anthropics/knowledge-work-plugins

Agent skills in the GitHub repository anthropics/knowledge-work-plugins, each with its code score out of 100.

Open source repository of plugins primarily intended for knowledge workers to use in Claude Cowork

Repository score

68 / 100 C

Skills

245

Verified

6

Average skill score

65

GitHub stars

35,519

License

Apache-2.0

Open anthropics/knowledge-work-plugins on GitHub

245 skills in this repository

1. instrument-data-to-allotrope

   Convert laboratory instrument output files (PDF, CSV, Excel, TXT) to Allotrope Simple Model (ASM) JSON format or flattened 2D CSV. Use this skill when scientists need to standardi…

   Verified88A
2. data-context-extractor

   Generate or improve a company-specific data analysis skill by extracting tribal knowledge from analysts. BOOTSTRAP MODE - Triggers: "Create a data context skill", "Set up data ana…

   Verified82B
3. outreach-composer

   Writes prospect outreach and follow-up sequences that sound like the owner wrote them, not like an AI did. Learns a voice profile from the owner's own sent mail, grounds every mes…

   Verified81B
4. job-post-builder

   Builds end-to-end hiring packets — job post, structured interview guide with scoring rubric, and offer letter template — from a hiring brief. Triggers on: "help me hire", "we're h…

   Verified80B
5. lead-triage

   Score and route an inbound lead, or rank a backlog of leads, against your ICP and qualification framework, then recommend a priority and next action. Use when the user asks "triag…

   Verified80B
6. nextflow-development

   Run nf-core bioinformatics pipelines (rnaseq, sarek, atacseq) on sequencing data. Use when analyzing RNA-seq, WGS/WES, or ATAC-seq data—either local FASTQs or public datasets from…

   Verified80B
7. guideline-generation

   This skill generates, creates, or builds brand voice guidelines from source materials. It should be used when the user asks to "generate brand guidelines", "create a style guide",…

   79B
8. cash-flow-snapshot

   Reads AR/AP, historical cash timing, and known fixed costs from the ledger (MYOB, NetSuite, QuickBooks, Xero, or Zoho Books) or from PayPal, Square, or Stripe — or a CSV upload —…

   78B
9. product-brainstorming

   Brainstorm product ideas, explore problem spaces, and challenge assumptions as a thinking partner. Use when exploring a new opportunity, generating solutions to a product problem,…

   78B
10. account-plan

    Build or refresh a strategic account plan - current state, goals, stakeholder coverage, opportunity map, risks, and the action plan - written to a doc and key fields synced to the…

    77B
11. account-research

    Research a target company and optionally a specific contact - company overview, recent news, likely priorities, and fit against your ICP. Cross-references existing CRM records. Us…

    77B
12. call-summary

    Turn a call transcript or call notes into a customer follow-up email draft, an internal chat summary, and proposed CRM updates. Use when the user says "call summary", "follow up o…

    77B
13. content-strategy

    Analyzes sales data from PayPal and QuickBooks to find top performers and slow movers, layers in seasonality, and produces a prioritized 30-day content brief: what to push, what o…

    77B
14. draft-outreach

    Draft a personalized outreach email or multi-touch sequence to a prospect, create it as an email draft for review, and add the contact to a sequence in your sales engagement tool…

    77B
15. log-activity

    Log a call, meeting, or email exchange to the CRM after the fact as a completed activity on the right account, opportunity, and contact - drafted from your description or a transc…

    77B
16. schedule-meeting

    Find a time, draft the invite, and book the meeting on Google Calendar or Outlook - then log it to the CRM as an event on the right account and opportunity. Use when the user says…

    77B
17. triage-nda

    Rapidly triage an incoming NDA and classify it as GREEN (standard approval), YELLOW (counsel review), or RED (full legal review). Use when a new NDA arrives from sales or business…

    77B
18. vendor-check

    Check the status of existing agreements with a vendor across all connected systems — CLM, CRM, email, and document storage — with gap analysis and upcoming deadlines. Use when onb…

    77B
19. expansion-whitespace

    Find the expansion whitespace in an account or a book - what they own vs. what they could own, the evidence for each play, and the open opps to create. Use when the user asks "wha…

    76B
20. stakeholder-map

    Map the people in a deal or account - roles, influence, sentiment, who's missing, and your best access path to the people you haven't reached. Use when the user asks "who are the…

    76B
21. compliance-check

    Run a compliance check on a proposed action, product feature, or business initiative, surfacing applicable regulations, required approvals, and risk areas. Use when launching a fe…

    75B
22. create-an-asset

    Build a customer deck, one-pager or leave-behind from your account data, call notes and approved materials, with no made-up numbers. Use when the user asks for a sales asset, one-…

    75B
23. crm-autopilot

    Keeps the CRM current without the owner ever opening it. Creates and updates contacts and deals from email, calendar, and call transcripts; logs activity automatically; drafts fol…

    75B
24. deploy-checklist

    Pre-deployment verification checklist. Use when about to ship a release, deploying a change with database migrations or feature flags, verifying CI status and approvals before goi…

    75B
25. plan-payroll

    Runs the payroll-confidence chain end to end — forecasts cash across the payroll window with cash-flow-snapshot, ranks and drafts overdue-invoice reminders with invoice-chase to c…

    75B
26. proposal-builder

    Turns whatever came out of a discovery conversation — a call transcript, a voice memo, jobsite photos, an RFP document, a set of drawings, or scrappy notes — into a branded, coste…

    75B
27. review-reputation

    Watches what customers are saying in public and in private, then does something about it. Aggregates Google, Yelp, and Facebook reviews alongside disputes, tickets, and email into…

    75B
28. smb-router

    The front door to the Small Business plugin. Listens to what the owner needs right now — vague or specific — and routes them to the best skill or slash command for the moment. Als…

