Agent skill

Product Adoption

by magnus919 in magnus919/agent-skills

Diagnose and design product adoption for onboarding, activation, behavior change, feature discovery, rollout, and sustained use after launch.

MITAuto-check passedSales & Support

Install Product Adoption

skills CLI
$ npx skills add magnus919/agent-skills --skill product-adoption -a claude-code

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

GitHub CLI
$ gh skill install magnus919/agent-skills product-adoption --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/magnus919/agent-skills.git skills-src && mkdir -p .claude/skills && cp -r skills-src/product-adoption .claude/skills/product-adoption && 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
product-adoption
GitHub stars
115
Token cost
~1.7k tokens
SKILL.md length
477 words
Files
11 (incl. references)
Skills in repo
131
Repo updated
First seen
Licence
MIT

At a glance

Diagnose and design product adoption for onboarding, activation, behavior change, feature discovery, rollout, and sustained use after launch.

  • Works in 3 steps: Completed diagnostic or plan from… → Evidence-gate decisions with cohort… → Explicit statement of which adoption…
  • Unrelated requests
  • SKILL.md covers When to Load, When Not to Use, File Map and Core Methodology, plus 2 more sections
  • Instructions only: no scripts, shell commands, URLs or credentials in SKILL.md

What it does

Product Adoption is an agent skill from magnus919/agent-skills. Diagnose and design product adoption for onboarding, activation, behavior change, feature discovery, rollout, and sustained use after launch. Covers consumer, B2B, internal-tool, and public-service contexts with evidence-based decision points and cohort segmentation. Does not own acquisition campaigns or marketing conversion (routes to go-to-market), product-analytics instrumentation (routes to product-analytics-and-measurement), or customer-success account management and health scoring (routes to…

Its SKILL.md is about 1.7k tokens, which your agent loads only when the skill is triggered. The skill folder holds 13 other files, including reference files (for example `README.md`, `evals/evals.json` and `references/adoption-lifecycle-concepts.md`).

It sits in Sales & Support, covering Customer success, Product analytics and Go-to-market strategy. The repository describes itself as: Curated collection of AI agent skills for Hermes and other agent frameworks. The licence is MIT.

When your agent uses it

  • Unrelated requests
  • Route to the nearest named specialist

Example prompts

  • “/product-adoption”

Workflow steps

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

  1. Completed diagnostic or plan from relevant template
  2. Evidence-gate decisions with cohort breakdowns
  3. Explicit statement of which adoption stage(s) in scope and delegated

What it can do on your machine

Read from SKILL.md and the folder at commit 22b4723. 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 Adoption loads about 1.7k tokens when it runs, and up to ~3.4k if it reads all its reference files. Until then it costs about 159 tokens; SKILL.md has 477 words of instructions outside code blocks.

Always · name and description, kept in context so the agent knows when to use it
~159
When it runs · the whole SKILL.md, loaded when a task matches
~1.7k
With references · SKILL.md plus every file in references/, read only if the agent opens them
~3.4k

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 magnus919/agent-skills at commit 22b4723, republished under its MIT licence (© magnus919). 477 words, ~1,652 tokens.

Download SKILL.mdSave it as .claude/skills/product-adoption/SKILL.md (or your agent's skills folder). This skill also uses 10 other files; get the full folder from GitHub.
name
product-adoption
description
Diagnose and design product adoption for onboarding, activation, behavior change, feature discovery, rollout, and sustained use after launch. Covers consumer, B2B, internal-tool, and public-service contexts with evidence-based decision points and cohort segmentation. Does not own acquisition campaigns or marketing conversion (routes to go-to-market), product-analytics instrumentation (routes to product-analytics-and-measurement), or customer-success account management and health scoring (routes to conditional-customer-success). Do not use this skill for unrelated requests; route to the nearest named specialist.
license
MIT
metadata.tags
product-adoption, onboarding, activation, behavior-change, feature-discovery, rollout, sustained-use, time-to-value, cohort-segmentation, internal-tools…

Product Adoption

Move people from aware to active, from active to habitual, and from habitual to evangelical — across consumer, B2B, internal-tool, and public-service contexts. This skill diagnoses adoption problems and designs adoption plans anchored in evidence rather than marketing assumptions.

