Game Changing Features
openstatusHQ/data-table-filters
Find 10x product opportunities and high-leverage improvements.
Evaluates whether the product solves a bleeding-neck pain point or is merely a 'nice-to-have' feature.
Install Product Market Fit Score
$ npx skills add ahmadvh/octochains --skill product-market-fit-score -a claude-codeProject install by default; add -g for ~/.claude/skills/.
$ gh skill install ahmadvh/octochains product-market-fit-score --agent claude-codeProject scope by default; add --scope user for a personal install. Needs GitHub CLI 2.90.0 or later (public preview).
$ git clone --depth 1 https://github.com/ahmadvh/octochains.git skills-src && mkdir -p .claude/skills && cp -r skills-src/src/octochains/agents/skills/strategy/product-market-fit-score .claude/skills/product-market-fit-score && rm -rf skills-srcUse ~/.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/
Install the "product-market-fit-score" agent skill from https://github.com/ahmadvh/octochains/tree/main/src/octochains/agents/skills/strategy/product-market-fit-score into .claude/skills/product-market-fit-score/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "product-market-fit-score", then confirm the skill loads.Claude Code copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
$skill-installer install https://github.com/ahmadvh/octochains/tree/main/src/octochains/agents/skills/strategy/product-market-fit-scoreType this inside Codex. $skill-installer <name> installs a curated skill from openai/skills. The installer writes to $CODEX_HOME/skills (default ~/.codex/skills). Restart Codex if the skill does not show up.
$ npx skills add ahmadvh/octochains --skill product-market-fit-score -a codexProject install goes to .agents/skills/; add -g for ~/.codex/skills/.
$ gh skill install ahmadvh/octochains product-market-fit-score --agent codexProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/ahmadvh/octochains.git skills-src && mkdir -p .agents/skills && cp -r skills-src/src/octochains/agents/skills/strategy/product-market-fit-score .agents/skills/product-market-fit-score && rm -rf skills-srcUse ~/.agents/skills/ instead of .agents/skills for a personal install.
Codex skills documentation · loads skills from .agents/skills/
Install the "product-market-fit-score" agent skill from https://github.com/ahmadvh/octochains/tree/main/src/octochains/agents/skills/strategy/product-market-fit-score into .agents/skills/product-market-fit-score/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "product-market-fit-score", then confirm the skill loads.Codex copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
$ npx skills add ahmadvh/octochains --skill product-market-fit-score -a cursorProject install goes to .agents/skills/; add -g for ~/.cursor/skills/.
$ gh skill install ahmadvh/octochains product-market-fit-score --agent cursorProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/ahmadvh/octochains.git skills-src && mkdir -p .cursor/skills && cp -r skills-src/src/octochains/agents/skills/strategy/product-market-fit-score .cursor/skills/product-market-fit-score && rm -rf skills-srcUse ~/.cursor/skills/ instead of .cursor/skills for a personal install.
Cursor skills documentation · loads skills from .cursor/skills/, .agents/skills/, .claude/skills/, .codex/skills/
Install the "product-market-fit-score" agent skill from https://github.com/ahmadvh/octochains/tree/main/src/octochains/agents/skills/strategy/product-market-fit-score into .cursor/skills/product-market-fit-score/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "product-market-fit-score", then confirm the skill loads.Cursor copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
$ gemini skills install https://github.com/ahmadvh/octochains.git --path src/octochains/agents/skills/strategy/product-market-fit-score--scope user (default) or --scope workspace; --path is the subfolder of the repo that holds the skill; --consent skips the security confirmation prompt.
$ npx skills add ahmadvh/octochains --skill product-market-fit-score -a gemini-cliProject install goes to .agents/skills/; add -g for ~/.gemini/skills/.
$ gh skill install ahmadvh/octochains product-market-fit-score --agent gemini-cliProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/ahmadvh/octochains.git skills-src && mkdir -p .gemini/skills && cp -r skills-src/src/octochains/agents/skills/strategy/product-market-fit-score .gemini/skills/product-market-fit-score && rm -rf skills-srcUse ~/.gemini/skills/ instead of .gemini/skills for a personal install, then run /skills reload.
Gemini CLI skills documentation · loads skills from .gemini/skills/, .agents/skills/
Install the "product-market-fit-score" agent skill from https://github.com/ahmadvh/octochains/tree/main/src/octochains/agents/skills/strategy/product-market-fit-score into .gemini/skills/product-market-fit-score/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "product-market-fit-score", then confirm the skill loads.Gemini CLI copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
$ gh skill install ahmadvh/octochains product-market-fit-scoreInstalls for Copilot at project scope by default; add --scope user for a personal install. Preview a skill first with gh skill preview. Needs GitHub CLI 2.90.0 or later (public preview).
