Bootstrap new projects with strong typing, linting, formatting, and testing. Supports Python, TypeScript, and other languages with research fallback.

Bootstrap new projects with strong typing, linting, formatting, and testing. Supports Python, TypeScript, and other languages with research fallback.

Different techniques to optimize the performance of Qdrant, including indexing strategies, query optimization, and hardware considerations. Use when you want to improve the speed and efficiency of your Qdrant deployment.

Run the /home/bram/work/quantum_lab Python scripts and demos inside the existing venv ~/.venvs/qiskit. Use when asked (e.g., via Telegram/OpenClaw) to run quant_math_lab.py, qcqi_pure_math_playground.py, quantum_app.py subcommands, quantumapp.server, or notebooks under the repo.

Bootstrap a structured research project on any topic — generate an initial items list and research-field schema from model knowledge, supplement with up-to-date web search, then emit `outline.yaml` + `fields.yaml` that drive the rest of the research pipeline. Use when starting academic research, benchmark comparisons, technology selection, competitive analysis, market scans, literature reviews, or any structured investigation that needs a typed schema before deep dives — even when the user just says "let's research X" without explicitly asking for an outline.

Retrieve detailed revenue breakdown by product segment for public companies. Use when analyzing product mix, revenue concentration, segment contribution, or business line performance.

Ruby programming patterns and idioms

Use safe-rm script instead of rm -rf. Prevents accidental deletion of protected system, config, and project paths.

Salesforce object schema, field names, and relationships. Use when building SOQL queries to understand object structures and field types.

Exploratory workflow for understanding problem spaces and drafting feature proposals, refactorings, or complex bug-fixes. Creates detailed tickets in your issue tracker without doing implementation work.

Compress PNG and JPEG screenshots in place using pngquant and jpegoptim, keeping the original format for maximum compatibility.

Send tasks (commands) to EDR sensors to gather data or take action. Handles offline agents via reliable-tasking, collects responses via LCQL queries, and creates D&R rules for automated response handling. Use for live response, data collection, forensic acquisition, or fleet-wide operations like "get OS version from all Windows servers" or "isolate all hosts with tag X".

Create and configure Storefront Next projects. Use when creating a new storefront, understanding project structure, setting up environment variables, or running the sfnext CLI for the first time. Covers project creation, directory layout, .env configuration, and sfnext CLI basics.

Use this methodology when collaboratively shaping a solution with the user - iterating on problem definition (requirements) and solution options (shapes).

This skill defines the shared monorepo package patterns for rapid MVP projects. Use when the user asks to "add a package", "create a shared library", "set up the monorepo", "add utilities", or when scaffolding any new MVP project. Also load when Claude needs to understand the monorepo workspace structure or when creating cross-package imports.

Use when managing ~/.codex/skills as a Git-backed profile library: switch to the branch matching the current project, create that branch from main when missing, keep this skill present in every profile branch, and import missing required skills from main.

Create and manage Slidev presentation decks. Use when user asks to "create slides", "make a presentation", "add slides to this project", "set up a slide deck", or mentions "slidev", "pitch deck", or "slides folder".

Generate a visual spec-to-code coverage map showing which code files are covered by which specs. Creates ASCII diagrams, reverse indexes, and coverage statistics. Use after implementation or during cleanup to validate spec coverage.

Interviews users to build comprehensive project specifications. Use when starting a new project, feature, or when user needs help defining requirements through guided discovery.

Generate story concepts using a genre-first approach. Use when starting a new project, when brainstorming ideas, when a concept needs strengthening, or when you want to ensure emotional impact drives the story.

Constructs technical Suno V5/V5.5 style prompts, selects genres, and optimizes generation settings. Use when creating or refining Suno prompts for track generation.

SvelteKit remote functions guidance. Use for query(), form(), command(), and prerender() patterns in .remote.ts files.