    75B
29. ticket-deflector

    Reads a forwarded customer email or ticket, pulls order and refund status from a payments connector (PayPal, Square, or Stripe) or Shopify, account history from the CRM, and open…

    75B
30. write-spec

    Write a feature spec or PRD from a problem statement or feature idea. Use when turning a vague idea or user request into a structured document, scoping a feature with goals and no…

    75B
31. account-tiering

    Score and tier a list of accounts (or your full book) against ICP fit and engagement signals to prioritize where to spend time. Use when the user asks to "tier my accounts", "prio…

    74B
32. canva-creator

    Takes an approved content brief and executes a campaign end-to-end: builds the posting calendar, generates Canva designs for social posts, drafts caption and email copy, and stage…

    74B
33. close-plan

    Build the business case and mutual action plan for a deal - the why-buy/why-now story, the ROI framing, and the dated step-by-step path to signature shared with the customer. Use…

    74B
34. content-creation

    Draft marketing content across channels — blog posts, social media, email newsletters, landing pages, press releases, and case studies. Use when writing any marketing content, whe…

    74B
35. deal-advance-gap

    Forward-looking gap check on one opportunity - exactly what is missing to advance it to the next stage and to close, with who does what by when. Use when the user asks "what's mis…

    74B
36. deal-review

    Deep-dive on a single opportunity - signal-adjusted health score, risks, gaps in qualification, and recommended next actions. Use when the user asks "review the [account] deal", "…

    74B
37. forecast

    Generate the commit / best-case / pipeline narrative for a forecast call or a 1:1 with your manager - what's closing, what's at risk, what changed since last time. Use when the us…

    74B
38. report-builder

    Turns a plain-English description of a recurring report into a real, repeatable report — defines the metrics, pulls them from whatever data sources are connected, delivers a chat…

    74B
39. ticket-triage

    Triage and prioritize a support ticket or customer issue. Use when a new ticket comes in and needs categorization, assigning P1-P4 priority, deciding which team should handle it,…

    74B
40. account-context

    360-degree view of an account - CRM data, recent email threads, docs, transcripts, and internal chat chatter, synthesized into one brief. Use when the user asks "tell me about [ac…

    73B
41. brand-voice-enforcement

    This skill applies brand guidelines to content creation. It should be used when the user asks to "write an email", "draft a proposal", "create a pitch deck", "write a LinkedIn pos…

    73B
42. build-connector

    Gets Claude talking to a tool nobody built an official connector for. Works out what the system is, checks the Claude connector directory for an existing connector first, and when…

    73B
43. draft-response

    Draft a professional customer-facing response tailored to the situation and relationship. Use when answering a product question, responding to an escalation or outage, delivering…

    73B
44. grant-rfp-writer

    Finds grant and solicitation opportunities the organization actually qualifies for, runs a hard go/no-go before anyone starts writing, drafts the application or response from past…

    73B
45. invoice-chase

    Drafts overdue-invoice reminder emails from the ledger (MYOB, NetSuite, QuickBooks, Xero, or Zoho Books) plus PayPal, Stripe, and Airwallex data, matched to each customer's paymen…

    73B
46. monday-brief

    Runs the owner's Monday morning briefing as a two-link chain — business-pulse for the cross-connector snapshot of cash, sales, and pipeline, and report-builder for any saved KPI r…

    73B
47. pay-the-bills

    Works the bill pile from the AP inbox all the way to a staged payment run — reads and codes every bill, then checks the cash position before a dollar is committed, then stages the…

    73B
48. restock

    Turns what is actually selling into a reorder decision and gets it all the way into the books — computes sales velocity and conservative stockout dates per item, sizes the reorder…

    73B
49. route-lead

    Decide who owns an unrouted lead or opportunity and manage the handoff - deterministic routing by the org's own rules, a routing card the human router accepts or overrides, and dr…

    73B
50. seo-ai-visibility

    Audits and fixes both halves of being found — classic search and AI answers. Search side: rankings, site structure, page speed, titles and descriptions, and content that answers w…

    73B
51. win-loss-review

    Analyze recently closed opportunities to find patterns in what wins and what loses - stage of loss, common objections from transcripts, deal characteristics. Leader-focused. Use w…

    73B
52. accessibility-review

    Run a WCAG 2.1 AA accessibility audit on a design or page. Trigger with "audit accessibility", "check a11y", "is this accessible?", or when reviewing a design for color contrast,…

    72B
53. build-agent

    Turns a task the owner keeps doing by hand into a named, reusable skill they can trigger by name or put on a schedule. Watches them do it once or listens to them describe it, work…

    72B
54. call-list

    Builds today's call list. Runs lead-triage to rank the top-5 leads most worth calling, supplies talking points from email history, blocks time on the calendar, and drafts follow-u…

    72B
55. crm-hygiene-check

    Read-only audit of your CRM opportunities for missing fields, stale dates, and stage mismatches - outputs a fix checklist to apply by hand or through update-opportunity. Use when…

    72B
56. grow-pipeline

    Fills the funnel end to end without the owner babysitting it — reads the market and the competition for context, builds a ranked list of named prospects with a reason attached to…

    72B
57. lead-finder

    Builds a ranked list of prospects worth contacting. Works out the owner's ideal customer profile from the customers they already have, finds look-alike companies and the right con…

    72B
58. legal-response

    Generate a response to a common legal inquiry using configured templates, with built-in escalation checks for situations that shouldn't use a templated reply. Use when responding…

    72B
59. setup

    First-run setup - checks which tools are connected, shows what's connected and what each one unlocks, learns how you write from your sent email, and renders a starter dashboard ri…

    72B
60. social-content-engine

    Runs the owner's content operation as a standing thing rather than a one-off: keeps a rolling posting calendar, learns the owner's voice, generates on-brand Canva graphics, writes…