When to Load

TriggerWhat's Needed
Diagnose low activation or time-to-valuereferences/adoption-lifecycle-concepts.md
Design an adoption or rollout plantemplates/adoption-plan.md
Diagnose a specific adoption problemtemplates/activation-time-to-value-diagnostic.md
Segment users into rollout cohortstemplates/segmentation-and-rollout-record.md
Review sustained use after launchtemplates/sustained-use-review.md
Handle non-SaaS contextsreferences/non-saas-adoption-contexts.md
Design behavior change or educationreferences/behavior-change-and-education.md

When Not to Use

This skill does not own:

  • Acquisition campaigns, paid marketing, or conversion funnel optimization — these belong to go-to-market (see ../go-to-market/SKILL.md).
  • Product-analytics instrumentation — belongs to product-analytics-and-measurement (prose reference only; skill not yet landed).
  • Customer-success account management, renewal management, or health scoring — belongs to conditional-customer-success (prose reference only; skill not yet landed).

File Map

FilePurposeLoad when
references/discovery-brief.mdMaps existing GTM/acquisition material, states ownership boundariesRequired context
references/adoption-lifecycle-concepts.mdDistinguishes acquisition, activation, adoption, retention, expansionDiagnosing stage confusion
references/non-saas-adoption-contexts.mdInternal-tool, public-service, consumer, and B2B patternsNon-SaaS product
references/behavior-change-and-education.mdBehavior-change frameworks, in-product education, accessibility-first adoptionDesigning onboarding, education
templates/adoption-plan.mdEnd-to-end adoption plan with evidence gatesPlanning a launch
templates/activation-time-to-value-diagnostic.mdStructured activation diagnosticLow activation signal
templates/segmentation-and-rollout-record.mdCohort segmentation with evidence decision pointsRolling out to cohorts
templates/sustained-use-review.mdPost-launch adoption reviewEvaluating adoption health

Core Methodology

The Adoption Pipeline (Five Distinct Stages)
ACQUISITION → ACTIVATION → ADOPTION → RETENTION → EXPANSION
StageDefinitionOwned byThis skill's role
AcquisitionUser arrives at the productgo-to-marketDoes NOT own. Consumes context.
ActivationUser completes first meaningful outcome ("aha moment")product-adoptionOwns.
AdoptionUser forms a habit; product becomes regular workflowproduct-adoptionOwns.
RetentionUser stays and returns over timeShared with product-lifecycle-learningConsumes retention signals.
ExpansionUser deepens engagementproduct-adoption (feature-discovery) + conditional-customer-success (account-side)Owns feature-discovery.
Show full SKILL.md (186 more words)Show less
Evidence-Based Decision Points
DecisionEvidence SignalRule
ProceedActivation rate >= threshold, all cohortsGreen-light expansion
PauseActivation rate < threshold in any cohort, or negative trendHalt, diagnose, narrow
StopSustained below-threshold, 2+ remediation attempts failedStop, route to lifecycle-learning
AccelerateActivation > 2x threshold, sustained 2+ cyclesIncrease cohort size
Redesign onboardingDrop-off > 50% in first-run or TTV > 2x targetRedesign, re-test small cohort
Non-SaaS Support

Explicitly supports: internal tools, public services, consumer (non-subscription), B2B (non-SaaS). Does not assume NPS, conversion rates, or MRR benchmarks are universal. See references/non-saas-adoption-contexts.md.

Connecting Adoption Evidence
  • Product analytics and measurement — Consumes adoption evidence. product-analytics-and-measurement (prose) defines instrumentation.
  • Customer success — Informs success playbooks. conditional-customer-success (prose) owns account-level response.
  • Lifecycle learning — Sustained-use reviews feed product-lifecycle-learning (prose).
  • Product roadmapping and portfolio — Pause/stop decisions feed product-roadmapping-and-portfolio (prose).

