Browse Skills — Page 52

budget-optimizer

aaron-he-zhu/aaron-marketing-skills

Use when the user asks to "allocate my influencer budget", "optimize spend across tiers", or "compare budget scenarios"; produces a tier/platform/content allocation table, ROI and CPM/CPE projections, scenario comparisons, and mid-campaign reallocation moves. Not for building the full campaign plan — use campaign-planner.

budget-pacing-monitor

aaron-he-zhu/aaron-marketing-skills

Use when the user asks to "check pacing", "am I over/under-spending", "is this campaign on track to hit budget", or "why did spend spike/stall mid-flight"; returns a spend-vs-target-curve read, learning-phase status, an over/under-delivery call, and a reallocation trigger. Not for initial budget allocation — use budget-optimizer; not for choosing the bid strategy — use bid-strategy-planner; not for the RQS gate — use ad-account-auditor. 付费广告预算节奏监控/跑量过快过慢/在途配速

budget-pacing-review

Significant-Gravitas/skills-catalog

Compare spend to plan by campaign and date, and project month-end from the current rate.

budget-tracker

indranilbanerjee/digital-marketing-pro

Track budget pacing in real time. Use when: cross-platform spend tracking, overspend alerts, reallocation recommendations.

budget-variance-analysis

mohitagw15856/pm-claude-skills

Produce a structured budget variance analysis from actual vs budget figures. Use when asked to analyse budget variances, explain underspend or overspend, write a variance commentary, or investigate why actuals differ from plan. Produces a categorised variance table with root cause analysis and management commentary.

budget-variance-analyzer

datadrivenconstruction/DDC_Skills_for_AI_Agents_in_Construction

Analyze budget vs actual cost variances. Identify overruns, forecast final costs, and generate variance reports.

budget-vs-actuals-and-reforecast

Significant-Gravitas/skills-catalog

Use when the user asks about budgets, pacing against plan, forecasts, re-forecasts, annual plans, or where a period lands at the current run rate.

budgeting-planning

mkurman/zorai

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buergerversammlung-protokoll-audit

Klotzkette/claude-fuer-deutsches-recht

Pruefung der Buergerversammlung und des Eroerterungstermins im Rahmen der fruehzeitigen Beteiligung Paragraf 3 Abs. 1 BauGB. Ablauf Einladung Tagesordnung Sitzungsleitung Aussprache Wortmeldungen Niederschrift. Audit ueber Niederschrift auf systematische Missachtung Wortbeitraege Stimmungsbild Vorfestlegungs-Anzeichen. Abgrenzung zur reinen Informationsveranstaltung. Bedeutung fuer Mandantenchronologie und Mandanten-Einwendungen. Kein Wortlautprotokoll Pflicht aber sinngemaesse Wiedergabe der eingeworfenen Belange. Auswertung im Hinblick auf Abwaegungsdokumentation und Erkenntnis-Missing. Praxis Eigenmitschrift des Mandanten beschaffen Eidesstattliche Versicherung bei abweichendem Sachverhalt.

buergschaft-verbraucherdarlehen-und-andere-strenge-formen

Klotzkette/claude-fuer-deutsches-recht

Strenge Formerfordernisse: Bürgschaft § 766 BGB Schriftform (außer Kaufmann § 350 HGB), Verbraucherdarlehen § 492 BGB, Teilzeitwohnrecht § 484 BGB, Grundstücksgeschäfte § 311b BGB notariell — Überblick Sanktionen Nichtigkeit und Heilung.

buffer

vm0-ai/vm0-skills

Buffer API for social media post scheduling and channel management. Use when user mentions "Buffer", "bufferapp", "schedule post", "social media queue", "cross-post", or managing Twitter/X, LinkedIn, Instagram, Facebook, TikTok, Threads, Mastodon, Bluesky, Pinterest, YouTube, or Google Business posts through Buffer.

buffer-calculator

aipoch/medical-research-skills

Calculate precise buffer recipes with accurate mass and volume measurements for molecular biology and biochemistry. Supports PBS, RIPA, and TAE with concentration scaling, stock solution preparation, pH adjustment guidance, and step-by-step protocols.