    72B
61. weekly-prep-brief

    Generate a comprehensive weekly briefing for all external calls in the next 7 days. Triggers on 'weekly prep brief', 'prepare my week', 'what calls do I have this week', 'Monday p…

    72B
62. business-pulse

    Produces a one-page cross-functional business snapshot for SMB owners — cash position (the ledger: MYOB, NetSuite, QuickBooks, Xero, or Zoho Books), sales trend (PayPal/Square/Str…

    71B
63. competitive-intelligence

    Competitive analysis two ways - the in-deal play against a named competitor, and win/loss patterns, competitor mentions, and battlecards across the book. Use when the user asks "c…

    71B
64. daily-briefing

    Morning rundown - today's meetings with account context, opps closing soon with stale flags, waiting customer emails, and the day's top actions. Use when the user says "daily brie…

    71B
65. growth-pulse

    Answers one question for an SMB owner — is the growth engine actually working? Pulls sales trend by channel, funnel conversion, campaign return, best and worst performing products…

    71B
66. handle-objection

    Work through a live objection or competitive threat - what's really being said, the response that has worked before, and the proof points to use, grounded in your own win/loss his…

    71B
67. inbox-sweep

    Batch-process unread customer emails - classify, prioritize, and draft replies. Use when the user asks "sweep my inbox", "what customer emails need a reply", "draft replies to my…

    71B
68. renewal-radar

    Upcoming renewals with timing, risk, and uplift potential - and the renewal opportunity records to keep them honest. Use when the user asks "what renewals are coming up", "renewal…

    71B
69. smb-onboard

    Claude as the trainer. Walks an SMB owner through connecting their first two tools, runs one recipe to prove immediate value, interviews them about their business (industry, size,…

    71B
70. update-opportunity

    Guided updates to an opportunity - push the stage, move the close date, set next steps, fix amount or forecast category. Shows the before/after, writes what you ask for or accept,…

    71B
71. ap-processor

    Works the bill pile end to end: reads bills and vendor statements out of the AP inbox or from uploaded PDFs and phone photos, pulls out vendor, amount, due date, and line detail,…

    70B
72. contact-research

    Research a specific person using Common Room data. Triggers on 'who is [name]', 'look up [email]', 'research [contact]', 'is [name] a warm lead', or any contact-level question.

    70B
73. journal-entry

    Prepare journal entries with proper debits, credits, and supporting detail. Use when booking month-end accruals (AP, payroll, prepaid), recording depreciation or amortization, pos…

    70B
74. journal-entry-prep

    Prepare journal entries with proper debits, credits, and supporting documentation for month-end close. Use when booking accruals, prepaid amortization, fixed asset depreciation, p…

    70B
75. marketing-monday

    Delivers the weekly growth briefing as one merged read — whether the growth engine is working, what customers are saying in public and private, what competitors actually changed,…

    70B
76. payroll-prep

    Gets payroll ready to run without anyone getting shorted: pulls timesheets from Gusto, QuickBooks Payroll, or an uploaded spreadsheet, totals regular, overtime, and PTO hours by p…

    70B
77. reactivate

    Wins back customers who have quietly stopped buying — finds the ones whose gap has stretched past their own normal rhythm or who are showing churn signals, ranks them by what the…

    70B
78. signature-request

    Prepare and route a document for e-signature — run a pre-signature checklist, configure signing order, and send for execution. Use when a contract is finalized and ready to sign,…

    70B
79. tax-prep

    Prepares tax materials as a two-link chain — month-end-prep confirms the books are closed and reconciled first, then tax-season-organizer calculates the quarterly estimated paymen…

    70B
80. ux-copy

    Write or review UX copy — microcopy, error messages, empty states, CTAs. Trigger with "write copy for", "what should this button say?", "review this error message", or when naming…

    70B
81. validate-data

    QA an analysis before sharing -- methodology, accuracy, and bias checks. Use when reviewing an analysis before a stakeholder presentation, spot-checking calculations and aggregati…

    70B
82. compose-outreach

    Generate personalized outreach messages using Common Room signals. Triggers on 'draft outreach to [person]', 'write an email to [name]', 'compose a message for [contact]', or any…

    69C
83. contract-review

    Lightweight NDA, MSA, and vendor contract review for SMBs without legal on staff. Reads contracts from local files, mail attachments (Gmail or M365), a connected file store (Googl…

    69C
84. cowork-plugin-customizer

    Customize a Claude Code plugin for a specific organization's tools and workflows. Use when: customize plugin, set up plugin, configure plugin, tailor plugin, adjust plugin setting…

    69C
85. customer-health

    Health check on a customer account and QBR-ready prep - relationship strength, engagement trend, risk signals, value delivered, and the agenda that makes the review worth their ti…

    69C
86. end-of-day

    The closing beat of the day - every call processed or explicitly skipped, the CRM brought current, commitments captured, and tomorrow's top three teed up. Use when the user says "…

    69C
87. hiring-screener

    Takes a pile of applications and turns it into a ranked shortlist, scored only against the job's stated rubric, with drafted replies to every candidate, scheduled interviews, and…

    69C
88. kb-article

    Draft a knowledge base article from a resolved issue or common question. Use when a ticket resolution is worth documenting for self-service, the same question keeps coming up, a w…

    69C
89. pipeline-review

    Stage-by-stage pipeline health check - coverage, aging, conversion, and at-risk deals - from CRM opportunity data. Use when the user asks "review my pipeline", "pipeline health",…

    69C
90. rep-context

    Leader's prep on a single rep before a 1:1 - their pipeline, recent activity, what they've been working on per chat and calendar, and where they might need help. Use when the user…

    69C
91. report-pack

    Delivers the owner's custom recurring report pack on a set cadence — runs the saved report definition from report-builder, wraps it in a business-pulse snapshot so the numbers hav…

    69C
92. seo-audit

    Run a comprehensive SEO audit — keyword research, on-page analysis, content gaps, technical checks, and competitor comparison. Use when assessing a site's SEO health, when finding…

