Agent skill

Supply Demand Balance

by RefoundAI in RefoundAI/lenny-skills

Help users identify whether supply or demand is their primary growth bottleneck and apply tactical levers to achieve marketplace liquidity and long-term health.

MITAuto-check passed

Install Supply Demand Balance

skills CLI
$ npx skills add RefoundAI/lenny-skills --skill supply-demand-balance -a claude-code

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

GitHub CLI
$ gh skill install RefoundAI/lenny-skills supply-demand-balance --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/supply-demand-balance .claude/skills/supply-demand-balance && 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
supply-demand-balance
GitHub stars
1.4k
Token cost
~2.1k tokens
SKILL.md length
1,199 words
Files
3 (incl. references)
Skills in repo
76
Repo updated
First seen
Licence
MIT

At a glance

Help users identify whether supply or demand is their primary growth bottleneck and apply tactical levers to achieve marketplace liquidity and long-term health.

  • Works in 4 steps: Diagnose constraints - Analyze… → Select acquisition levers - Evaluate and… → Define density targets - Establish clear… → …
  • 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

Supply Demand Balance is an agent skill from RefoundAI/lenny-skills. Help users identify whether supply or demand is their primary growth bottleneck and apply tactical levers to achieve marketplace liquidity and long-term health.

Its SKILL.md is about 2.1k 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

  • “/supply-demand-balance”

Workflow steps

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

  1. Diagnose constraints - Analyze transaction data to determine if supply or demand is the primary factor limiting your current growth.
  2. Select acquisition levers - Evaluate and prioritize the top two or three channels most likely to successfully bootstrap your initial…
  3. Define density targets - Establish clear thresholds for supply variety and volume needed to keep the demand side engaged.
  4. Resolve trade-offs - Use guiding principles to navigate conflict between supply and demand needs during product prioritization.

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

Supply Demand Balance loads about 2.1k tokens when it runs, and up to ~20k if it reads all its reference files. Until then it costs about 46 tokens; SKILL.md has 1,199 words of instructions outside code blocks.

Always · name and description, kept in context so the agent knows when to use it
~46
When it runs · the whole SKILL.md, loaded when a task matches
~2.1k
With references · SKILL.md plus every file in references/, read only if the agent opens them
~20k

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). 1,199 words, ~2,103 tokens.

Download SKILL.mdSave it as .claude/skills/supply-demand-balance/SKILL.md (or your agent's skills folder). This skill also uses 2 other files; get the full folder from GitHub.
name
supply-demand-balance
description
Help users identify whether supply or demand is their primary growth bottleneck and apply tactical levers to achieve marketplace liquidity and long-term health.

Supply Demand Balance

Master marketplace liquidity by identifying bottlenecks and strategically scaling the harder side of the market.

Help the user with supply demand balance using insights from 6 guests and posts across Lenny's Podcast and Newsletter.

How to Help

  1. Diagnose constraints - Analyze transaction data to determine if supply or demand is the primary factor limiting your current growth.
  2. Select acquisition levers - Evaluate and prioritize the top two or three channels most likely to successfully bootstrap your initial supply side.
  3. Define density targets - Establish clear thresholds for supply variety and volume needed to keep the demand side engaged.
  4. Resolve trade-offs - Use guiding principles to navigate conflict between supply and demand needs during product prioritization.

Core Principles

Concentrate resources on supply first

From "How to Kickstart and Scale a Marketplace Business – Part 2: Cracking the Chicken-and-Egg Problem 🐣 - Supply vs. Demand": "The lesson we took away from this was that all that matters is supply. So we decided to focus on that above all else. We postponed building brand and delightful product until we had liquidity. Dozens of other startups took another direction. Case after case, it proved a mistake."

Achieve early liquidity by focusing nearly all resources on growing supply before investing heavily in brand building or product polish.

Pinpoint the primary bottleneck

From "How To Know If You're Supply or Demand Constrained 🤹♂️ - Phase 2 of Kickstarting and Scaling a Marketplace Business": "It simply means that your biggest constraint to driving additional transactions is a lack of supply (e.g. Airbnb Homes, Uber drivers) or a lack of demand (e.g. Rover dog owners, TaskRabbit customers). In theory, you always want more of both, but in many cases adding more of one side doesn’t actually lead to growth. Your resources are better spent elsewhere."

