Repository inventory

anthropics/knowledge-work-plugins

Skills indexed from this repository, with install-style signals scoped to the repo.
31 skills231K GitHub stars0 weekly installs31 officialPythonGitHubOwner profile

Overview

This skill turns a problem statement or feature idea into a structured feature spec or PRD. It scopes the work, defines measurable goals and non-goals, and creates actionable requirements and acceptance criteria for implementation. Use it to go from vague requests to a ship-ready plan.

How this skill works

I start by clarifying the problem and target users, then gather context about constraints, prior work, and success signals. I produce a PRD with problem statement, goals, non-goals, prioritized user stories, categorized requirements (P0/P1/P2) with acceptance criteria, success metrics, open questions, and timeline considerations. After delivering the draft, I iterate based on feedback and can produce follow-up artifacts (tickets, design brief, stakeholder pitch).

When to use it

  • Turning a vague idea or user request into a scoped feature plan
  • Scoping a large ask into phased deliveries and prioritizing P0s
  • Defining success metrics and acceptance criteria before implementation
  • Preparing a spec for engineering, design, or stakeholder review
  • Documenting decisions, open questions, and timeline dependencies

Best practices

  • Start with a clear problem statement and measurable goals tied to user or business outcomes
  • Be ruthless about must-haves (P0) to enable fast learning and delivery
  • Explicitly list non-goals to prevent scope creep and align stakeholders
  • Include acceptance criteria (Given/When/Then or checklist) for each P0 requirement
  • Phase large features and record open questions with owners to unblock progress

Example use cases

  • Convert customer feedback about onboarding drop-off into a prioritized PRD with success targets
  • Create a phased spec for adding SSO support, including P0 login flows and P1 analytics
  • Define requirements and acceptance criteria for a data export feature requested by enterprise customers
  • Break a broad roadmap item into a v1 that ships quickly and a v2 planning document
  • Prepare a spec to align engineering, design, and legal on compliance-related features

FAQ

Give the feature name, a brief problem statement, and any constraints or known dependencies. I will ask follow-up questions if more context is needed.

Can you pull existing tickets or research?

If you provide related artifacts or summaries, I incorporate them. Otherwise I work from what you tell me and highlight missing context as open questions.

31 skills

write-spec
OfficialDocs

This skill generates a structured feature spec or PRD from a problem statement or idea, outlining goals, success metrics, and phased scope.

PlanningProductStrategyWriting+2
single-cell-rna-qc
OfficialAi

This skill performs quality control on single-cell RNA-seq data using MAD-based filtering and comprehensive visualizations to improve data quality.

AnalyticsCliDataPython+3
performance-analytics
OfficialAnalytics

This skill analyzes marketing performance across channels, identifies trends, and delivers actionable optimization recommendations for campaigns, channels, and

DataGrowthMarketingOfficial+1
account-research
OfficialAi

This skill helps you research companies or people using web search and enrichment to surface actionable sales intel for outreach.

AnalyticsAutomationDataGrowth+5
nextflow-development
OfficialAutomation

This skill runs nf-core bioinformatics pipelines on local or public sequencing data, guiding researchers through data acquisition, setup, and results.

CliDataPythonResearch+3
content-creation
OfficialContent

This skill drafts SEO-optimized marketing content across blog, social, email, landing pages, and case studies with channel-aware formatting.

CopywritingMarketingSeoSocial Media+3
task-management
OfficialCli

This skill manages tasks in TASKS.md, reading, adding, completing, and summarizing your active and waiting items with a simple, auto-synced dashboard.

DataDocsProductivityPython+2
campaign-planning
OfficialAnalytics

This skill helps plan and optimize marketing campaigns by defining objectives, audiences, messages, channels, and success metrics.

ContentGrowthMarketingPlanning+3
feature-spec
OfficialDocs

This skill helps product teams craft structured PRDs and feature specs with problem statements, user stories, requirements, and success metrics.

PlanningProductResearchStrategy+4
journal-entry-prep
OfficialAutomation

This skill helps prepare accurate journal entries by applying standard accruals, depreciation, and revenue recognition while ensuring proper documentation.