    69C
93. sox-testing

    Generate SOX sample selections, testing workpapers, and control assessments. Use when planning quarterly or annual SOX 404 testing, pulling a sample for a control (revenue, P2P, I…

    69C
94. speed-to-lead

    Makes sure no inbound lead goes unanswered. Watches web forms, the shared inbox, and the CRM for new inquiries, qualifies each one against the owner's criteria, drafts a reply in…

    69C
95. weekly-wrap

    End-of-week summary for a rep or leader - what closed, what moved, what slipped, and what's on deck Monday. Optionally drafts a chat post to the team channel. Use when the user sa…

    69C
96. ad-manager

    The ads consultant that becomes an ads agent. Reads paid-ad performance natively through the TikTok Ads connector, or via a build-connector Zapier connection for other ad platform…

    68C
97. build-zoom-meeting-app

    Build or embed a Zoom meeting flow. Use when implementing Meeting SDK joins, web or mobile meeting embeds, meeting lifecycle flows, or when deciding between Meeting SDK and Video…

    68C
98. call-prep

    Pre-call brief for an upcoming meeting - attendees, account history, prior call context from transcripts, open opportunity status, and suggested discovery questions. Use when the…

    68C
99. close-management

    Manage the month-end close process with task sequencing, dependencies, and status tracking. Use when planning the close calendar, tracking close progress, identifying blockers, or…

    68C
100. customer-voice

     Surface what customers are actually saying - direct attributed quotes on a topic across call transcripts and email, across your accounts. Use when the user asks "what are customer…

     68C
101. deal-signals

     Proactive watch over your book - deals gone quiet, close dates slipping into view, champion changes, renewal windows opening, competitor mentions - surfaced as a short alert diges…

     68C
102. deal-slip-scenario

     Model what happens to your number if a deal slips, shrinks, or dies - quota impact, coverage ratio change, and the substitute pipeline needed to stay on plan. Use when the user as…

     68C
103. debug-zoom

     Debug a broken Zoom integration by isolating the failure point and routing into the right Zoom references. Use when auth, API, webhook, SDK, or MCP behavior is failing and you nee…

     68C
104. sprint-planning

     Plan a sprint — scope work, estimate capacity, set goals, and draft a sprint plan. Use when kicking off a new sprint, sizing a backlog against team availability (accounting for PT…

     68C
105. tax-season-organizer

     Prepares tax-season materials for the owner's accountant, not tax advice. US federal tax; a non-US business gets its closed-books packet instead. Two modes: (1) quarterly estimate…

     68C
106. team-pipeline

     Leader view - roll up a team's pipeline by rep and stage, flag at-risk deals, and surface coaching moments. Use when the user asks "show my team's pipeline", "team forecast", "pre…

     68C
107. code-review

     Review code changes for security, performance, and correctness. Trigger with a PR URL or diff, "review this before I merge", "is this code safe?", or when checking a change for N+…

     67C
108. inbox-manager

     Turns a full inbox into a short, ranked list of what actually needs the owner. Reads the mail, sorts it into needs-you, drafted-and-waiting, and handled, writes replies in the own…

     67C
109. plan-zoom-product

     Choose the right Zoom building surface for a use case and explain the tradeoffs clearly. Use when deciding between REST API, Webhooks, WebSockets, Meeting SDK, Video SDK, Zoom App…

     67C
110. sql-queries

     Write correct, performant SQL across all major data warehouse dialects (Snowflake, BigQuery, Databricks, PostgreSQL, etc.). Use when writing queries, optimizing slow SQL, translat…

     67C
111. task-management

     Simple task management using a shared TASKS.md file. Reference this when the user asks about their tasks, wants to add/complete tasks, or needs help tracking commitments.

     67C
112. variance-analysis

     Decompose financial variances into drivers with narrative explanations and waterfall analysis. Use when analyzing budget vs. actual, period-over-period changes, revenue or expense…

     67C
113. zoom-mcp

     Guidance for the bundled Zoom MCP connectors. Use after routing to an MCP workflow when planning or troubleshooting tool-based access to meetings, recordings, meeting assets, or t…

     67C
114. analyze

     Answer data questions -- from quick lookups to full analyses. Use when looking up a single metric, investigating what's driving a trend or drop, comparing segments over time, or p…

     66C
115. create-cowork-plugin

     Guide users through creating a new plugin from scratch in a cowork session. Use when users want to create a plugin, build a plugin, make a new plugin, develop a plugin, scaffold a…

     66C
116. discover-brand

     This skill orchestrates autonomous discovery of brand materials across enterprise platforms (Notion, Confluence, Google Drive, Box, SharePoint, Figma, Gong, Granola, Slack). It sh…

     66C
117. incident-response

     Run an incident response workflow — triage, communicate, and write postmortem. Trigger with "we have an incident", "production is down", an alert that needs severity assessment, a…

     66C
118. month-end-prep

     Reconciles the accounting ledger (MYOB, NetSuite, QuickBooks, Xero, or Zoho Books) against PayPal, Shopify, Square, and Stripe settlements, flags transactions that need attention,…

     66C
119. runbook

     Create or update an operational runbook for a recurring task or procedure. Use when documenting a task that on-call or ops needs to run repeatably, turning tribal knowledge into e…

     66C
120. source-management

     Manages connected MCP sources for enterprise search. Detects available sources, guides users to connect new ones, handles source priority ordering, and manages rate limiting aware…

     66C
121. view-pdf

     Interactive PDF viewer. Use when the user wants to open, show, or view a PDF and collaborate on it visually — annotate, highlight, stamp, fill form fields, place signature/initial…

     66C
122. brand-style

     Sets and updates the owner's brand look and output preferences, which every page and document the plugin produces then follows automatically. Captures the brand from a pasted webs…