Automated retrospectives — captures learnings at EPIC completion and on manual invocation. EPIC-scoped retros embed a Retrospective section in the EPIC artifact. Cross-epic and time-based retros produce standalone retro docs. Triggers on: 'retro', 'retrospective', 'post-mortem', 'lessons learned', 'debrief', 'what worked', 'what didn't work', 'what did we learn', 'reflect', or automatically after EPIC terminal transitions.

Swift programming patterns for iOS and macOS

Symbolic execution and constraint solving playbook. Use when solving CTF reversing challenges, recovering keys, bypassing checks, or automating binary analysis with angr, Z3, or Unicorn Engine.

Pull the latest guidelines from every configured repo (read- and write-scope).

Use when interacting with Gitea via command line - managing issues, PRs, releases, repos, or any git forge operations with tea CLI

Teach the user a new skill or concept, within this workspace.

Build or extend your team's conventions knowledge base in Google Drive. Discovers what's already captured, surfaces gaps, and guides you through capturing what you choose. You stay in control of what gets captured, when, and how it's organised.

Build or extend your team's conventions knowledge base in Confluence. Discovers what's already captured, surfaces gaps, and guides you through capturing what you choose. You stay in control of what gets captured, when, and how it's organised.

Produce a multi-sprint product roadmap in Confluence — the planning layer between a baselined PRD and individual sprint planning. Organises what gets built in what order across sprints, with priorities, dependencies, and capacity rationale. Feeds directly into plan-sprint.

Find open Singapore government tenders for any sector in real time using parallel TinyFish agents scraping multiple government tender portals simultaneously. Use this skill whenever a user wants to find government tenders, asks "find tenders for IT in Singapore", "what government contracts are open for construction", "Singapore tenders closing soon", "GeBIZ tenders for healthcare", or any variation of searching for government procurement opportunities in Singapore. Supported sectors: IT / Software, Construction, Healthcare, Consulting, Logistics, Education. Scrapes GeBIZ, Tenders On Time, Bid Detail, Tenders Info, and Global Tenders simultaneously — returning only open tenders with upcoming deadlines.

Guides migration of .NET Framework Thread.Abort usage to cooperative cancellation in modern .NET. USE FOR: modernizing code that calls Thread.Abort, catching ThreadAbortException, replacing Thread.ResetAbort, replacing Thread.Interrupt for thread termination, resolving PlatformNotSupportedException or SYSLIB0006 after retargeting to .NET 6+, migrating ASP.NET Response.End or Response.Redirect(url, true) which internally call Thread.Abort. DO NOT USE FOR: code that only uses Thread.Join, Thread.Sleep, or Thread.Start without any abort, interrupt, or ThreadAbortException usage — these APIs work identically in modern .NET and need no migration. Also not for projects staying on .NET Framework, or Thread.Abort usage inside third-party libraries you do not control.

Multi-omics integration — orchestrate per-layer analysis (transcriptomics, proteomics, epigenomics, genomics, metabolomics) then perform cross-omics correlation, multi-omics clustering, and pathway-level integration. Use for integrative systems-biology analysis, multi-modal disease characterization, and cross-omics biomarker discovery.

Rare disease genomics — disease identification (Orphanet), causative gene discovery, gene-disease validity (GenCC), variant interpretation (ClinVar), and translational research (ClinicalTrials.gov, drug repurposing for orphans). Use for rare-disease-gene curation, novel-gene-discovery analysis, and rare-disease drug-development support.

End-to-end variant-to-mechanism analysis — trace a variant (rsID/coordinates) through regulatory context, target gene(s), molecular pathway(s), and phenotypic consequences. Integrates 7+ databases across 3 evidence layers (regulatory, molecular, disease) for a mechanistic model. Use for GWAS-hit-to-mechanism, eQTL-causal-gene tracing, and full causal-chain reports.

Type-driven development. Use when developing with refined types, state machines encoded in types, or proof-carrying types; enforces totality and exhaustive pattern matching.

Manage construction unit price databases: update prices, track vendors, apply location factors, maintain historical records. Essential for accurate estimating.