$ npx skills add ahmadvh/octochains --skill product-market-fit-score -a github-copilotProject install goes to .agents/skills/; add -g for ~/.copilot/skills/.
$ git clone --depth 1 https://github.com/ahmadvh/octochains.git skills-src && mkdir -p .github/skills && cp -r skills-src/src/octochains/agents/skills/strategy/product-market-fit-score .github/skills/product-market-fit-score && rm -rf skills-srcUse ~/.copilot/skills/ instead of .github/skills for a personal install. Commit .github/skills so cloud agent and code review can use it.
GitHub Copilot skills documentation · loads skills from .github/skills/, .claude/skills/, .agents/skills/
Install the "product-market-fit-score" agent skill from https://github.com/ahmadvh/octochains/tree/main/src/octochains/agents/skills/strategy/product-market-fit-score into .github/skills/product-market-fit-score/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "product-market-fit-score", then confirm the skill loads.GitHub Copilot copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
$ npx skills add ahmadvh/octochains --skill product-market-fit-score -a opencodeOpenCode documents no install command of its own. Project install goes to .agents/skills/; add -g for ~/.config/opencode/skills/.
$ gh skill install ahmadvh/octochains product-market-fit-score --agent opencodeProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/ahmadvh/octochains.git skills-src && mkdir -p .opencode/skills && cp -r skills-src/src/octochains/agents/skills/strategy/product-market-fit-score .opencode/skills/product-market-fit-score && rm -rf skills-srcUse ~/.config/opencode/skills/ instead of .opencode/skills for a personal install.
OpenCode skills documentation · loads skills from .opencode/skills/, .claude/skills/, .agents/skills/
Install the "product-market-fit-score" agent skill from https://github.com/ahmadvh/octochains/tree/main/src/octochains/agents/skills/strategy/product-market-fit-score into .opencode/skills/product-market-fit-score/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "product-market-fit-score", then confirm the skill loads.OpenCode copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
Facts
- Skill name
product-market-fit-score- GitHub stars
- 377
- Token cost
- ~322 tokens
- SKILL.md length
- 154 words
- Files
- 1
- Skills in repo
- 13
- Repo updated
- First seen
- Licence
- Custom licence
At a glance
Evaluates whether the product solves a bleeding-neck pain point or is merely a 'nice-to-have' feature.
- Works in 3 steps: Pain Point Validation: Does the product… → Defensibility (The Moat): Can this… → Churn Risk Analysis: Based on the…
- Tasks that involve Product strategy
- Instructions only: no scripts, shell commands, URLs or credentials in SKILL.md
What it does
Product Market Fit Score is an agent skill from ahmadvh/octochains. Evaluates whether the product solves a bleeding-neck pain point or is merely a 'nice-to-have' feature.
Its SKILL.md is about 320 tokens, which your agent loads only when the skill is triggered. It is a single SKILL.md file with no bundled scripts.
It sits in Product & Project Management, covering Product strategy. The repository describes itself as: A lightweight Python framework for parallel, isolated, collaborative AI reasoning.
When your agent uses it
- Tasks that involve Product strategy
Example prompts
- “nice-to-have”
- “Use the product-market-fit-score skill to evaluate whether the product solves a bleeding-neck pain point or is merely a 'nice-to-have' feature”
- “/product-market-fit-score”
Workflow steps
3 steps, taken from the first numbered list in SKILL.md.
- Pain Point Validation: Does the product solve a critical, "hair-on-fire" problem for its users, or is it a vitamin (nice-to-have)?
- Defensibility (The Moat): Can this product be easily replicated by a larger competitor (e.g., OpenAI, Microsoft, or AWS) pushing a weekend…
- Churn Risk Analysis: Based on the product's stickiness and daily utility, estimate the likelihood of users abandoning the platform after 3…
What it can do on your machine
Read from SKILL.md and the folder at commit 3512a57. 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
Product Market Fit Score loads about 322 tokens when it runs. Until then it costs about 32 tokens; SKILL.md has 154 words of instructions outside code blocks.
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
Its licence (Custom licence) doesn't allow us to republish the file, so here is its outline and opening line. It has 154 words (~322 tokens).
“Act as a ruthless Chief Product Officer. Evaluate the core product offering to determine if it actually possesses a defensible "moat" and true Product-Market Fit (PMF).”
- name
- product-market-fit-score
- version
- 1.0.0
Files
Just SKILL.md in src/octochains/agents/skills/strategy/product-market-fit-score of ahmadvh/octochains.
