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orthoptist/references/ai-skills.md
skillfactor-pipeline 2571efd427 feat: orthoptist skill package v0.1.0
2026-08-14 17:07:06 +02:00

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External AI agent skills — orthoptist

Proven, publicly available AI agent skills mapped to this occupation. Nothing is copied from the sources: every entry is a name, a one-line summary and a link to the upstream skill package. Each section names its source repository, commit, license and retrieval date.

Tiers: core = the skill directly exercises a top market hard skill, tool or method (from gated job-ad evidence) or an essential ESCO competence of this occupation; adjacent = plausibly useful, secondary. Entries are capped at 12 per source and 80 in total per occupation (core first, strongest matches survive); everything beyond the caps is excluded and logged in the pipeline audit trail, not in this package.

Matched deterministically (ISCO group + title/competence keywords, tiered against market evidence + ESCO essentials) by pipeline/p5_enrich_ai_skills.py on 2026-07-14.

Source: anthropics/skills

  • Repository: https://github.com/anthropics/skills (commit f6656c1, retrieved 2026-07-14)
  • License: Apache-2.0; the document skills (docx/pdf/pptx/xlsx) are source-available — see the LICENSE.txt in the upstream skill folder
Skill Tier What it adds Upstream
docx adjacent Use this skill whenever the user wants to create, read, edit, or manipulate Word documents (.docx files) or Word templates (.dotx files). Triggers include: any mention of 'Word doc', 'word document', '.docx', '.dotx', or requests to … source
pdf adjacent Use this skill whenever the user wants to do anything with PDF files. This includes reading or extracting text/tables from PDFs, combining or merging multiple PDFs into one, splitting PDFs apart, rotating pages, adding watermarks, creating … source

Source: a5c-ai/babysitter

Skill Tier What it adds Upstream
health-data-integration core Facilitate interoperability between health IT systems including EHR, HIE, and clinical decision support through HL7, FHIR, and other healthcare data standards source
population-health-stratification core Stratify patient populations by risk level using claims data, clinical data, and social determinants to prioritize care management interventions source
medical-agent core Build medical AI agents for clinical decision support, medical record summarization, diagnostic assistance, and healthcare workflow automation. source
bioethics-deliberation core Apply bioethical principles (autonomy, beneficence, non-maleficence, justice) and case-based reasoning to healthcare decisions, research protocols, and clinical dilemmas source
workforce-demand-forecasting core Project healthcare workforce requirements based on patient volume trends, acuity levels, productivity standards, and skill mix optimization source
quality-metrics-measurement core Collect, calculate, and report healthcare quality metrics including core measures, HEDIS, patient safety indicators, and value-based purchasing measures source
medical-coding-audit core Review clinical documentation and assigned codes for accuracy, compliance, and optimization, identifying documentation improvement opportunities and coding errors source
clinical-decision-support-rules core Develop and maintain clinical decision support rules including alerts, reminders, order sets, and evidence-based recommendations within EHR systems source
iso-standards-compliance-checker core Medical device standards compliance verification skill for ISO 13485, ISO 14971, IEC 62304, IEC 60601, and related standards source
debugging-patterns core Root cause analysis frameworks including log-first investigation, git bisect correlation, and pattern-based diagnosis with confidence scoring. source

Source: affaan-m/everything-claude-code

Skill Tier What it adds Upstream
healthcare-eval-harness core Patient safety evaluation harness for healthcare application deployments. Automated test suites for CDSS accuracy, PHI exposure, clinical workflow integrity, and integration compliance. Blocks deployments on safety failures. source
healthcare-emr-patterns core EMR/EHR development patterns for healthcare applications. Clinical safety, encounter workflows, prescription generation, clinical decision support integration, and accessibility-first UI for medical data entry. source
finance-billing-ops core Evidence-first revenue, pricing, refunds, team-billing, and billing-model truth workflow for ECC. Use when the user wants a sales snapshot, pricing comparison, duplicate-charge diagnosis, or code-backed billing reality instead of generic … source
config-gc core Garbage collection for your Claude Code configuration. Periodically scans ~/.claude (skills, memory, hooks, permissions, MCP servers, caches) for redundant, stale, orphaned, or low-value items, then walks the user through a … source
agent-introspection-debugging core Structured self-debugging workflow for AI agent failures using capture, diagnosis, contained recovery, and introspection reports. source