     65C
123. brief

     Generate contextual briefings for legal work — daily summary, topic research, or incident response. Use when starting your day and need a scan of legal-relevant items across email…

     65C
124. build-zoom-team-chat-app

     Reference skill for Zoom Team Chat. Use after routing to a chat workflow when building user-scoped messaging integrations, chatbot experiences, rich cards, buttons, slash commands…

     65C
125. capacity-plan

     Plan resource capacity — workload analysis and utilization forecasting. Use when heading into quarterly planning, the team feels overallocated and you need the numbers, deciding w…

     65C
126. design-handoff

     Generate developer handoff specs from a design. Use when a design is ready for engineering and needs a spec sheet covering layout, design tokens, component props, interaction stat…

     65C
127. documentation

     Write and maintain technical documentation. Trigger with "write docs for", "document this", "create a README", "write a runbook", "onboarding guide", or when the user needs help w…

     65C
128. meeting-briefing

     Prepare structured briefings for meetings with legal relevance and track resulting action items. Use when preparing for contract negotiations, board meetings, compliance reviews,…

     65C
129. reconciliation

     Reconcile accounts by comparing GL balances to subledgers, bank statements, or third-party data. Use when performing bank reconciliations, GL-to-subledger recs, intercompany recon…

     65C
130. scientific-problem-selection

     This skill should be used when scientists need help with research problem selection, project ideation, troubleshooting stuck projects, or strategic scientific decisions. Use this…

     65C
131. write-query

     Write optimized SQL for your dialect with best practices. Use when translating a natural-language data need into SQL, building a multi-CTE query with joins and aggregations, optim…

     65C
132. architecture

     Create or evaluate an architecture decision record (ADR). Use when choosing between technologies (e.g., Kafka vs SQS), documenting a design decision with trade-offs and consequenc…

     64C
133. build-zoom-bot

     Build a Zoom meeting bot, recorder, or real-time media workflow. Use when joining meetings programmatically, processing live media or transcripts, or combining Meeting SDK, RTMS,…

     64C
134. change-request

     Create a change management request with impact analysis and rollback plan. Use when proposing a system or process change that needs approval, preparing a change record for CAB rev…

     64C
135. create-viz

     Create publication-quality visualizations with Python. Use when turning query results or a DataFrame into a chart, selecting the right chart type for a trend or comparison, genera…

     64C
136. debug-zoom-integration

     Debug broken Zoom implementations quickly. Use when auth, webhooks, SDK joins, MCP transport, or real-time media workflows are failing and you need to isolate the layer before pro…

     64C
137. design-mcp-workflow

     Design a Zoom MCP workflow for Claude. Use when deciding whether Zoom MCP fits a task, when planning tool-based AI workflows, or when separating MCP responsibilities from REST API…

     64C
138. explore-data

     Profile and explore a dataset to understand its shape, quality, and patterns. Use when encountering a new table or file, checking null rates and column distributions, spotting dat…

     64C
139. interview-prep

     Create structured interview plans with competency-based questions and scorecards. Trigger with "interview plan for", "interview questions for", "how should we interview", "scoreca…

     64C
140. performance-report

     Build a marketing performance report with key metrics, trend analysis, wins and misses, and prioritized optimization recommendations. Use when wrapping a campaign, when preparing…

     64C
141. plan-zoom-integration

     Turn a Zoom integration idea into an implementation plan with architecture, auth, and delivery milestones. Use when you need a practical build plan, phased delivery sequence, risk…

     64C
142. setup-zoom-mcp

     Decide when Zoom MCP is the right fit and produce a safe setup plan for Claude. Use when planning AI workflows over Zoom data, deciding between MCP and REST, or defining a hybrid…

     64C
143. status-report

     Generate a status report with KPIs, risks, and action items. Use when writing a weekly or monthly update for leadership, summarizing project health with green/yellow/red status, s…

     64C
144. user-research

     Plan, conduct, and synthesize user research. Trigger with "user research plan", "interview guide", "usability test", "survey design", "research questions", or when the user needs…

     64C
145. zoom-apps-sdk

     Reference skill for Zoom Apps SDK. Use after routing to an in-client app workflow when building web apps that run inside Zoom meetings, webinars, the main client, or Zoom Phone.

     64C
146. close-month

     Closes the books and turns them into a decision as a three-link chain — month-end-prep reconciles the ledger against every connected payment processor and writes the P&L narrative…

     63C
147. draft-offer

     Draft an offer letter with comp details and terms. Use when a candidate is ready for an offer, assembling a total comp package (base, equity, signing bonus), writing the offer let…

     63C
148. inventory-planner

     Works out what to reorder and when, from what is actually selling: pulls sales history and stock on hand from Shopify, Square, NetSuite, or an uploaded CSV, computes 7-day and 28-…

     63C
149. policy-lookup

     Find and explain company policies in plain language. Trigger with "what's our PTO policy", "can I work remotely from another country", "how do expenses work", or any plain-languag…

     63C
150. review-contract

     Review a contract against your organization's negotiation playbook — flag deviations, generate redlines, provide business impact analysis. Use when reviewing vendor or customer ag…

     63C
151. stakeholder-update

     Generate a stakeholder update tailored to audience and cadence. Use when writing a weekly or monthly status for leadership, announcing a launch, escalating a risk or blocker, or t…

     63C
152. data-visualization

     Create effective data visualizations with Python (matplotlib, seaborn, plotly). Use when building charts, choosing the right chart type for a dataset, creating publication-quality…

     62C
153. metrics-review

     Review and analyze product metrics with trend analysis and actionable insights. Use when running a weekly, monthly, or quarterly metrics review, investigating a sudden spike or dr…

     62C
154. search-strategy

     Query decomposition and multi-source search orchestration. Breaks natural language questions into targeted searches per source, translates queries into source-specific syntax, ran…

