[20] UNDERSTAND. Achieve complete clarity on goals, expectations, and success criteria. Use when starting new tasks, when requirements seem unclear, when scope is ambiguous, or anytime you need full understanding of what success looks like. Triggers on "clarify goal", "understand requirements", "what exactly needed", "define success", or when facing unclear expectations.
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MikeCheng1208/BattleTree☆ 2Updated Jul 22, 2026
Understand how claude-mem turns Claude's actions into compact notes and adds relevant memories to later prompts. Learn when this starts, where local data is stored, and which external services receive information.
- Understand how claude-mem records actions
- Check when memories start appearing in prompts
- Find where memory data and settings are stored
thedotmack/claude-mem☆ 101.9KUpdated Oct 20, 2026
Analyze a Figma file and turn its pages, screens, components, instances, and design tokens—shared design values—into an interactive graph. Open the dashboard to explore the file's structure and relationships.
- Review the structure of a Figma file
- Explore components, variants, and instances
- Inspect how shared design values are used
Egonex-AI/Understand-Anything☆ 87.1KUpdated Oct 12, 2026
Create an onboarding guide for new project members from a knowledge graph, a map of project components. The Markdown guide covers architecture, key concepts, a suggested learning path, important files, and areas that need extra care.
- Preparing a guide for new team members
- Organizing project architecture and key files
- Planning a codebase walkthrough
Egonex-AI/Understand-Anything☆ 87.1KUpdated Oct 12, 2026
Inspect video content locally by extracting frames with ffmpeg and transcribing speech with Whisper. The skill produces timestamped image paths, transcript segments, and video details in JSON, giving an agent material for visual review without requiring API keys.
- Reviewing scenes and speech in a local video
- Transcribing video audio without API keys
- Extracting frames at scene changes or regular intervals
calesthio/OpenMontage☆ 70.1KUpdated Oct 17, 2026
Explore unfamiliar code with GitNexus to understand project structure and execution flows. Find related functions, inspect their callers and callees, and read implementation files to explain how a feature works, with repository and index freshness information.
- Understand the structure of an unfamiliar project
- Trace authentication or payment flows
- Find a function's callers and callees
abhigyanpatwari/GitNexus☆ 48KUpdated Oct 19, 2026
Investigate how compiled or obfuscated programs work, including binaries, APKs, WASM, and firmware. Combine file inspection, decompilation, and observed execution to understand control flow, validation logic, and mechanisms that hinder analysis.
- Understanding unfamiliar compiled programs
- Investigating obfuscation and anti-debugging logic
- Solving CTF validation challenges
zhaoxuya520/reverse-skill☆ 42.7KUpdated Sep 22, 2026
Check your understanding of one Claude Code tutorial lesson with a 10-question quiz. Get feedback after each round, a final score, and specific topics to review, whether you take it before, during, or after studying.
- Check prior knowledge before a lesson
- Check understanding while studying
- Review weak areas after a lesson
luongnv89/claude-howto☆ 42KUpdated Oct 19, 2026
Capture and analyze network traffic to understand custom protocols, including message boundaries and field meanings. Use the findings to document formats, investigate communication problems, and validate behavior through replay and tests with unusual inputs.
- Investigating network communication failures
- Understanding proprietary message formats
- Documenting protocol specifications
wshobson/agents☆ 41.2KUpdated Oct 20, 2026
Design and build an OpenMAIC lesson series using a spiral curriculum: core ideas return with deeper explanations, new representations, and unfamiliar applications. It maps conceptual growth across lessons and checks that revisits add understanding.
- Designing a Bruner-style spiral curriculum
- Moving from concrete examples to general models across lessons
- Revisiting concepts through unfamiliar applications and counterexamples
THU-MAIC/OpenMAIC☆ 41.1KUpdated Oct 19, 2026
Understand and modify SGLang's CI pipelines, including test stage order, start conditions, early stopping after failures, and workload splitting. Use the guide to add jobs and investigate failed, skipped, or cancelled checks.
- Add a test job to an SGLang CI stage
- Investigate failed or skipped CI checks
- Update test partitions and waiting job counts
sgl-project/sglang☆ 37.5KUpdated Oct 20, 2026
Query an indexed code graph, a database of code relationships, to find callers, dependencies, model associations, and call paths. Use the results to understand which components may need attention before changing a function or model.
- Find callers before changing a function
- Find serializers affected by model changes
- Trace call paths between functions
davila7/claude-code-templates☆ 32.8KUpdated Oct 20, 2026
Explore local or remote repositories with Repomix CLI to understand their structure, locate related code across files, and review file counts and estimated tokens, the units AI models use to process text.