Creates or updates CHANGELOG.md following the Keep a Changelog 1.1.0 format. Use this skill when the user asks to "update the changelog", "generate changelog", "add changelog entry", "create CHANGELOG.md", "sync changelog with tags", or wants to document project changes based on git tags and commit history.

Use when starting any conversation - establishes how to find and use skills, requiring Skill tool invocation before ANY response including clarifying questions

Creates professional Mermaid diagrams with semantic styling and visual hierarchy. Use when creating flowcharts, sequence diagrams, state machines, class diagrams, or architecture visualizations.

watchOS platform-specific development with complications, workouts, HealthKit, and Watch Connectivity. Use when building Apple Watch apps, health features, or iPhone-Watch communication.

Capture and preserve machinist expertise before it retires. Structured knowledge extraction for CNC operations, troubleshooting, and process optimization. USE WHEN user says 'capture knowledge', 'document expertise', 'what does [name] know', 'troubleshooting tips', 'how do we handle', 'interview machinist', or 'tribal knowledge'.

Build production Apache Airflow DAGs with best practices for operators, sensors, testing, and deployment. Use when creating data pipelines, orchestrating workflows, or scheduling batch jobs.

Software architecture patterns and best practices

Search, download, and summarize academic papers from arXiv. Built for AI/ML researchers.

Automatically update OpenClaw and selected skills once daily. Runs via cron, checks for updates, applies them, and messages the user with a summary of what changed.

GNU binutils skill for binary manipulation and analysis. Use when using ar for static libraries, strip or objcopy for binary processing, addr2line for converting addresses to source locations, strings for text extraction, or c++filt for C++ name demangling. Activates on queries about ar, strip, objcopy, addr2line, strings, c++filt, ranlib, or binary post-processing tasks.

Automate changelog generation from commits, PRs, and releases following Keep a Changelog format. Use when setting up release workflows, generating release notes, or standardizing commit conventions.

Generate targeted clarifying questions (2-3 max) that challenge vague requirements and extract missing context. Use after request-analyzer identifies clarification needs, before routing to specialist agents. Helps cto-orchestrator avoid delegating unclear requirements.

Explain complex code to team members in clear, understandable terms for effective knowledge shari...

Language-agnostic coding principles for maintainability, readability, and quality. Use when implementing features, refactoring code, or reviewing code quality.

Commit, push, and open a PR. Use when the user wants to ship changes, create a pull request, or says things like 'commit and push', 'open a PR', 'ship it', 'send it', 'create a PR for this', or 'push this up'.

Multi-expert comparison and ranking of options with structured deliberation. PROACTIVELY activate for: (1) decision making between alternatives, (2) trade-off analysis, (3) option evaluation, (4) vendor/tool comparison, (5) strategy selection. Triggers: "compare options", "evaluate alternatives", "rank options", "which should I choose", "compare these", "trade-off analysis", "decision between"

Multi-phase research orchestration for thorough codebase, documentation, and external knowledge investigation. Invoked by /ai-eng/research command. Use when conducting deep analysis, exploring codebases, investigating patterns, or synthesizing findings from multiple sources.

Configure config targeting rules to control which variations serve to different users. Enable percentage rollouts, attribute-based rules, segment targeting, and guarded rollouts.

Advanced contextual pattern recognition with project fingerprinting, semantic similarity analysis, and cross-domain pattern matching for enhanced learning capabilities

How team-level patterns flow up into Bitwarden's Technical Strategy Ideas backlog and back down through BW Initiatives into team epics and stories. Covers recognizing which team-level patterns belong in the TSI backlog, framing an idea well enough for Architecture to evaluate it, the ARCH idea ↔ BW Initiative linkage, and defining epic-level and story-level work downward from an initiative. Use when noticing a cross-team pattern of pain that exceeds one team's scope, when surfacing ideas to the architecture group, when understanding how an initiative connects back to its originating idea, or when breaking epic-level work out of an initiative onto a team.