     62C
155. single-cell-rna-qc

     Performs quality control on single-cell RNA-seq data (.h5ad or .h5 files) using scverse best practices with MAD-based filtering and comprehensive visualizations. Use when users re…

     62C
156. synthesize-research

     Synthesize user research from interviews, surveys, and feedback into structured insights. Use when you have a pile of interview notes, survey responses, or support tickets to make…

     62C
157. update

     Sync tasks and refresh memory from your current activity. Use when pulling new assignments from your project tracker into TASKS.md, triaging stale or overdue tasks, filling memory…

     62C
158. customer-research

     Multi-source research on a customer question or topic with source attribution. Use when a customer asks something you need to look up, investigating whether a bug has been reporte…

     61C
159. draft-content

     Draft blog posts, social media, email newsletters, landing pages, press releases, and case studies with channel-specific formatting and SEO recommendations. Use when writing any m…

     61C
160. onboarding

     Generate an onboarding checklist and first-week plan for a new hire. Use when someone has a start date coming up, building the pre-start task list (accounts, equipment, buddy), sc…

     61C
161. process-optimization

     Analyze and improve business processes. Trigger with "this process is slow", "how can we improve", "streamline this workflow", "too many steps", "bottleneck", or when the user des…

     61C
162. roadmap-update

     Update, create, or reprioritize your product roadmap. Use when adding a new initiative and deciding what moves to make room, shifting priorities after new information comes in, mo…

     61C
163. start

     Set up your bio-research environment and explore available tools. Use when first getting oriented with the plugin, checking which literature, drug-discovery, or visualization MCP…

     61C
164. vendor-review

     Evaluate a vendor — cost analysis, risk assessment, and recommendation. Use when reviewing a new vendor proposal, deciding whether to renew or replace a contract, comparing two ve…

     61C
165. process-doc

     Document a business process — flowcharts, RACI, and SOPs. Use when formalizing a process that lives in someone's head, building a RACI to clarify who owns what, writing an SOP for…

     60C
166. standup

     Generate a standup update from recent activity. Use when preparing for daily standup, summarizing yesterday's commits and PRs and ticket moves, formatting work into yesterday/toda…

     60C
167. testing-strategy

     Design test strategies and test plans. Trigger with "how should we test", "test strategy for", "write tests for", "test plan", "what tests do we need", or when the user needs help…

     60C
168. audit-support

     Support SOX 404 compliance with control testing methodology, sample selection, and documentation standards. Use when generating testing workpapers, selecting audit samples, classi…

     59C
169. brand-review

     Review content against your brand voice, style guide, and messaging pillars, flagging deviations by severity with specific before/after fixes. Use when checking a draft before it…

     59C
170. competitive-brief

     Research competitors and generate a positioning and messaging comparison with content gaps, opportunities, and threats. Use when building sales battlecards, when finding positioni…

     59C
171. customer-escalation

     Package an escalation for engineering, product, or leadership with full context. Use when a bug needs engineering attention beyond normal support, multiple customers report the sa…

     59C
172. digest

     Generate a daily or weekly digest of activity across all connected sources. Use when catching up after time away, starting the day and wanting a summary of mentions and action ite…

     59C
173. email-sequence

     Design and draft multi-email sequences with full copy, timing, branching logic, exit conditions, and performance benchmarks. Use when building onboarding, lead nurture, re-engagem…

     59C
174. enrich-lead

     Instant lead enrichment. Drop a name, company, LinkedIn URL, or email and get the full contact card with email, phone, title, company intel, and next actions.

     59C
175. probe-sdk

     Reference skill for Zoom Probe SDK. Use after routing to a preflight workflow when testing browser compatibility, media permissions, audio or video diagnostics, and network readin…

     59C
176. research-synthesis

     Synthesize user research into themes, insights, and recommendations. Use when you have interview transcripts, survey results, usability test notes, support tickets, or NPS respons…

     59C
177. rivet-sdk

     Reference skill for Zoom Rivet SDK. Use after routing to a Rivet-based server workflow when implementing auth handling, webhook consumers, API wrappers, multi-module composition,…

     59C
178. search

     Search across all connected sources in one query. Trigger with "find that doc about...", "what did we decide on...", "where was the conversation about...", or when looking for a d…

     59C
179. setup-zoom-oauth

     Implement Zoom authentication correctly. Use when setting up app credentials, choosing an OAuth grant, requesting scopes, handling token refresh, or debugging auth failures.

     59C
180. compliance-tracking

     Track compliance requirements and audit readiness. Trigger with "compliance", "audit prep", "SOC 2", "ISO 27001", "GDPR", "regulatory requirement", or when the user needs help tra…

     58C
181. design-critique

     Get structured design feedback on usability, hierarchy, and consistency. Trigger with "review this design", "critique this mockup", "what do you think of this screen?", or when sh…

     58C
182. design-system

     Audit, document, or extend your design system. Use when checking for naming inconsistencies or hardcoded values across components, writing documentation for a component's variants…

     58C
183. people-report

     Generate headcount, attrition, diversity, or org health reports. Use when pulling a headcount snapshot for leadership, analyzing turnover trends by team, preparing diversity repre…

     58C
184. performance-review

     Structure a performance review with self-assessment, manager template, and calibration prep. Use when review season kicks off and you need a self-assessment template, writing a ma…

     58C
185. statistical-analysis

     Apply statistical methods including descriptive stats, trend analysis, outlier detection, and hypothesis testing. Use when analyzing distributions, testing for significance, detec…

     58C
186. system-design

     Design systems, services, and architectures. Trigger with "design a system for", "how should we architect", "system design for", "what's the right architecture for", or when the u…

     58C
187. recruiting-pipeline

     Track and manage recruiting pipeline stages. Trigger with "recruiting update", "candidate pipeline", "how many candidates", "hiring status", or when the user discusses sourcing, s…

     57C
188. zoom-rtms

     Reference skill for Zoom RTMS. Use after routing to a live-media workflow when processing real-time audio, video, chat, transcripts, screen share, or contact-center voice streams.

