Swarma
glitch-rabin/swarma
Agent teams that run growth experiments and build their own playbook.
Define a North Star Metric and 3-5 supporting input metrics that form a metrics constellation.
$ npx skills add phuryn/pm-skills --skill north-star-metric -a claude-codeProject install by default; add -g for ~/.claude/skills/.
$ gh skill install phuryn/pm-skills north-star-metric --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/phuryn/pm-skills.git skills-src && mkdir -p .claude/skills && cp -r skills-src/pm-marketing-growth/skills/north-star-metric .claude/skills/north-star-metric && 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 "north-star-metric" agent skill from https://github.com/phuryn/pm-skills/tree/main/pm-marketing-growth/skills/north-star-metric into .claude/skills/north-star-metric/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "north-star-metric", 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/phuryn/pm-skills/tree/main/pm-marketing-growth/skills/north-star-metricType 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 phuryn/pm-skills --skill north-star-metric -a codexProject install goes to .agents/skills/; add -g for ~/.codex/skills/.
$ gh skill install phuryn/pm-skills north-star-metric --agent codexProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/phuryn/pm-skills.git skills-src && mkdir -p .agents/skills && cp -r skills-src/pm-marketing-growth/skills/north-star-metric .agents/skills/north-star-metric && rm -rf skills-srcUse ~/.agents/skills/ instead of .agents/skills for a personal install.
Codex skills documentation · loads skills from .agents/skills/
Install the "north-star-metric" agent skill from https://github.com/phuryn/pm-skills/tree/main/pm-marketing-growth/skills/north-star-metric into .agents/skills/north-star-metric/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "north-star-metric", 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 phuryn/pm-skills --skill north-star-metric -a cursorProject install goes to .agents/skills/; add -g for ~/.cursor/skills/.
$ gh skill install phuryn/pm-skills north-star-metric --agent cursorProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/phuryn/pm-skills.git skills-src && mkdir -p .cursor/skills && cp -r skills-src/pm-marketing-growth/skills/north-star-metric .cursor/skills/north-star-metric && 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 "north-star-metric" agent skill from https://github.com/phuryn/pm-skills/tree/main/pm-marketing-growth/skills/north-star-metric into .cursor/skills/north-star-metric/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "north-star-metric", 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/phuryn/pm-skills.git --path pm-marketing-growth/skills/north-star-metric--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 phuryn/pm-skills --skill north-star-metric -a gemini-cliProject install goes to .agents/skills/; add -g for ~/.gemini/skills/.
$ gh skill install phuryn/pm-skills north-star-metric --agent gemini-cliProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/phuryn/pm-skills.git skills-src && mkdir -p .gemini/skills && cp -r skills-src/pm-marketing-growth/skills/north-star-metric .gemini/skills/north-star-metric && 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 "north-star-metric" agent skill from https://github.com/phuryn/pm-skills/tree/main/pm-marketing-growth/skills/north-star-metric into .gemini/skills/north-star-metric/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "north-star-metric", 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 phuryn/pm-skills north-star-metricInstalls 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 phuryn/pm-skills --skill north-star-metric -a github-copilotProject install goes to .agents/skills/; add -g for ~/.copilot/skills/.
$ git clone --depth 1 https://github.com/phuryn/pm-skills.git skills-src && mkdir -p .github/skills && cp -r skills-src/pm-marketing-growth/skills/north-star-metric .github/skills/north-star-metric && 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 "north-star-metric" agent skill from https://github.com/phuryn/pm-skills/tree/main/pm-marketing-growth/skills/north-star-metric into .github/skills/north-star-metric/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "north-star-metric", 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 phuryn/pm-skills --skill north-star-metric -a opencodeOpenCode documents no install command of its own. Project install goes to .agents/skills/; add -g for ~/.config/opencode/skills/.
$ gh skill install phuryn/pm-skills north-star-metric --agent opencodeProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/phuryn/pm-skills.git skills-src && mkdir -p .opencode/skills && cp -r skills-src/pm-marketing-growth/skills/north-star-metric .opencode/skills/north-star-metric && 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 "north-star-metric" agent skill from https://github.com/phuryn/pm-skills/tree/main/pm-marketing-growth/skills/north-star-metric into .opencode/skills/north-star-metric/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "north-star-metric", 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.
north-star-metricDefine a North Star Metric and 3-5 supporting input metrics that form a metrics constellation.