DataDocsPythonOfficial+1
interactive-dashboard-builder
OfficialAnalytics

This skill helps you build self-contained interactive HTML dashboards with Chart.js and filters, delivering shareable reports without server setup.

DataFrontendJavascriptPython+2
knowledge-management
OfficialAi

This skill helps you create and maintain searchable knowledge base articles from resolved tickets, improving self-service and reducing repeat inquiries.

ContentDocsSupportWriting+2
data-context-extractor
OfficialAi

This skill helps data teams bootstrap and iteratively refine a company-specific data analysis context by extracting domain knowledge from analysts.

AnalyticsDataDatabasePython+3
roadmap-management
OfficialAi

This skill helps plan and prioritize roadmaps using RICE, MoSCoW, ICE, and OKR-aligned methods to enable strategic decision making.

DataPlanningProductStrategy+2
source-management
OfficialAi

This skill helps you manage connected MCP sources, prioritize queries, and handle rate limits to improve enterprise search results.

AnalyticsApiBackendData+4
cowork-plugin-customizer
OfficialAutomation

This skill helps tailor a Claude cowork plugin to an organization's tools and workflows by replacing placeholders and configuring MCP servers.

CliDevopsProductivityPython+3
ticket-triage
OfficialAnalytics

This skill triages incoming support tickets by categorizing issues, assigning priority, and routing to the right team with context.

AutomationDataPythonSupport+2
contract-review
OfficialAi

This skill analyzes contracts against your organization's negotiation playbook, flags deviations, and generates actionable redline suggestions for faster,

AnalyticsDataDocsStrategy+3
reconciliation
OfficialAnalytics

This skill helps you perform reconciliation workflows by guiding GL-to-subledger, bank, and intercompany reconciliations and categorizing reconciling items.

DataPythonOfficialPython
meeting-briefing
OfficialAi

This skill prepares structured legal-focused meeting briefings and tracks action items to ensure accurate context and follow-through.

AutomationDocsPlanningProductivity+3
data-exploration
OfficialAnalytics

This skill profiles and assesses new datasets, revealing structure, quality, distributions, and potential issues to guide analysis.

DataDatabasePythonSql+2
knowledge-synthesis
OfficialAi

This skill synthesizes multi-source results into coherent, deduplicated answers with source attribution, delivering concise, trustworthy summaries for informed

AnalyticsDataDocsProduct+3
user-research-synthesis
OfficialAnalytics

This skill synthesizes qualitative and quantitative user research into structured insights and prioritized opportunities to guide product decisions.

DataPlanningProductResearch+3
create-an-asset
OfficialAi

This skill generates tailored sales assets such as landing pages, decks, and demos from deal context to accelerate customer conversations.

AutomationBrandingContentMarketing+3
call-prep
OfficialAi

This skill prepares for sales calls by compiling attendee context, research, and tailored agendas, boosting confidence and conversion.

AnalyticsAutomationResearchSales+2
response-drafting
OfficialAnalytics

This skill drafts professional, empathetic customer responses tailored to context, channel, and urgency to improve clarity and resolution.

CopywritingProductStrategySupport+3
search-strategy
OfficialAi

This skill decomposes natural language questions into parallel, source-specific searches, ranks results by relevance, and synthesizes a unified answer.

AutomationDataDocsPython+2
legal-risk-assessment
OfficialAi

This skill assesses and classifies legal risks using a severity-likelihood framework to support contract reviews and escalation decisions.

AnalyticsDataPythonOfficial+1
canned-responses
OfficialAi

This skill helps generate templated legal responses for routine inquiries while flagging when personalized review is required.

AutomationDocsPlanningWriting+2
scientific-problem-selection
OfficialAi

This skill helps scientists select and refine research problems by guiding ideation, risk assessment, and strategic planning through structured conversations.

PlanningProductivityPythonResearch+3
escalation
OfficialAnalytics

This skill helps you structure escalation briefs and guide cross-team action with full context, reproduction steps, and business impact for rapid resolution.

ProductSupportOfficialPython
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