Growth depends on identifying which side of the marketplace is currently limiting transactions so you do not waste resources on the side that is already ready.

Focus on a maximum of three levers

From "How to Kickstart and Scale a Marketplace Business – Part 3: Cracking the Chicken-and-Egg Problem 🐣 - Growing Initial Supply": "One fascinating meta-learning that emerged from this research is how few levers individual companies found success in early-on. The median number of levers that the biggest marketplace companies relied on to kickstart supply growth was just TWO (and the average was 2.5). . . Figure out what those are and double down."

Avoid diversifying too early: evaluate all potential growth levers but narrow your strategy to the two or three that offer the strongest product-market fit.

Constrain the market to create density

From "How to kickstart and scale a marketplace business": "The research points to two ways to constrain a marketplace: (1) by geography, and (2) by category. If the offering requires supply and demand to be in the same physical location, the constraint is always geographical (e.g. a limited set of markets). Otherwise, it’s category-based (e.g. handmade goods)."

Solve the cold-start problem by limiting your launch to a specific geography or category to ensure supply and demand can easily find one another.

Model non-linear relationships

Dan Hockenmaier: "So now what we've talked about is mostly modeling like the demand side of a business. So now you'd also need to think about supply acquisition and retention and how these two sides interact. So as we add supply, what's going to happen to demand?"

Quantify how incremental supply acquisition catalyzes buyer demand to understand the tipping points in your specific marketplace.

Manage the marketplace as a zero-sum game

Ramesh Johari: "Many of the changes that are most consequential create winners and losers. And rolling with those changes is about recognizing whether the winners you've created are more important to your business than the losers you've created in the process."

Acknowledge that every change involves trade-offs and monitor for effects where improving one side of the market might inadvertently hurt the other.

Show full SKILL.md (555 more words)Show less

Templates & Frameworks

  • Supply-First vs. Demand-First Decision Framework (How to Kickstart and Scale a Marketplace Business – Part 2: Cracking the Chicken-and-Egg Problem 🐣 - Supply vs. Demand) - A decision framework for marketplace founders to determine whether to focus early resources on supply or demand, based on analysis of 17 successful marketplaces
  • 12 Levers for Growing Initial Marketplace Supply (How to Kickstart and Scale a Marketplace Business – Part 3: Cracking the Chicken-and-Egg Problem 🐣 - Growing Initial Supply) - A comprehensive ranked framework of the 12 supply-growth strategies used by 17 of today's biggest marketplace companies, sorted by frequency of use. Used to ide
  • Marketplace Supply Growth Lever Selection Checklist (How to Kickstart and Scale a Marketplace Business – Part 3: Cracking the Chicken-and-Egg Problem 🐣 - Growing Initial Supply) - A prioritized checklist for evaluating which supply growth levers to pursue, based on frequency of success across 17 major marketplaces
  • Marketplace Constraint Decision Tree (How to kickstart and scale a marketplace business) - A decision framework for how to constrain your initial marketplace based on whether your service is location-dependent or not.
  • Marketplace Launch Concentration Strategy (How long it takes to find Product-Market Fit) - The principle that marketplace startups should concentrate on a single city or category before expanding, with Thumbtack as the counter-example.
  • Three Patterns of Marketplace Supply-Demand Constraint (How To Know If You're Supply or Demand Constrained 🤹♂️ - Phase 2 of Kickstarting and Scaling a Marketplace Business) - A classification framework for understanding which of three patterns your marketplace falls into regarding supply vs. demand constraint, based on analysis of ~2
  • Airbnb's Three-Stage Supply-Demand Diagnosis Evolution (How To Know If You're Supply or Demand Constrained 🤹♂️ - Phase 2 of Kickstarting and Scaling a Marketplace Business) - A progression model showing how Airbnb evolved its approach to diagnosing supply vs. demand constraint from simple to sophisticated
  • Marketplace Cold-Start Supply Strategy (The inside story of Facebook Marketplace) - How to seed supply in a new marketplace by leveraging existing user behavior rather than recruiting new sellers

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

Questions to Help Users

  • "Which side of your marketplace currently feels like the 'ghost town' for users?"
  • "If you doubled your supply tomorrow, would your total transactions double, or would they stay the same?"
  • "What are the two most effective channels you have used so far to acquire suppliers?"
  • "Is your marketplace location-dependent, or can supply and demand meet digitally across any distance?"
  • "What specific metric (like ETA or fill rate) indicates that your marketplace is 'healthy' in a given city?"
  • "Are your suppliers bringing their own demand to the platform, or are they waiting for you to provide it?"