buffer-sizing

yogsoth-ai/de-anthropocentric-research-engine

Calculate project, feeding, and resource buffers — shared with implementation-planning

bug-capture

rohitg00/pro-workflow

Capture a user-reported defect as a durable GitHub issue written in the project's own domain language. Explores the codebase in parallel for context but never leaks file paths or line numbers into the issue. Use when the user reports a bug conversationally, runs a QA pass, or says "file an issue", "log this as a bug", "capture this".

bug-fix

techygarg/lattice

Investigate, reproduce, and safely fix a bug with regression protection. Composes context, diagnosis, architecture, code quality, and testing guardrails into a reproduce-first repair workflow. Use when the user says 'fix this bug', 'debug this', 'investigate this failure', 'patch this regression', 'repair this issue', or 'why is this broken'.

bug-fix-brief

giuseppe-trisciuoglio/developer-kit

Generates a structured Bug Fix Brief (BFB) to document issue corrections. Includes root cause analysis, repro steps, fix options, and fix checklist. Use when user asks to create a BFB, document a bug fix, or generate a bug correction document.

bug-fix-protocol

CodeAlive-AI/ai-driven-development

8-step disciplined bug-fix protocol that treats every production bug as two failures — the code defect itself and the testing system that allowed it through. Use when fixing a production bug, investigating a regression, writing a post-mortem, or auditing a missed defect. Triggers on "fix this bug", "production bug", "regression test", "post-mortem", "test gap", "why did the tests miss this".

bug-fixing

ComposioHQ/composio

Fix defects in the Composio SDK repository with focused reproduction, root-cause analysis, regression tests, and narrow verification. Use when the user reports a bug, failing test, CI regression, runtime defect, or incorrect SDK behavior. Do not use for new feature design or broad refactors.

bug-hunt

boshu2/agentops

Investigate bugs and root causes.

bug-hunt-swarm

TerminalSkills/skills

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bug-hunter

diegosouzapw/awesome-omni-skills

Bug Hunter workflow skill. Use this skill when the user needs Systematically finds and fixes bugs using proven debugging techniques. Traces from symptoms to root cause, implements fixes, and prevents regression and the operator should preserve the upstream workflow, copied support files, and provenance before merging or handing off.

bug-hunter-v2

diegosouzapw/awesome-omni-skills

Bug Hunter workflow skill. Use this skill when the user needs Systematically finds and fixes bugs using proven debugging techniques. Traces from symptoms to root cause, implements fixes, and prevents regression and the operator should preserve the upstream workflow, copied support files, and provenance before merging or handing off.

bug-receipt

github/awesome-copilot

Close defects and incidents with a BUG RECEIPT and VERIFIED, PARTIAL, or BLOCKED status after diagnosis, repair, or recovery.

bug-report

pipecat-ai/gradient-bang

Triage a user-pasted bug report (from Discord, Slack, GitHub, etc.) about the Gradient Bang game. READ-ONLY — investigates the codebase and produces TWO things in one response: (1) a compact **bug summary** (verdict, why, fix, evidence with file:line citations) the user can keep for their records or paste into Notion, and (2) a separate **Discord reply** of only 1–2 friendly sentences at the very bottom that the user can paste straight back to the reporter in the Discord channel. This skill NEVER edits code, writes files in the project, deploys, runs migrations, or makes any system changes — the deliverable is always written output only. Usage `/bug-report <pasted report>`. Use this skill WHENEVER the user pastes or forwards a bug report, player complaint, or feedback message and wants to know "is this real?" or "help me triage this" — even if they don't explicitly say "triage".

bug-report

microsoft/amplifier-bundle-skills

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bug-report-handoff

Significant-Gravitas/skills-catalog

Turn customer reports into an engineering bug report with steps, scope, frequency, and evidence.

bug-reproduction-brief

github/awesome-copilot

Turn a vague, intermittent, or environment-specific bug report into a minimal evidence-backed reproduction before proposing a fix.