Choosing the right concurrency abstraction in .NET - from async/await for I/O to Channels for producer/consumer to Akka.NET for stateful entity management. Covers both high-level abstractions and low-level synchronization primitives. Use when deciding how to handle concurrent operations in .NET, evaluating whether to use async/await, Channels, or Akka.NET, or managing state across multiple concurrent entities.

Track actual vs planned productivity using CWICR norms. Calculate productivity rates, identify variances, and generate performance reports.

Reference for advanced data structure patterns used in competitive programming and technical interviews. Covers heaps, monotonic stacks, tries, segment trees, Fenwick trees, stack-based parsing, and ordered sets with Python templates, recognition signals, and edge case guidance.

Creates a clear problem framing document with user impact, business context, and success criteria. Use when starting a new initiative, realigning a drifted project, or communicating up to leadership.

Creates user-facing release notes that communicate new features, improvements, and fixes in clear, benefit-focused language. Use when shipping updates to communicate changes to users, customers, or stakeholders.

Guides developers in selecting and implementing multi-region patterns for CockroachDB applications, covering active-passive vs active-active architectures, REGIONAL BY ROW, GLOBAL tables, manual geo-partitioning with lease preferences, and live demo setup with validation queries. Use when designing multi-region database topologies, choosing between REGIONAL BY ROW and manual partitioning, building multi-region demos, or optimizing cross-region latency.

Identify and remove AI-generated code patterns (slop). Use when asked to clean up AI-generated code, remove unnecessary comments, or deslop.

This skill should be used when investigating .NET project dependencies, understanding why packages are included, listing references, or auditing for outdated/vulnerable packages.

Building .NET MAUI apps. Project structure, XAML/MVVM, platform services, current caveats.

Creating Mermaid diagrams for .NET. Architecture, sequence, class, deployment, ER, flowcharts.

Estimates effort for tasks and tickets by analyzing code complexity, dependencies, scope, risk, and historical patterns. Use when the user says "how long will this take?", "estimate this", "how much effort?", "size this ticket", "story points", "can we do this in a sprint?", "level of effort", or "is this a big change?".

Verify claims in a draft before publication. Use this skill when reviewing essays, posts, or articles for factual accuracy, checking code examples work correctly, validating statistics and sources, or verifying quotes and attributions. Produces a structured fact-check report with verdicts for each claim.

Break down feature requests into detailed, implementable plans with clear tasks. Use when user requests a new feature, enhancement, or complex change.

Use when executing coding tasks with a strict delivery workflow: build a full plan, implement one step at a time, run tests continuously, and commit by default after each step (`per_step`). Support explicit commit policy overrides (`final_only`, `milestone`) and optional BDD (Given/When/Then) when users ask for behavior-driven delivery or requirements are unclear.

Flamegraph generation and interpretation skill. Use when converting perf, Valgrind Callgrind, or other profiler output into SVG flamegraphs using Brendan Gregg's FlameGraph tools, or when reading flamegraphs to identify performance bottlenecks. Activates on queries about flamegraphs, stackcollapse, flamegraph.svg, identifying hot frames, wide vs tall frames, or performance visualisation.

Génère classe Invalide (exceptions métier)

Analyze knowledge gaps across your skills by cross-referencing arsenal evidence, learning sessions, and career goals

Gather git context and ticket metadata in single calls.

Prepare and publish GitHub releases. Sanitizes code for public release (secrets scan, personal artifacts, LICENSE/README validation), creates version tags, and publishes via gh CLI. Trigger with 'release', 'publish', 'open source', 'prepare for release', 'create release', or 'github release'.

Operate the Graphite Merge Queue — enqueue PRs via label, dequeue, monitor queue status, and reason about stacked-PR queueing. Use when the user mentions Graphite merge queue, "merge when ready", queueing a PR, dequeueing, fast-track, the merge-queue label, "enqueue", "the queue", or when they ask to merge a PR/stack through Graphite (not directly). Triggers on phrases like "queue this PR", "add to merge queue", "enqueue stack", "remove from queue", "why didn't my PR merge", and on edits to `.please/config.yml` under `graphite.merge-queue`.

