Find and add authoritative source links for all facts, citations, and references in markdown documents

Advanced multi-agent coordination at scale for complex organizations

Securely manage secrets and environment variables across environments.

Use this skill when you need to:

Implementation workflows for Frappe scheduled tasks and background jobs (v14/v15/v16). Covers hooks.py scheduler_events, frappe.enqueue, queue selection, job deduplication, and error handling. Triggers: how to schedule task, background job, cron job, async processing, queue selection, job deduplication, scheduler implementation.

'Structured escalation with evidence. Surfaces blocking issues for human decision, referencing the Manifest hierarchy.'

ethicist-analyst

Evaluation framework patterns for RAG and LLMs, including faithfulness metrics, synthetic dataset generation, and LLM-as-a-judge patterns. Triggers: ragas, deepeval, llm-eval, faithfulness, hallucination-check, synthetic-data.

計算資產價格相對長期指數成長趨勢線的偏離度，衡量當前是否處於歷史極端區間，並可選擇性地進行宏觀因子分析以判斷行情體質。

Make an evidence-based hiring decision and produce a Candidate Evaluation Decision Pack (criteria + scorecard, signal log, work sample/trial plan + rubric, reference check script + summary, decision memo). Use for candidate evaluation, hiring decisions, reference checks, work samples/take-homes, and hiring bar calibration. Category: Hiring & Teams.

Implements Clix event tracking (Clix.trackEvent) with consistent naming, safe

Run python examples in auto mode with logging, rerun helpers, and background control.

<prompt>

Measure quality. Descend toward excellence. No binary gates—only vectors.

Use when orchestrating parallel phases in plan execution - creates isolated worktrees for concurrent task execution, installs dependencies, spawns parallel subagents, verifies completion, stacks branches linearly, and cleans up (mandatory for ALL parallel phases including N=1)

Create execution roadmaps for projects. Use when planning multi-phase projects or feature rollouts. Covers phased delivery and milestone planning.

Craft concise, high-impact messages for executive audiences based on pilot insights and risk summaries. Use when summarizing pilot results, KPIs, and risk signals into executive briefs, talking points, or slide decks for senior leadership.

Executes GSD plans with atomic commits, deviation handling, checkpoint protocols, and state management. Spawned by execute-phase orchestrator or execute-plan command.

Use when explaining code, technical concepts, or implementation decisions. Provides structured approach to creating clear, understandable explanations tailored to the audience.

Systematically explore unfamiliar codebases and document findings using Julie's code intelligence, Sherpa's exploration workflow, and Goldfish's documentation. Activates when learning new code with semantic search, architecture mapping, and persistent documentation.

bash /mnt/skills/user/exploring-data/scripts/check_install.sh

extern-researcher

Executes FABER plans by spawning faber-manager agents. Simple and reliable.

Manage FABER workflow state (CRUD operations)

Phase ACT (planning) - Génère epics/US/tasks

Identify potential failure modes and assess system vulnerabilities for pilot workflows and integrations. Use when anticipating risks, modeling breakdown scenarios, or designing mitigation strategies based on process and technical inputs.

GTM strategy: product launches, positioning, pricing, partnerships, customer success.

Market research: TAM/SAM/SOM sizing, competitor analysis, pricing research, trend analysis.

ML operations: fine-tuning (LoRA, QLoRA), model evaluation, cost optimization, observability.

**YOU MUST EXECUTE THIS WORKFLOW. Do not just describe it.**

All-in-one read preprocessing with fastp including adapter trimming, quality filtering, deduplication, base correction, and HTML report generation. Use when preprocessing Illumina data and wanting a single fast tool instead of separate Cutadapt, Trimmomatic, and FastQC steps.

Complete feature development workflow orchestrating multiple skills from planning to deployment. Triggers: FD, 新功能, 開發功能, feature, implement, 實作, 實現, 建立功能, create feature, develop, 開發新, add feature, 加功能, 功能開發.

>-

feature-workflow

Retrieve clean markdown from URLs when web_fetch fails. Converts pages via Jina AI reader service with automatic retry. Use when web_fetch or curl returns 403, blocked, paywall, timeout, JavaScript-rendering errors, or empty content or user explicitly suggests using jina.

FHIR Development agent for healthcare workflows.

Reference FilamentPHP v4 documentation for patterns, methods, and implementation examples

Strict detection and removal of unrelated files before PR creation

监视文件和目录变化，支持事件回调和过滤。

Financial systems and cost engineering

financial-analysis

financial-proposal-generator

Mandatory gate for ending work sessions. Checks if minimum work duration has elapsed before allowing completion. ALWAYS use this skill before claiming work is complete.

fix-quality

Run a timed flashcard drill session for a category in `0-python-flashcards/`.

Set up Docker deployment for Flask applications with Gunicorn, automated versioning, and container registry publishing. Use when dockerizing a Flask app, containerizing for production, or setting up CI/CD with Docker.

Science-backed techniques for maintaining deep focus, managing distractions, and maximizing productive coding sessions

Detect transcription factor binding sites through footprinting analysis in ATAC-seq data using TOBIAS. Use when identifying TF occupancy patterns within accessible regions, as TF binding protects DNA from Tn5 cutting.