bug-reproduction-report

Significant-Gravitas/skills-catalog

Write a bug report with exact steps, expected and actual results, environment, and frequency.

bug-triage

ComposioHQ/agent-orchestrator

Triage bugs reported in chat/issues, search for duplicates, file or update GitHub issues with full context, and push fix PRs.

bugbug-automation

ComposioHQ/awesome-claude-skills

"Automate Bugbug tasks via Rube MCP (Composio). Always search tools first for current schemas."

bugherd-automation

ComposioHQ/awesome-claude-skills

"Automate Bugherd tasks via Rube MCP (Composio). Always search tools first for current schemas."

bugsnag-automation

ComposioHQ/awesome-claude-skills

"Automate Bugsnag tasks via Rube MCP (Composio). Always search tools first for current schemas."

build

soniqo/speech-swift

Build the speech-swift package (release or debug). Use when preparing for testing, benchmarking, or running demos.

build-agent

Agile-V/agile_v_skills

Generates code, firmware, HDL, or other technical artifacts strictly derived from approved requirements. Language-agnostic. Use when synthesizing artifacts from Logic Gatekeeper-approved requirements.

build-agent

anthropics/knowledge-work-plugins

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build-agent-dart

Agile-V/agile_v_skills

Dart/Flutter build agent for mobile apps, Flutter widgets, and Dart packages. Extends build-agent with Dart-specific conventions. Use when building Flutter apps, Dart packages, or mobile (iOS/Android) features.

build-agent-embedded

Agile-V/agile_v_skills

C/C++ build agent for embedded systems, firmware, and MCU projects. Extends build-agent with embedded constraints. Use when building firmware, bare-metal code, or resource-constrained systems.

build-agent-js

Agile-V/agile_v_skills

JavaScript/TypeScript/Web build agent for web apps, Node backends, and frontend components. Extends build-agent with JS/Web conventions. Use when building web apps, APIs, or frontend/backend features.

build-agent-nestjs

Agile-V/agile_v_skills

NestJS backend build agent for REST/GraphQL APIs, microservices, and enterprise backends. Extends build-agent with NestJS architectural patterns, dependency injection, testing strategies, and security best practices. Use when building NestJS applications.

build-agent-python

Agile-V/agile_v_skills

Python build agent for scripts, backends, data pipelines, and ML projects. Extends build-agent with Python conventions. Use when building Python applications, APIs, data processing, or automation.

build-agents-index

Fr-e-d/GAAI-framework

Scan all agent and sub-agent definition files in .gaai/core/agents/, extract YAML frontmatter, merge with specialists.registry.yaml, and generate a derived agents-index.yaml at .gaai/core/agents/agents-index.yaml. Activate after adding, modifying, or removing any agent, sub-agent, or specialist entry.

build-and-dependency

NVIDIA/Megatron-LM

Container-based dev environment setup and dependency management for Megatron-LM. Covers acquiring and launching the CI container, uv package management, and updating uv.lock.

build-and-test

microsoft/agent-framework

How to build and test .NET projects in the Agent Framework repository. Use this when verifying or testing changes.

build-app

expo/tuft-skills

Build, run, and debug a mobile app on the user's physical phone from a Tuft machine. Use whenever the user asks to build an app — a brand-new idea or an existing Expo/React Native project — at the start of the session, before scaffolding or picking how to deliver it. The deliverable is the app running on their phone, not a web preview, and the Tuft machine itself serves as the app's backend. Covers scaffolding a new Expo project, deciding between Expo Go and a development build, EAS account/Apple/device setup via the Tuft dashboard flow, making development builds with EAS, exposing Metro remotely with `tuft host` and EXPO_PACKAGER_PROXY_URL, sending the user a working link, and diagnosing device-only failures with Tuft telemetry.

build-business-case

openai/role-specific-plugins

Review commercial proposals and build customer-led business cases, ROI or value models, pricing or investment rationales, executive summaries, and customer-ready value stories tied to a customer, workflow, initiative, or decision.