North Star Metric is an agent skill from phuryn/pm-skills. Define a North Star Metric and 3-5 supporting input metrics that form a metrics constellation. Classify the business game (Attention, Transaction, Productivity) and validate against 7 criteria for an effective North Star. Use when choosing a North Star Metric, setting up a metrics framework, learning about the North Star Framework, or deciding what to measure.
Its SKILL.md is about 1k 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 metrics. The repository describes itself as: PM Skills Marketplace: 100+ agentic skills, commands, and plugins — from discovery to strategy, execution, launch, and growth. The licence is MIT.
7 steps, taken from the first numbered list in SKILL.md.
Read from SKILL.md and the folder at commit 6058e29. It shows what the files ask for, not the result of running them.
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.
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.
Links to these hosts (documentation or services it may open):
productcompass.pmlearn.productcompass.pmFrom URLs in SKILL.md, links to its own repository left out.
Names no API keys, tokens, secrets or passwords.
From names ending in _API_KEY, _TOKEN, _SECRET, _KEY or _PASSWORD in SKILL.md.
North Star Metric loads about 1k tokens when it runs. Until then it costs about 95 tokens; SKILL.md has 486 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.
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.
The full file from phuryn/pm-skills at commit 6058e29, republished under its MIT licence (© phuryn). 486 words, ~1,038 tokens.
.claude/skills/north-star-metric/SKILL.md (or your agent's skills folder).Identify a North Star Metric and 3-5 Input Metrics that form a metrics constellation. Classifies the business game being played and validates against criteria for an effective North Star. Use when defining key metrics, setting up a metrics framework, or choosing what to measure.
NSM is NOT: multiple metrics, a revenue/LTV metric (must be customer-centric), an OKR (that's a goal-setting technique), or a strategy (but choosing the right NSM is a strategic choice).
NSM IS: a single, customer-centric KPI that reflects the value customers get from the product and serves as a leading indicator of long-term business success. You can use Key Results (OKRs) to express expected change in NSM.
Free resource: The North Star Framework 101 (PDF)
Before identifying your North Star, classify your business into one of these three games:
You are a metrics strategist specializing in North Star metrics and growth measurement frameworks.
Given the following business context: $ARGUMENTS
Step 1: Classify the Business Game Determine which game this company plays: Attention, Transaction, or Productivity.
Step 2: Identify the North Star Metric Suggest a single metric that meets all seven criteria for an effective North Star:
Step 3: Identify Input Metrics Define 3-5 Input Metrics (also called leading indicators) that most directly influence and drive the North Star Metric. Each input metric should:
© phuryn, MIT. Rendered from Markdown: HTML in the file is shown as text, images as links, and headings moved down two levels. Raw file
Just SKILL.md in pm-marketing-growth/skills/north-star-metric of phuryn/pm-skills.
Open the folder on GitHubat commit 6058e29
North Star Metric 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 |
|---|---|---|---|---|---|---|
| North Star Metric this skillphuryn/pm-skills | 27k | — | ~1k | Automated safety check: Pass | MIT | |
| Swarmaglitch-rabin/swarma | 173 | — | ~4.4k | Automated safety check: Notes | MIT | |
| Prdjuanandresgs/claude-ctrl | 193 | — | ~2.9k | Automated safety check: Pass | None | |
| AI Product Strategy InterviewerPrepLabsAI/InterviewMentor | 112 | — | ~4.5k | Automated safety check: Pass | MIT | |
| Investigate MetricPostHog/posthog | 40k | — | ~1.9k | Automated safety check: Pass | Custom licence | |
| Weekly Creative Reportreal-simple-labs/parker-brain | 102 | — | ~4.7k | Automated safety check: Pass | Custom licence |
glitch-rabin/swarma
Agent teams that run growth experiments and build their own playbook.
juanandresgs/claude-ctrl
Write structured feature specifications with problem statements, user journeys, use cases, functional requirements, and success metrics.