Common Mistakes to Flag

  • Diversifying acquisition channels too early - Spreading limited resources across too many levers prevents any single channel from reaching the scale required to seed liquidity.
  • Ignoring the 'activated' supply status - Acquiring a high volume of supply is meaningless if they do not complete a transaction or add inventory to the platform.
  • Failing to constrain geographic scope - Launching in too many markets at once dilutes supply density, making it impossible for demand to find what they need.
  • Treating supply and demand as equal priorities - Most marketplaces have one side that is significantly harder to acquire, and failing to prioritize that side leads to structural imbalance.

Deep Dive

For all 22 sourced insights from 6 guests, see references/guest-insights.md

  • Marketplace Fundamentals
  • Marketplace Liquidity Take Rates

© RefoundAI, MIT. Rendered from Markdown: HTML in the file is shown as text, images as links, and headings moved down two levels. 3 hidden characters (zero-width or bidirectional) removed. Raw file

Files

SKILL.md and 2 other files (references) in skills/supply-demand-balance of RefoundAI/lenny-skills.

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

Open the folder on GitHubat commit 13598cc

Compare with similar skills

Supply Demand Balance 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.

Supply Demand Balance compared with similar skills
SkillStarsUsed inTokensAuto-checkLicenceRepo updated
Supply Demand Balance this skillRefoundAI/lenny-skills1.4k—~2.1kAutomated safety check: PassMIT
Analyzing Sbom For Supply Chain Vulnerabilitiesmukul975/Anthropic-Cybersecurity-Skills34k—~2.9kAutomated safety check: PassApache-2.0
Sbom Supply Chainsickn33/agentic-awesome-skills47k2 repos~3.4kAutomated safety check: PassMIT
Agent Supply Chaingithub/awesome-copilot40k1 repos~2.7kAutomated safety check: PassMIT
Supply Chain Securityzhaoxuya520/reverse-skill41k4 repos~953Automated safety check: WarnMIT
Agent Load Balancerruvnet/ruflo74k2 repos~3.1kAutomated safety check: PassMIT

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Questions about Supply Demand Balance

What does Supply Demand Balance do?

Help users identify whether supply or demand is their primary growth bottleneck and apply tactical levers to achieve marketplace liquidity and long-term health. Supply Demand Balance is an agent skill from RefoundAI/lenny-skills. Help users identify whether supply or demand is their primary growth bottleneck and apply tactical levers to achieve marketplace liquidity and long-term health.

How do I install Supply Demand Balance in Claude Code?

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

How do I install Supply Demand Balance in Codex?

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

Can I use Supply Demand Balance 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 supply-demand-balance -a cursor` (or -a gemini-cli, github-copilot or opencode for the others). To copy it by hand, put the folder in .cursor/skills/supply-demand-balance, .gemini/skills/supply-demand-balance, .github/skills/supply-demand-balance and .opencode/skills/supply-demand-balance in your project.

What does Supply Demand Balance need to run?

SKILL.md names no scripts, command-line tools or credentials: Supply Demand Balance is instructions for the agent only.

Does Supply Demand Balance 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 Supply Demand Balance 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 Supply Demand Balance use?

Supply Demand Balance 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 Supply Demand Balance use?

About 2.1k tokens (SKILL.md is roughly 8.4k 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 18k tokens, read only when the agent opens those files.

What are the alternatives to Supply Demand Balance?

Skills that share tags, products or a category with Supply Demand Balance: Analyzing Sbom For Supply Chain Vulnerabilities (mukul975/Anthropic-Cybersecurity-Skills, 34k stars), Sbom Supply Chain (sickn33/agentic-awesome-skills, 47k stars), Agent Supply Chain (github/awesome-copilot, 40k stars) and Supply Chain Security (zhaoxuya520/reverse-skill, 41k stars). The comparison table on this page puts their stars, adoption, token cost, safety result and licence side by side.

Who maintains Supply Demand Balance?

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.