Open the folder on GitHubat commit 3512a57
Compare with similar skills
Product Market Fit Score 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.
| Skill | Stars | Used in | Tokens | Auto-check | Licence | Repo updated |
|---|---|---|---|---|---|---|
| Product Market Fit Score this skillahmadvh/octochains | 377 | — | ~322 | Automated safety check: Pass | Custom licence | |
| Game Changing FeaturesopenstatusHQ/data-table-filters | 2.3k | 3 repos | ~2.1k | Automated safety check: Pass | MIT | |
| Organic Growth Path Advisordeanpeters/Product-Manager-Skills | 7.2k | 2 repos | ~5.2k | Automated safety check: Pass | Custom licence | |
| Product Strategistalirezarezvani/claude-skills | 28k | 2 repos | ~1.8k | Automated safety check: Pass | MIT | |
| PlaidBuildGreatProducts/plaid | 218 | — | ~1.6k | Automated safety check: Pass | MIT | |
| Product Competitive AnalysisFokkyp/claude-skills | 226 | — | ~1.2k | Automated safety check: Pass | None |
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deanpeters/Product-Manager-Skills
Diagnoses where a growth constraint lives and recommends one organic growth path from the McKinsey Growth Pyramid to test first.
Product Strategist
alirezarezvani/claude-skills
OKR cascade toolkit for product leaders: generates aligned company-to-team OKRs from five strategy types and scores how well they line up.
Plaid
BuildGreatProducts/plaid
Product Led AI Development — guides founders from idea to launched product.
Product Competitive Analysis
Fokkyp/claude-skills
Produces product-manager competitive analysis reports in Chinese, with a confirm-first scoping gate, three-phase evidence collection and single or multi-product modes.
Company Research Brief
deanpeters/Product-Manager-Skills
Builds a company research brief covering executive quotes, product strategy, transformation efforts and org context, tailored to interview prep, competitor or partnership work.
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Related
Categories
Questions about Product Market Fit Score
What does Product Market Fit Score do?
Evaluates whether the product solves a bleeding-neck pain point or is merely a 'nice-to-have' feature. Product Market Fit Score is an agent skill from ahmadvh/octochains. Evaluates whether the product solves a bleeding-neck pain point or is merely a 'nice-to-have' feature.
When should I use Product Market Fit Score?
Product Market Fit Score fits situations like: tasks that involve Product strategy.
How do I install Product Market Fit Score in Claude Code?
Run `npx skills add ahmadvh/octochains --skill product-market-fit-score -a claude-code`. Or copy the skill folder (src/octochains/agents/skills/strategy/product-market-fit-score in ahmadvh/octochains) into .claude/skills/product-market-fit-score in your project. Claude Code loads it when a task matches its description.
How do I install Product Market Fit Score in Codex?
Run `npx skills add ahmadvh/octochains --skill product-market-fit-score -a codex`. Or copy the skill folder (src/octochains/agents/skills/strategy/product-market-fit-score in ahmadvh/octochains) into .agents/skills/product-market-fit-score in your project. Codex loads it when a task matches its description.
Can I use Product Market Fit Score 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 ahmadvh/octochains --skill product-market-fit-score -a cursor` (or -a gemini-cli, github-copilot or opencode for the others). To copy it by hand, put the folder in .cursor/skills/product-market-fit-score, .gemini/skills/product-market-fit-score, .github/skills/product-market-fit-score and .opencode/skills/product-market-fit-score in your project.
What does Product Market Fit Score need to run?
SKILL.md names no scripts, command-line tools or credentials: Product Market Fit Score is instructions for the agent only.
Does Product Market Fit Score 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 Product Market Fit Score 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 Product Market Fit Score use?
Product Market Fit Score has a licence file (the repository's licence) that doesn't match a standard licence. Read it on GitHub before reusing the skill.
How many tokens does Product Market Fit Score use?
About 322 tokens (SKILL.md is roughly 1.3k characters). Agents keep only the skill's name and description in context until a task matches; then they load SKILL.md in full.
What are the alternatives to Product Market Fit Score?
Skills that share tags, products or a category with Product Market Fit Score: Game Changing Features (openstatusHQ/data-table-filters, 2.3k stars), Organic Growth Path Advisor (deanpeters/Product-Manager-Skills, 7.2k stars), Product Strategist (alirezarezvani/claude-skills, 28k stars) and Plaid (BuildGreatProducts/plaid, 218 stars). The comparison table on this page puts their stars, adoption, token cost, safety result and licence side by side.
Who maintains Product Market Fit Score?
ahmadvh (a GitHub user) maintains it in ahmadvh/octochains, which has 377 GitHub stars. The repository holds 13 skills in this directory. The repository was last updated on August 20, 2026.
Source: ahmadvh/octochains on GitHub. Facts on this page come from the repository at the commit we read; the author's words are quoted as theirs.