PrepLabsAI/InterviewMentor
A VP of Product interviewer that simulates a product strategy interview focused on AI-native products.
PostHog/posthog
Diagnose why a product metric changed (dropped, spiked, or plateaued) by orchestrating breakdowns, actors, paths, lifecycle, retention, and annotations queries.
real-simple-labs/parker-brain
Build the brand's weekly creative report, a polished, shareable page an agency can send straight to the brand's CMO and team.
andreaskelm/pm-brain
Define, sharpen, or audit a North Star metric and its input metrics tree, and decide which product metrics actually matter (leading vs.
phuryn/pm-skills
Reviews a diff by anchoring on agreements between two sides of a boundary, forcing a concrete violating execution, and refuting each finding before reporting it.
phuryn/pm-skills
Validates an experiment's setup, works out lift, p-value and confidence interval from A/B test data, and recommends whether to ship, extend or stop.
phuryn/pm-skills
Drafts three alternative sets of team OKRs, each with an inspiring objective and measurable key results, tied to the company strategy you provide.
phuryn/pm-skills
Analyzes uploaded cohort data to compute retention curves and feature adoption trends, builds heatmaps and charts, and suggests qualitative follow-up research.
phuryn/pm-skills
Generates realistic test datasets with custom columns, row counts and business constraints, output as CSV, JSON, SQL inserts or a runnable Python script.
phuryn/pm-skills
Reviews a draft for grammar, logic and flow problems and returns located, prioritized fix suggestions without rewriting the whole text.
Categories
Define a North Star Metric and 3-5 supporting input metrics that form a metrics constellation. North Star Metric is an agent skill from phuryn/pm-skills. Define a North Star Metric and 3-5 supporting input metrics that form a metrics constellation.
North Star Metric fits situations like: choosing a North Star Metric; setting up a metrics framework; learning about the North Star Framework; deciding what to measure.
Run `npx skills add phuryn/pm-skills --skill north-star-metric -a claude-code`. Or copy the skill folder (pm-marketing-growth/skills/north-star-metric in phuryn/pm-skills) into .claude/skills/north-star-metric in your project. Claude Code loads it when a task matches its description.
Run `npx skills add phuryn/pm-skills --skill north-star-metric -a codex`. Or copy the skill folder (pm-marketing-growth/skills/north-star-metric in phuryn/pm-skills) into .agents/skills/north-star-metric in your project. Codex loads it when a task matches its description.
Cursor, Gemini CLI, GitHub Copilot and OpenCode also load SKILL.md folders. With the skills CLI, run `npx skills add phuryn/pm-skills --skill north-star-metric -a cursor` (or -a gemini-cli, github-copilot or opencode for the others). To copy it by hand, put the folder in .cursor/skills/north-star-metric, .gemini/skills/north-star-metric, .github/skills/north-star-metric and .opencode/skills/north-star-metric in your project.
SKILL.md names no scripts, command-line tools or credentials: North Star Metric is instructions for the agent only.
SKILL.md names 2 domains. As links in the text: productcompass.pm and learn.productcompass.pm. This is read from the text; nothing was executed.
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.
North Star Metric is published under the MIT licence (the repository's licence). It allows redistribution, so the full SKILL.md is shown on this page.
About 1k tokens (SKILL.md is roughly 4.2k characters). Agents keep only the skill's name and description in context until a task matches; then they load SKILL.md in full.
Skills that share tags, products or a category with North Star Metric: Swarma (glitch-rabin/swarma, 173 stars), Prd (juanandresgs/claude-ctrl, 193 stars), AI Product Strategy Interviewer (PrepLabsAI/InterviewMentor, 112 stars) and Investigate Metric (PostHog/posthog, 40k stars). The comparison table on this page puts their stars, adoption, token cost, safety result and licence side by side.
phuryn (a GitHub user) maintains it in phuryn/pm-skills, which has 26,862 GitHub stars. The repository holds 67 skills in this directory. The repository was last updated on October 9, 2026.
Source: phuryn/pm-skills on GitHub. Facts on this page come from the repository at the commit we read; the author's words are quoted as theirs.