build-champ-triage

microsoft/vscode

Find out why a build has failed

build-chatgpt-app

openai/plugins

Build, scaffold, refactor, and troubleshoot ChatGPT Apps SDK applications that combine an MCP server and widget UI. Use when Codex needs to design tools, register UI resources, wire the MCP Apps bridge or ChatGPT compatibility APIs, apply Apps SDK metadata or CSP or domain settings, or produce a docs-aligned project scaffold. Prefer a docs-first workflow by invoking the openai-docs skill or OpenAI developer docs MCP tools before generating code.

build-competitive-brief

openai/role-specific-plugins

Use when the user wants a competitor or vendor comparison, market-landscape analysis, battlecard, objection package, positioning brief, or account-specific competitive view. Produce an evidence-backed comparison, guidance, and brief, using supplied materials, connected research, and public evidence when appropriate.

build-connector

anthropics/knowledge-work-plugins

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openai/build-dashboard

openai/plugins

Build source-backed dashboards for monitoring performance, exploring drivers, or acting on product and business metrics. Use when the task needs a dashboard, scorecard, or monitoring view with clear metrics, filters, source definitions, and QA.

anthropics/build-dashboard

anthropics/knowledge-work-plugins

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 report, building a team monitoring snapshot, or needing multiple charts with filters in one browser-openable file.

build-data-and-r-d-alliances

Significant-Gravitas/skills-catalog

Use when the partnership is about data or research: licensing and evaluation terms, academic collaboration, and IP and data-rights compliance.

build-evidence-map

github/awesome-copilot

Build an auditable evidence map for a contested technical choice, research synthesis, proposal review, or consequential decision. Use when Copilot must preserve supporting, contradicting, qualifying, and missing evidence with exact source regions instead of collapsing disagreement into prose.

build-flow

crewAIInc/skills

Building CrewAI Flows on crewai 1.15.x: structured (Pydantic) vs dict state and state.id, @start/@listen/@router wiring, or_/and_ semantics, router labels vs method names, @persist (correct import, where it stores state, restore_from_state_id), checkpointing with CheckpointConfig, @human_feedback and HumanFeedbackResult.feedback, plot(), calling crews and agents from flow methods, kickoff inputs, and the `crewai create flow` scaffold. Use when writing or debugging a Flow subclass or main.py with `from crewai.flow import ...`, when a listener never fires or fires twice, or when you see errors like \"listen condition 'x' references the handler name 'x'\", \"cannot import name 'persist'\", \"'StateWithId' object is not subscriptable\", \"Flow state model must have an 'id' field\", \"--inputs requires a declarative flow definition\", \"invoked synchronously from within a running event loop\", or HumanFeedbackCollapseError.

build-graph

hrconsultnj/claude-plugins

Build or update the code review knowledge graph, generate the visualization, and open it. Run this first to initialize, or let hooks keep it updated automatically.

build-guide

anthropics/claude-for-legal

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build-loop

nelsonwerd/idea-to-ship-skills

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build-mcp

techwolf-ai/ai-first-toolkit

Build an MCP server end to end, tailored to how it will be used. Use when asked to build an MCP, create an MCP server, wrap an API as a tool, make a tool for Claude, expose a service to an agent, build a Claude connector, or turn a service into MCP tools. Asks up front who the server is for (just me, my org, or public) and what it wraps, then walks through analyze, build, deploy, scale, and distribute with steps tailored to that answer. Builds on the example-skills:mcp-builder skill for implementation depth.

build-mcp-app

anthropics/claude-plugins-official

This skill should be used when the user wants to build an "MCP app", add "interactive UI" or "widgets" to an MCP server, "render components in chat", build "MCP UI resources", make a tool that shows a "form", "picker", "dashboard" or "confirmation dialog" inline in the conversation, or mentions "apps SDK" in the context of MCP. Use AFTER the build-mcp-server skill has settled the deployment model, or when the user already knows they want UI widgets.

build-mcp-server

anthropics/claude-plugins-official

This skill should be used when the user asks to "build an MCP server", "create an MCP", "make an MCP integration", "wrap an API for Claude", "expose tools to Claude", "make an MCP app", or discusses building something with the Model Context Protocol. It is the entry point for MCP server development — it interrogates the user about their use case, determines the right deployment model (remote HTTP, MCPB, local stdio), picks a tool-design pattern, and hands off to specialized skills.

