order value?"

Common Mistakes to Flag

  • Using 'liquidity' as a KPI - The term is too vague to be actionable; teams should focus on fill rate and time-to-match instead.
  • Over-extracting value too early - Setting a high take rate before proving significant demand generation can kill the supply side and invite competition.
  • Ignoring the lag in ecosystem changes - Pricing adjustments often have delayed effects on supply retention and marketplace health that don't show up in immediate metrics.
  • Failing to subsidize the experience in low-ticket categories - In commoditized markets, failing to absorb costs like refunds or redeliveries can lead to permanent loss of customer trust.

Deep Dive

For all 17 sourced insights from 6 guests, see references/guest-insights.md

  • Marketplace Fundamentals
  • Supply Demand Balance

© RefoundAI, MIT. Rendered from Markdown: HTML in the file is shown as text, images as links, and headings moved down two levels. Raw file

Files

SKILL.md and 2 other files (references) in skills/marketplace-liquidity-take-rates of RefoundAI/lenny-skills.

  • SKILL.md
  • references/artifacts.md
  • references/guest-insights.md

Open the folder on GitHubat commit 13598cc

Compare with similar skills

Marketplace Liquidity Take Rates next to the 5 skills that share the most tags, products or categories with it. Stars are the repository's; “used in” counts other GitHub owners with a copy.

Marketplace Liquidity Take Rates compared with similar skills
SkillStarsUsed inTokensAuto-checkLicenceRepo updated
Marketplace Liquidity Take Rates this skillRefoundAI/lenny-skills1.4k—~1.9kAutomated safety check: PassMIT
North Star Metricphuryn/pm-skills27k—~1kAutomated safety check: PassMIT
Modeling Activation MetricsPostHog/posthog40k—~1.4kAutomated safety check: PassCustom licence
Investigate MetricPostHog/posthog40k—~1.9kAutomated safety check: PassCustom licence
Product Metrics Dashboard Designphuryn/pm-skills27k—~1.3kAutomated safety check: PassMIT
CI Metricspytorch/pytorch104k—~1.1kAutomated safety check: PassCustom licence

Similar skills

  • North Star Metric

    phuryn/pm-skills

    Define a North Star Metric and 3-5 supporting input metrics that form a metrics constellation.

    27k GitHub stars~1k tokensUpdated 2 days ago
    Product & Project ManagementAuto-check passed
  • Official

    Build reusable activation models — an activation-rate metric and a per-user/per-account activated flag — on either PostHog data-warehouse views (HogQL) or an external dbt project.

    40k GitHub stars~1.4k tokensUpdated yesterday
    Data & AnalyticsAuto-check passed
  • Investigate Metric

    PostHog/posthog

    Official

    Diagnose why a product metric changed (dropped, spiked, or plateaued) by orchestrating breakdowns, actors, paths, lifecycle, retention, and annotations queries.

    40k GitHub stars~1.9k tokensUpdated today
    Product & Project ManagementAuto-check passed
  • Designs a product metrics dashboard: a North Star and input metrics, a definition table with data sources, chart types and alert thresholds, and a screen layout.

    27k GitHub stars~1.3k tokensUpdated yesterday
    Product & Project ManagementAuto-check passed
  • CI Metrics

    pytorch/pytorch

    Query PyTorch CI, GitHub Actions, HUD, Grafana, and infrastructure metrics.

    104k GitHub stars~1.1k tokensUpdated today
    AI & LLM EngineeringAuto-check passed
  • Track, calculate, and optimize key performance metrics for SaaS, marketplace, consumer, and B2B startups from seed through Series A, including unit economics, growth efficiency, and cash management.

    40k GitHub stars~2.5k tokensUpdated 6 days ago
    Business, Finance & HRAuto-check passed

More from RefoundAI/lenny-skills

All 76 skills in this repo
  • Customer Interviews

    RefoundAI/lenny-skills

    Help users conduct high-impact customer interviews that move beyond surface-level feature requests to identify root emotional frustrations and specific causal triggers.

    1.4k GitHub stars~1.7k tokensUpdated 2 mo ago
    Auto-check passed
  • Time Energy Management

    RefoundAI/lenny-skills

    Help users master their personal output by shifting from reactive scheduling to intentional energy management, internal trigger mastery, and proactive boundary setting.

    1.4k GitHub stars~1.6k tokensUpdated 2 mo ago
    Auto-check passed
  • User Onboarding Activation

    RefoundAI/lenny-skills

    Help users reach their first moment of core value by optimizing the first-run experience, removing friction, and aligning product design with psychological triggers.