     57C
189. debug

     Structured debugging session — reproduce, isolate, diagnose, and fix. Trigger with an error message or stack trace, "this works in staging but not prod", "something broke after th…

     56C
190. prospect

     Full ICP-to-leads pipeline. Describe your ideal customer in plain English and get a ranked table of enriched decision-maker leads with emails and phone numbers.

     56C
191. sequence-load

     Find leads matching criteria and bulk-add them to an Apollo outreach sequence. Handles enrichment, contact creation, deduplication, and enrollment in one flow.

     56C
192. slack-messaging

     Guidance for composing well-formatted, effective Slack messages using mrkdwn syntax

     56C
193. zoom-meeting-sdk-electron

     Zoom Meeting SDK for Electron desktop applications. Use when embedding Zoom meetings in an Electron app with the Node addon wrapper, JWT auth, join/start flows, settings controlle…

     56C
194. zoom-meeting-sdk-react-native

     Zoom Meeting SDK for React Native. Use when embedding Zoom meetings in React Native iOS/Android apps with @zoom/meetingsdk-react-native, JWT auth, join/start flows, platform setup…

     56C
195. zoom-video-sdk-flutter

     Zoom Video SDK for Flutter. Use when building custom video session apps in Flutter with flutter_zoom_videosdk, event-driven architecture, session lifecycle handling, and mobile pl…

     56C
196. zoom-video-sdk-react-native

     Zoom Video SDK for React Native. Use when building custom mobile video session experiences with @zoom/react-native-videosdk, event listeners, helper-based APIs, and backend JWT to…

     56C
197. build-zoom-phone-integration

     Reference skill for Zoom Phone. Use after routing to a phone workflow when implementing OAuth, Phone APIs, webhooks, Smart Embed events, URI schemes, CRM or CTI dialers, or call h…

     55C
198. build-zoom-video-sdk-app

     Reference skill for Zoom Video SDK. Use after routing to a custom-session workflow when the user needs full control over the video experience rather than an actual Zoom meeting.

     55C
199. comp-analysis

     Analyze compensation — benchmarking, band placement, and equity modeling. Trigger with "what should we pay a [role]", "is this offer competitive", "model this equity grant", or wh…

     55C
200. contact-center/web

     Zoom Contact Center SDK for Web. Use for web chat/video/campaign embeds, engagement event handling, app-context integrations, and Smart Embed postMessage workflows.

     55C
201. financial-statements

     Generate financial statements (income statement, balance sheet, cash flow) with period-over-period comparison and variance analysis. Use when preparing a monthly or quarterly P&L,…

     55C
202. legal-risk-assessment

     Assess and classify legal risks using a severity-by-likelihood framework with escalation criteria. Use when evaluating contract risk, assessing deal exposure, classifying issues b…

     55C
203. scribe

     Reference skill for Zoom AI Services Scribe. Use after routing to a transcription workflow when handling uploaded or stored media, Build-platform JWT auth, fast mode transcription…

     55C
204. zoom-mcp/whiteboard

     Guidance for the bundled Zoom Whiteboard MCP connector. Use for Whiteboard MCP auth, endpoints, ID mapping, and tool workflows such as list_whiteboards and get_a_whiteboard. Prefe…

     55C
205. zoom-meeting-sdk-android

     Zoom Meeting SDK for Android native apps. Use when embedding Zoom meetings in Android with default/custom UI, PKCE + SDK auth, join/start flows, and Meeting SDK API integration.

     55C
206. zoom-meeting-sdk-ios

     Zoom Meeting SDK for iOS native apps. Use when embedding Zoom meetings in iOS with default/custom UI, PKCE + SDK auth, host start with ZAK, and mobile lifecycle handling.

     55C
207. zoom-meeting-sdk-macos

     Zoom Meeting SDK for macOS native apps. Use when embedding Zoom meetings in macOS with default/custom UI, PKCE + SDK auth, host start/join flows, and desktop meeting feature contr…

     55C
208. zoom-meeting-sdk-unreal

     Zoom Meeting SDK for Unreal Engine wrapper integrations. Use when building Unreal projects that embed Zoom meetings with C++ and Blueprint wrappers, including wrapper-to-SDK mappi…

     55C
209. zoom-video-sdk-android

     Zoom Video SDK for Android native apps. Use when building custom Android video experiences with full UI control, session tokens, raw media options, and event-driven participant st…

     55C
210. zoom-video-sdk-ios

     Zoom Video SDK for iOS native apps. Use when building custom iOS video sessions with full UI control, token-based session auth, and event-driven media/participant flows.

     55C
211. zoom-video-sdk-macos

     Zoom Video SDK for macOS native desktop apps. Use when building custom macOS video sessions with native UI control, tokenized join, and desktop-oriented media/device workflows.

     55C
212. zoom-video-sdk-unity

     Zoom Video SDK for Unity wrapper integrations. Use when building custom Unity-based video session experiences and mapping Unity scene/UI state to Video SDK events.