build-mcpb

anthropics/claude-plugins-official

This skill should be used when the user wants to "package an MCP server", "bundle an MCP", "make an MCPB", "ship a local MCP server", "distribute a local MCP", discusses ".mcpb files", mentions bundling a Node or Python runtime with their MCP server, or needs an MCP server that interacts with the local filesystem, desktop apps, or OS and must be installable without the user having Node/Python set up.

build-native-image-gradle

oracle/graal

Build GraalVM native images using Gradle Native Build Tools. Use this skill to build Java applications with Gradle, configure native-image build.gradle settings, or resolve build or runtime issues.

build-native-image-maven

oracle/graal

Build GraalVM native images using the native-maven-plugin (org.graalvm.buildtools). Use this skill to build Java applications with Maven, configure pom.xml native image settings, run native tests, collect metadata, or resolve build or runtime issues.

build-nitro-modules

margelo/react-native-skills

Builds and designs React Native Nitro Modules with Nitrogen, HybridObject TypeScript specs, Nitro View components, generated native implementations, zero-copy and native-state APIs, Swift/Kotlin/C++ bindings, example apps, and testing. Use when creating a Nitro Module, adding or reviewing HybridObjects, building a Nitro View (HybridView) component, designing Nitro-specific public APIs, implementing native functionality, or setting up the nitrogen codegen pipeline. Pair with api-design for general library API shape.

build-paper

yoheinakajima/distributed-discovery

Build and audit a Distributed Discovery paper from source. Use when compiling foundations, upstream-extension, or study papers and validating generated tables, figures, citations, cross-references, and claim IDs.

build-parallelism

microsoft/testfx

Guide for optimizing MSBuild build parallelism and multi-project scheduling. USE FOR: builds not utilizing all CPU cores, speeding up multi-project solutions, evaluating graph build mode (/graph), build time not improving with -m flag, understanding project dependency topology. Note: /maxcpucount default is 1 (sequential) — always use -m for parallel builds. Covers /maxcpucount, graph build for better scheduling and isolation, BuildInParallel on MSBuild task, reducing unnecessary ProjectReferences, solution filters (.slnf) for building subsets. DO NOT USE FOR: single-project builds, incremental build issues (use incremental-build), compilation slowness within a project (use build-perf-diagnostics), non-MSBuild build systems.

build-partner-academies-at-scale

Significant-Gravitas/skills-catalog

Use when partner readiness needs a system rather than a course: academy design, certification operations, train-the-trainer, readiness coaching.

build-partner-led-category-creation

Significant-Gravitas/skills-catalog

Use when the market needs a new category no single vendor can name alone: the category thesis, the lighthouse coalition, and the launch beats.

build-perf-baseline

microsoft/testfx

Establish build performance baselines and apply systematic optimization techniques. USE FOR: diagnosing slow builds, establishing before/after measurements (cold, warm, no-op scenarios), applying optimization strategies like MSBuild Server, static graph builds, artifacts output, and dependency graph trimming. Start here before diving into build-perf-diagnostics, incremental-build, or build-parallelism. DO NOT USE FOR: non-MSBuild build systems, detailed bottleneck analysis (use build-perf-diagnostics after baselining).

build-perf-diagnostics

microsoft/testfx

Diagnose MSBuild build performance bottlenecks using binary log analysis. USE FOR: identifying why builds are slow by analyzing binlog performance summaries, detecting ResolveAssemblyReference (RAR) taking >5s, Roslyn analyzers consuming >30% of Csc time, single targets dominating >50% of build time, node utilization below 80%, excessive Copy tasks, NuGet restore running every build. Covers timeline analysis, Target/Task Performance Summary interpretation, and 7 common bottleneck categories. Use after build-perf-baseline has established measurements. DO NOT USE FOR: establishing initial baselines (use build-perf-baseline first), fixing incremental build issues (use incremental-build), parallelism tuning (use build-parallelism), non-MSBuild build systems.