    1.4k GitHub stars~2.1k tokensUpdated 2 mo ago
    Auto-check passed
  • Acquisition Channels

    RefoundAI/lenny-skills

    Help users identify unique distribution advantages and master the lifecycle of acquisition channels to build a sustainable engine for growth and retention.

    1.4k GitHub stars~2.2k tokensUpdated 2 mo ago
    Auto-check passed
  • AI Assisted Prototyping

    RefoundAI/lenny-skills

    Help users build functional product prototypes from natural language or visual mocks using AI coding tools.

    1.4k GitHub stars~1.2k tokensUpdated 2 mo ago
    Auto-check passed
  • AI Evals

    RefoundAI/lenny-skills

    Help users build robust infrastructure for measuring, monitoring, and iterating on AI product performance using human, code-based, and LLM-as-a-judge methodologies.

    1.4k GitHub stars~1.7k tokensUpdated 2 mo ago
    Auto-check passed

Questions about Marketplace Liquidity Take Rates

What does Marketplace Liquidity Take Rates do?

Help users define precise liquidity metrics, set competitive take rates based on value delivery, and manage the delicate balance between supply-side health and platform profitability. Marketplace Liquidity Take Rates is an agent skill from RefoundAI/lenny-skills. Help users define precise liquidity metrics, set competitive take rates based on value delivery, and manage the delicate balance between supply-side health and platform profitability.

How do I install Marketplace Liquidity Take Rates in Claude Code?

Run `npx skills add RefoundAI/lenny-skills --skill marketplace-liquidity-take-rates -a claude-code`. Or copy the skill folder (skills/marketplace-liquidity-take-rates in RefoundAI/lenny-skills) into .claude/skills/marketplace-liquidity-take-rates in your project. Claude Code loads it when a task matches its description.

How do I install Marketplace Liquidity Take Rates in Codex?

Run `npx skills add RefoundAI/lenny-skills --skill marketplace-liquidity-take-rates -a codex`. Or copy the skill folder (skills/marketplace-liquidity-take-rates in RefoundAI/lenny-skills) into .agents/skills/marketplace-liquidity-take-rates in your project. Codex loads it when a task matches its description.

Can I use Marketplace Liquidity Take Rates in Cursor, Gemini CLI or GitHub Copilot?

Cursor, Gemini CLI, GitHub Copilot and OpenCode also load SKILL.md folders. With the skills CLI, run `npx skills add RefoundAI/lenny-skills --skill marketplace-liquidity-take-rates -a cursor` (or -a gemini-cli, github-copilot or opencode for the others). To copy it by hand, put the folder in .cursor/skills/marketplace-liquidity-take-rates, .gemini/skills/marketplace-liquidity-take-rates, .github/skills/marketplace-liquidity-take-rates and .opencode/skills/marketplace-liquidity-take-rates in your project.

What does Marketplace Liquidity Take Rates need to run?

SKILL.md names no scripts, command-line tools or credentials: Marketplace Liquidity Take Rates is instructions for the agent only.

Does Marketplace Liquidity Take Rates access the network?

SKILL.md contains no URLs. Any network use would come from the scripts or tools the agent runs. This is read from the text; nothing was executed.

Is Marketplace Liquidity Take Rates safe to install?

Our automated static check of SKILL.md found no risky patterns, such as piping downloads into a shell, reading credential files or hidden Unicode. It is not a guarantee. Review the folder before installing.

What licence does Marketplace Liquidity Take Rates use?

Marketplace Liquidity Take Rates is published under the MIT licence (the repository's licence). It allows redistribution, so the full SKILL.md is shown on this page.

How many tokens does Marketplace Liquidity Take Rates use?

About 1.9k tokens (SKILL.md is roughly 7.7k characters). Agents keep only the skill's name and description in context until a task matches; then they load SKILL.md in full. Its references folder adds about 11k tokens, read only when the agent opens those files.

What are the alternatives to Marketplace Liquidity Take Rates?

Skills that share tags, products or a category with Marketplace Liquidity Take Rates: North Star Metric (phuryn/pm-skills, 27k stars), Modeling Activation Metrics (PostHog/posthog, 40k stars), Investigate Metric (PostHog/posthog, 40k stars) and Product Metrics Dashboard Design (phuryn/pm-skills, 27k stars). The comparison table on this page puts their stars, adoption, token cost, safety result and licence side by side.

Who maintains Marketplace Liquidity Take Rates?

RefoundAI (a GitHub organization) maintains it in RefoundAI/lenny-skills, which has 1,382 GitHub stars. The repository holds 76 skills in this directory. The repository was last updated on July 16, 2026.

Source: RefoundAI/lenny-skills on GitHub. Facts on this page come from the repository at the commit we read; the author's words are quoted as theirs.