     55C
213. build-dashboard

     Build an interactive HTML dashboard with charts, filters, and tables. Use when creating an executive overview with KPI cards, turning query results into a shareable self-contained…

     54D
214. campaign-plan

     Generate a full campaign brief with objectives, audience, messaging, channel strategy, content calendar, and success metrics. Use when planning a product launch, lead-gen push, or…

     54D
215. choose-zoom-approach

     Choose the right Zoom architecture for a use case. Use when deciding between REST API, Webhooks, WebSockets, Meeting SDK, Video SDK, Zoom Apps SDK, Zoom MCP, Phone, Contact Center…

     54D
216. setup-zoom-websockets

     Reference skill for Zoom WebSockets. Use after routing to a low-latency event workflow when persistent connections, faster event delivery, or security constraints make WebSockets…

     54D
217. zoom-general

     Cross-product Zoom reference skill. Use after the workflow is clear when you need shared platform guidance, app-model comparisons, authentication context, scopes, marketplace cons…

     54D
218. build-zoom-contact-center-app

     Reference skill for Zoom Contact Center. Use after routing to a contact-center workflow when implementing app, web, or native integrations; engagement context and state handling;…

     53D
219. build-zoom-rest-api-app

     Reference skill for Zoom REST API. Use after choosing an API-based workflow when you need endpoint selection, resource-management patterns, OAuth requirements, rate-limit awarenes…

     53D
220. build-zoom-virtual-agent

     Reference skill for Zoom Virtual Agent. Use after routing to a virtual-agent workflow when implementing web embeds, Android or iOS wrapper integrations, knowledge-base sync, lifec…

     53D
221. memory-management

     Two-tier memory system that makes Claude a true workplace collaborator. Decodes shorthand, acronyms, nicknames, and internal language so Claude understands requests like a colleag…

     53D
222. slack-search

     Guidance for effectively searching Slack to find messages, files, channels, and people

     53D
223. org-planning

     Headcount planning, org design, and team structure optimization. Trigger with "org planning", "headcount plan", "team structure", "reorg", "who should we hire next", or when the u…

     52D
224. risk-assessment

     Identify, assess, and mitigate operational risks. Trigger with "what are the risks", "risk assessment", "risk register", "what could go wrong", or when the user is evaluating risk…

     52D
225. scvi-tools

     Deep learning for single-cell analysis using scvi-tools. This skill should be used when users need (1) data integration and batch correction with scVI/scANVI, (2) ATAC-seq analysi…

     52D
226. zoom-cobrowse-sdk

     Reference skill for Zoom Cobrowse SDK. Use after routing to a collaborative-support workflow when implementing browser co-browsing, annotation tools, privacy masking, remote assis…

     52D
227. zoom-oauth

     Reference skill for Zoom authentication. Use after routing to an auth workflow when choosing app credentials, grant types, scopes, token refresh behavior, or debugging Zoom OAuth…

     52D
228. contact-center/android

     Zoom Contact Center SDK for Android. Use for native Android chat/video/ZVA/scheduled callback integrations, campaign mode, service lifecycle, and rejoin handling.

     51D
229. contact-center/ios

     Zoom Contact Center SDK for iOS. Use for native iOS chat/video/ZVA/scheduled callback integrations, app lifecycle bridging, rejoin flow, and callback handling.

     51D
230. virtual-agent/android

     Zoom Virtual Agent Android integration via WebView. Use for Java/Kotlin bridge callbacks, native URL handling, support_handoff relay, and lifecycle-safe embedding.

     51D
231. virtual-agent/ios

     Zoom Virtual Agent iOS integration via WKWebView. Use for Swift/Objective-C script injection, message handlers, support_handoff relay, and URL routing policies.

     51D
232. virtual-agent/web

     Zoom Virtual Agent SDK for web embeds. Use for campaign or entry ID chat launch, event-driven controls, user context updates, and CSP-safe deployment.

     51D
233. knowledge-synthesis

     Combines search results from multiple sources into coherent, deduplicated answers with source attribution. Handles confidence scoring based on freshness and authority, and summari…

     50D
234. zoom-meeting-sdk-web

     Zoom Meeting SDK for Web - Embed Zoom meeting capabilities into web applications. Two integration options: Client View (full-page, familiar Zoom UI) and Component View (embeddable…

     50D
235. meeting-sdk/linux

     Zoom Meeting SDK for Linux - C++ headless meeting bots with raw audio/video access, transcription, recording, and AI integration for server-side automation

     48D
236. tech-debt

     Identify, categorize, and prioritize technical debt. Trigger with "tech debt", "technical debt audit", "what should we refactor", "code health", or when the user asks about code q…

     48D
237. setup-zoom-webhooks

     Reference skill for Zoom webhooks. Use after routing to an event-driven workflow when implementing subscriptions, signature verification, delivery handling, retries, or event-type…

     47D
238. ui-toolkit/web

     Reference skill for Zoom Video SDK UI Toolkit. Use after routing to a web video workflow when you want prebuilt React UI instead of building a fully custom Video SDK interface.

     47D
239. build-zoom-meeting-sdk-app

     Reference skill for Zoom Meeting SDK. Use after routing to a meeting-embed workflow when implementing real Zoom meeting joins, platform-specific SDK behavior, auth and join flows,…

     46D
240. video-sdk/windows

     Zoom Video SDK for Windows - C++ integration for video sessions, raw audio/video capture, screen sharing, recording, and real-time communication

     46D
241. zoom-meeting-sdk-windows

     Zoom Meeting SDK for Windows - Native C++ SDK for embedding Zoom meetings into Windows desktop applications. Supports custom UI architecture with raw video/audio data, headless bo…

     45D
242. video-sdk/linux

     Zoom Video SDK for Linux - C++ headless bots, raw audio/video capture/injection, Qt/GTK integration, Docker support

     42D
243. video-sdk/web

     Zoom Video SDK for Web - JavaScript/TypeScript integration for browser-based video sessions, real-time communication, screen sharing, recording, and live transcription

     42D
244. zoom-meeting-sdk-web-client-view

     Zoom Meeting SDK Web - Client View. Full-page Zoom meeting experience with the familiar Zoom interface. Uses ZoomMtg global singleton with callback-based API. Ideal for quick inte…

     41D
245. zoom-meeting-sdk-web-component-view

     Zoom Meeting SDK Web - Component View. Embeddable Zoom meeting components with Promise-based API for flexible integration. Ideal for React/Vue/Angular apps and custom layouts. Use…

     41D

Scores come from a snapshot of 300 public GitHub repositories taken on 12 November 2026. Every score is the result of fixed checks run by code; no AI is involved. How scoring works.