Guide for implementing token types, refresh token management, token exchange (RFC 8693), extension grants, IProfileService claims customization, and token lifetime best practices in Duende IdentityServer.

Teaches interaction-based lazy loading for non-critical resources. Use when you have heavy components or libraries that are only needed after user interaction like clicks, hovers, or form input.

Generate a structured interview preparation guide for any company by scraping real candidate experiences from Glassdoor, Blind, and Reddit in real time using parallel TinyFish agents. Use this skill whenever a user mentions preparing for an interview at a specific company, wants to know what a company's interview process is like, asks "what questions does X ask", "how hard is X's interview", "what should I prepare for X", "X interview experience", or any variation of wanting to know what actually happens in interviews at a named company. Returns a structured prep guide: most frequent topics, real questions that came up, actual difficulty level, what candidates wish they had studied, and role-specific patterns.

Triages external issues with critical evaluation against project philosophy and scope

Create and edit JSON Canvas files (.canvas) with nodes, edges, groups, and connections. Use when working with .canvas files, creating visual canvases, mind maps, flowcharts, or when the user mentions Canvas files in Obsidian.

Commits and pushes all changes (staged, unstaged, untracked) to remote. Use when you need a quick push of everything at once.

Codified expertise for handling freight exceptions, shipment delays, damages, losses, and carrier disputes. Informed by logistics professionals with 15+ years operational experience. Includes escalation protocols, carrier-specific behaviors, claims procedures, and judgment frameworks. Use when handling shipping exceptions, freight claims, delivery issues, or carrier disputes.

Write deep research reports that combine longitudinal history with cross-sectional comparison. Use when asked to analyze a company, product, technology, protocol, organization, market category, or person by tracing origins, milestones, strategy shifts, and then comparing it with current competitors, peers, substitutes, or the surrounding landscape.

Scaffolds a complete WPF project structure with MVVM, DI, and best practices. Use when starting a new WPF application, creating a WPF solution from scratch, or setting up project structure with CommunityToolkit.Mvvm or Prism. Usage: /wpf-dev-pack:make-wpf-project <ProjectName> [--minimal|--full|--prism]

Expert guidance on choosing the right geospatial tool based on problem type, accuracy requirements, and performance needs

When the user wants to apply psychological principles, mental models, or behavioral science to marketing. Also use when the user mentions 'psychology,' 'mental models,' 'cognitive bias,' 'persuasion,' 'behavioral science,' 'why people buy,' 'decision-making,' or 'consumer behavior.' This skill provides 70+ mental models organized for marketing application.

OpenClaw skill for Facebook Messenger Platform workflows, including messaging, webhooks, and Page inbox operations using direct HTTPS requests.

Build ML models for construction predictions. Train and evaluate custom models for cost, duration, and risk prediction.

Social network for AI agents. Ed25519 auth, posts, DMs, friends, heartbeat routine.

Guide users through CCPM's streamlined 6-command workflow (plan/work/sync/commit/verify/done). Auto-activates when users ask about starting tasks, committing changes, or completing work. Provides step-by-step guidance for the complete development lifecycle.

OAuth 2.0 and OpenID Connect protocol fundamentals including authorization code flow with PKCE, client credentials, refresh tokens, discovery documents, JWKS, and token introspection. Protocol-level troubleshooting and compliance.

Transforms conversations and discussions into structured documentation notes in Obsidian. Captures insights, decisions, and knowledge from chat context, formats with appropriate templates and frontmatter, and saves to vault with proper tagging, linking, and organization for easy discovery.

Orchestreert een pipeline van skills (trend-analysis, competitive-analysis, jtbd-analysis, hmw-framing, technische-haalbaarheid, opportunity-scoring) om per interessegebied een gerangschikte lijst van softwareproduct-kansen op te leveren. Focus op de Nederlandse markt en twee strategische lenzen (goedkopere her-implementatie + niet-beeldscherm-interfaces).