Output Contract

  1. Completed diagnostic or plan from relevant template
  2. Evidence-gate decisions with cohort breakdowns
  3. Explicit statement of which adoption stage(s) in scope and delegated
  • ../go-to-market/SKILL.md — Owns acquisition, PLG metrics.
  • product-analytics-and-measurement — Owns instrumentation (prose reference).
  • conditional-customer-success — Owns account-level intervention (prose reference).
  • product-lifecycle-learning — Receives sustained-use review records (prose reference).
  • product-roadmapping-and-portfolio — Receives pause/stop evidence (prose reference).

© magnus919, 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 10 other files (references) in product-adoption of magnus919/agent-skills.

  • SKILL.md
  • README.md
  • evals/evals.json
  • references/adoption-lifecycle-concepts.md
  • references/behavior-change-and-education.md
  • references/discovery-brief.md
  • references/non-saas-adoption-contexts.md
  • templates/activation-time-to-value-diagnostic.md
  • templates/adoption-plan.md
  • templates/segmentation-and-rollout-record.md
  • templates/sustained-use-review.md

Open the folder on GitHubat commit 22b4723

Compare with similar skills

Product Adoption 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.

Product Adoption compared with similar skills
SkillStarsUsed inTokensAuto-checkLicenceRepo updated
Product Adoption this skillmagnus919/agent-skills115—~1.7kAutomated safety check: PassMIT
Chief Revenue Officercbrock84/headcount2k—~1.4kAutomated safety check: PassMIT
Tracking Schemajtrackingai/analytics-tracking-automation142—~1.1kAutomated safety check: PassApache-2.0
Gtm Tracking Plancognyai/claude-code-marketing-skills104—~1.4kAutomated safety check: NotesNone
Business Growth Skillsalirezarezvani/claude-skills28k—~506Automated safety check: PassMIT
Analytics Trackingborghei/Claude-Skills891—~5.7kAutomated safety check: PassMIT

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Questions about Product Adoption

What does Product Adoption do?

Diagnose and design product adoption for onboarding, activation, behavior change, feature discovery, rollout, and sustained use after launch. Product Adoption is an agent skill from magnus919/agent-skills. Diagnose and design product adoption for onboarding, activation, behavior change, feature discovery, rollout, and sustained use after launch.

When should I use Product Adoption?

Product Adoption fits situations like: unrelated requests; route to the nearest named specialist.

How do I install Product Adoption in Claude Code?

Run `npx skills add magnus919/agent-skills --skill product-adoption -a claude-code`. Or copy the skill folder (product-adoption in magnus919/agent-skills) into .claude/skills/product-adoption in your project. Claude Code loads it when a task matches its description.

How do I install Product Adoption in Codex?

Run `npx skills add magnus919/agent-skills --skill product-adoption -a codex`. Or copy the skill folder (product-adoption in magnus919/agent-skills) into .agents/skills/product-adoption in your project. Codex loads it when a task matches its description.

Can I use Product Adoption 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 magnus919/agent-skills --skill product-adoption -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-adoption, .gemini/skills/product-adoption, .github/skills/product-adoption and .opencode/skills/product-adoption in your project.

What does Product Adoption need to run?

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

Does Product Adoption 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 Adoption 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 Adoption use?

Product Adoption is published under the MIT licence (declared in SKILL.md). It allows redistribution, so the full SKILL.md is shown on this page.

How many tokens does Product Adoption use?

About 1.7k tokens (SKILL.md is roughly 6.6k 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 1.8k tokens, read only when the agent opens those files.

What are the alternatives to Product Adoption?

Skills that share tags, products or a category with Product Adoption: Chief Revenue Officer (cbrock84/headcount, 2k stars), Tracking Schema (jtrackingai/analytics-tracking-automation, 142 stars), Gtm Tracking Plan (cognyai/claude-code-marketing-skills, 104 stars) and Business Growth Skills (alirezarezvani/claude-skills, 28k stars). The comparison table on this page puts their stars, adoption, token cost, safety result and licence side by side.

Who maintains Product Adoption?

magnus919 (a GitHub user) maintains it in magnus919/agent-skills, which has 115 GitHub stars. The repository holds 131 skills in this directory. The repository was last updated on October 10, 2026.

Source: magnus919/agent-skills on GitHub. Facts on this page come from the repository at the commit we read; the author's words are quoted as theirs.