- Understanding an unfamiliar project's structure
- Locating authentication code and API endpoints
- Checking file counts and estimated AI tokens
yamadashy/repomix☆ 28.9KUpdated Oct 18, 2026
Understand a public GitHub repository through GitDiagram's architecture overview. Get an explanation of its main components, source paths, and connections, plus Mermaid diagram source and an interactive diagram for exploring the code.
- Getting an overview of an unfamiliar public repository
- Finding source paths for major components
- Understanding connections and data flow
ahmedkhaleel2004/gitdiagram☆ 18.3KUpdated Oct 14, 2026
Find where code lives, understand how it works, and trace connections between functions using a repository index. Results include file locations and line numbers to help plan edits and assess which other code a change could affect.
- Understanding an unfamiliar codebase
- Finding where a behavior is implemented
- Checking the impact of renaming a function
trailhq/Trail-Code☆ 10.5KUpdated Oct 19, 2026
Find where code lives, understand how it works, and trace connections between functions using a repository index. Results include file locations and line numbers to help plan edits and assess which other code a change could affect.
- Understanding an unfamiliar codebase
- Finding where a behavior is implemented
- Checking the impact of renaming a function
trailhq/Graft☆ 10KUpdated Oct 12, 2026
Build a documented understanding of unfamiliar code before a security audit. It records function assumptions, guarantees, dependencies, and open questions, producing a dossier and individual function notes to support later vulnerability analysis.
- Understanding unfamiliar code before an audit
- Mapping dependencies for threat modeling
- Preparing background notes for an architecture review
trailofbits/skills☆ 7.7KUpdated Oct 20, 2026
Understand the shift from product manager to Director through scope and planning horizon. Identify role-transition difficulties and translate broad company priorities into product responsibilities and clearer direction for teams.
- Understanding how PM and Director responsibilities differ
- Examining difficulties after a Director promotion
- Translating vague company strategy into team responsibilities
deanpeters/Product-Manager-Skills☆ 7.5KUpdated Oct 16, 2026
Create, update, and analyze Mixpanel dashboards using live report data. Summarize trends and relationships across metrics, adjust report layouts, and add text cards that explain findings alongside the charts.
- Understand metrics and trends in an existing dashboard
- Build a dashboard for product health monitoring
- Rearrange reports and add missing metrics
openai/plugins☆ 7.5KUpdated Oct 8, 2026
Understand how Airtable organizes data into bases, tables, fields, and records. Learn how views, automations, and interfaces relate to that structure, giving you context for discussing data organization and workflows with an agent.
- Learning Airtable's basic data structure
- Understanding views and interfaces
- Reviewing how automations work
openai/plugins☆ 7.5KUpdated Oct 8, 2026
Check your understanding of code you recently wrote, edited, or accepted from AI. Answer questions one at a time, receive explanations, and finish with a score, strengths, review topics, and suggested practice.
- Checking understanding of code accepted from AI
- Reviewing error handling in recent code
- Explaining trade-offs through harder questions
FlorianBruniaux/claude-code-ultimate-guide☆ 6.2KUpdated Oct 20, 2026
Annotate research PDFs with background explanations, structured summaries, figure-panel comments, and color-coded highlights. Using zotero-cli, it also creates reading notes that help readers understand the paper’s question, methods, findings, and limitations.
- Understanding a paper from an unfamiliar field
- Reading figure panels with explanations
- Preparing findings and questions for a journal club
54yyyu/zotero-mcp☆ 5.5KUpdated Oct 17, 2026
Explore and understand codebases using SocratiCode semantic search, dependency graphs, and context artifacts. Use when exploring code, understanding architecture, finding functions/types, analysing dependencies, searching database schemas or API specs, or when socraticode/codebase_search tools are available. Activates when the user asks about code structure, wants to find where a feature lives, or needs to understand how code is organised.
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giancarloerra/SocratiCode☆ 3.3KUpdated Oct 16, 2026
LoongCollector E2E Testing Framework Development Guide. Use this rule when you need to understand E2E testing framework architecture, develop new test behavior functions, or extend testing capabilities. Contains detailed BDD testing framework usage, test behavior function development and registration workflows, and comprehensive reference of existing testing capabilities. Example: When adding custom test behaviors for new plugins, use this rule to understand how to write and register new test functions. Example: When developing E2E tests, use this rule to understand the e2e framework.
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alibaba/loongcollector☆ 2.2KUpdated Oct 16, 2026