build-performance-analysis

github/copilot-plugins

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build-plugin

opentabs-dev/opentabs

'Complete plugin development workflow: build, test, icon, troubleshoot, and setup. Use when the user wants to build a plugin, create a plugin, troubleshoot issues, add icons, or install/configure plugins. Triggers on: build plugin, create plugin, develop plugin, new plugin, plugin icon, troubleshoot, debug, setup plugin, install plugin.'

build-repo-context

UKGovernmentBEIS/inspect_evals

Crawl repository PRs, issues, and review comments to distill institutional knowledge into a shared knowledge base. Run periodically by "context agents" to maintain agent_artefacts/repo_context/REPO_CONTEXT.md. Trigger only on specific request.

build-report

openai/plugins

Build polished analytical reports for executive, product, business, or technical audiences. Use when the task needs a durable answer-first narrative with evidence-backed findings, visuals or tables, caveats, and source context.

build-review-interface

hamelsmu/evals-skills

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build-run-debug

openai/plugins

Build, run, and debug macOS apps with shell-first Xcode and Swift workflows. Use when launching apps or diagnosing build, startup, or runtime failures.

build-skills-index

Fr-e-d/GAAI-framework

Scan SKILL.md files in .gaai/core/skills/ and .gaai/project/skills/, extract YAML frontmatter, and regenerate separate skills indices for each layer. Core index ships with the OSS framework; project index is project-specific.

build-status-cache

closedloop-ai/claude-plugins

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build-the-target-list

Significant-Gravitas/skills-catalog

Use when the user first says who they sell to, hands you companies or an export, or wants names added to or cut from the prospect list.

build-v2

diegosouzapw/awesome-omni-skills

{Feature Name} Research workflow skill. Use this skill when the user needs build and the operator should preserve the upstream workflow, copied support files, and provenance before merging or handing off.

build-workspace-docs

MoizIbnYousaf/Ai-Agent-Skills

Use when regenerating README.md and WORK_AREAS.md in a managed library workspace. Always dry-run first to preview changes.

openai/build-zoom-bot

openai/plugins

Use when building bots.

anthropics/build-zoom-bot

anthropics/knowledge-work-plugins

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, and backend services.

openai/build-zoom-contact-center-app

openai/plugins

Use when using Contact Center.

anthropics/build-zoom-contact-center-app

anthropics/knowledge-work-plugins

"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; campaigns; callbacks; or version-drift troubleshooting."

openai/build-zoom-meeting-app

openai/plugins

Use when embedding meetings.

anthropics/build-zoom-meeting-app

anthropics/knowledge-work-plugins

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 SDK.

openai/build-zoom-meeting-sdk-app

openai/plugins

Use when using Meeting SDK.

anthropics/build-zoom-meeting-sdk-app

anthropics/knowledge-work-plugins

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, waiting room issues, or meeting bot patterns.

openai/build-zoom-phone-integration

openai/plugins

Use when building Phone.

anthropics/build-zoom-phone-integration

anthropics/knowledge-work-plugins

"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 handling automation."

openai/build-zoom-rest-api-app

openai/plugins

Use when calling REST APIs.

anthropics/build-zoom-rest-api-app

anthropics/knowledge-work-plugins

"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 awareness, or API error debugging."

openai/build-zoom-team-chat-app

openai/plugins

Use when building Team Chat.

anthropics/build-zoom-team-chat-app

anthropics/knowledge-work-plugins

"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, or chat webhooks."

openai/build-zoom-video-sdk-app

openai/plugins

Use when using Video SDK.

anthropics/build-zoom-video-sdk-app

anthropics/knowledge-work-plugins

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.

openai/build-zoom-virtual-agent

openai/plugins

Use when using Virtual Agent.

anthropics/build-zoom-virtual-agent

anthropics/knowledge-work-plugins

"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, lifecycle handling, or troubleshooting."

builder

simota/agent-skills

Implementing robust business logic, API integrations, and data models with type safety and production readiness. Use when business logic implementation or API integration is needed. Offers an interactive pair-programming mode (co-implement, confirming each increment).