Source: brycewang-stanford/Auto-Empirical-Research-Skills

Skill Tier What it adds Upstream
doctor core System diagnostics and health checks for Diverga plugin. OpenClaw-style Check-Report-Fix pattern with 5-layer diagnostics. Triggers: /diverga:doctor, diverga doctor, system check, diagnose, 진단 source
clinical-pharmacology-guide core Clinical pharmacology principles for dosing, drug interactions, and patient s... source
clinical-research-guide core Design clinical studies and report using CONSORT, STROBE guidelines source
pharma-skills core 6 pharmaceutical research skills. Trigger: drug discovery, pharmacology, clinical trial design, regulatory filing. Design: end-to-end pipeline from target identification to clinical trials. source
code-review-excellence core This skill should be used when the user asks to review a diff or pull request, write review comments, audit code quality, establish review standards, or improve how a team performs code review. source
paper-slides core Generate conference presentation slides (beamer LaTeX → PDF + editable PPTX) from a compiled paper, with speaker notes and full talk script. Use when user says "做PPT", "做幻灯片", "make slides", "conference talk", "presentation … source
post-acceptance core This skill should be used when the user asks to "prepare conference presentation", "create presentation slides", "design poster", "make academic poster", "write promotion content", "create Twitter thread", or mentions post-acceptance … source

Source: davila7/claude-code-templates

Skill Tier What it adds Upstream
treatment-plans core Generate concise (3-4 page), focused medical treatment plans in LaTeX/PDF format for all clinical specialties. Supports general medical treatment, rehabilitation therapy, mental health care, chronic disease management, perioperative care, … source
pyhealth core Comprehensive healthcare AI toolkit for developing, testing, and deploying machine learning models with clinical data. This skill should be used when working with electronic health records (EHR), clinical prediction tasks (mortality, … source
clinical-reports core Write comprehensive clinical reports including case reports (CARE guidelines), diagnostic reports (radiology/pathology/lab), clinical trial reports (ICH-E3, SAE, CSR), and patient documentation (SOAP, H&P, discharge summaries). Full … source
Error Resolver core Systematic error diagnosis and resolution using first-principle analysis. Use when encountering any error message, stack trace, or unexpected behavior. Supports replay functionality to record and reuse solutions. source
paper-2-web core This skill should be used when converting academic papers into promotional and presentation formats including interactive websites (Paper2Web), presentation videos (Paper2Video), and conference posters (Paper2Poster). Use this skill for … source

Source: dotnet/skills

Skill Tier What it adds Upstream
build-perf-baseline core 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 … source

Source: eduardo-sl/go-agent-skills

Skill Tier What it adds Upstream
go-troubleshooting core Diagnose runtime problems in Go programs: panics and stack traces, deadlocks, goroutine leaks, memory leaks, OOM kills, race reports, and debugging with delve and pprof. Use when: "debug this panic", "read this stack trace", "deadlock", … source

Source: EveryInc/compound-engineering-plugin

Skill Tier What it adds Upstream
ce-debug core Diagnosis loop for bugs and failing behavior. Use for errors, stack traces, regressions, failed tests, issue-tracker bugs, stuck investigations after failed fixes, or asks to debug/fix a bug. source

Source: foryourhealth111-pixel/Vibe-Skills

Skill Tier What it adds Upstream
treatment-plans core Generate concise (3-4 page), focused medical treatment plans in LaTeX/PDF format for all clinical specialties. Supports general medical treatment, rehabilitation therapy, mental health care, chronic disease management, perioperative care, … source
pyhealth core Comprehensive healthcare AI toolkit for developing, testing, and deploying machine learning models with clinical data. This skill should be used when working with electronic health records (EHR), clinical prediction tasks (mortality, … source
clinical-reports core Write comprehensive clinical reports including case reports (CARE guidelines), diagnostic reports (radiology/pathology/lab), clinical trial reports (ICH-E3, SAE, CSR), and patient documentation (SOAP, H&P, discharge summaries). Full … source

Source: Gabberflast/academic-pptx-skill

Skill Tier What it adds Upstream
academic-pptx core Use this skill whenever the user wants to create or improve a presentation for an academic context — conference papers, seminar talks, thesis defenses, grant briefings, lab meetings, invited lectures, or any presentation where the audience … source

Source: gooseworks-ai/goose-skills

Skill Tier What it adds Upstream
meta-ads-analyzer core Diagnose Meta Ads campaign performance using Meta's actual system mechanics — Breakdown Effect, Learning Phase, Auction Overlap, Pacing, and Creative Fatigue — and produce structured, testable recommendations that avoid judging segments by … source

Source: harperreed/dotfiles

Skill Tier What it adds Upstream
strategy-diagnosis core Use when someone has a business problem, strategic question, or founder challenge they need to think through clearly. Triggers on "I'm stuck on", "should I", "what's wrong with my", "diagnose", "strategy problem", "business problem", … source

Source: HeshamFS/materials-simulation-skills

Skill Tier What it adds Upstream
hpc-runtime-doctor core Diagnose HPC runtime and scheduler problems for materials simulations, including MPI/OpenMP/GPU layout, modules, CUDA/Kokkos hints, scratch paths, walltime, job arrays, restart strategy, scheduler portability, and resource mismatch. Use … source

Source: hoangsonww/Claude-Code-Agent-Monitor

Skill Tier What it adds Upstream
hook-diagnostics core Diagnose Claude Code hook installation, delivery, and ingestion issues. Checks hook configuration, connectivity, event flow, and identifies common problems. Use when events are not appearing in the dashboard. source

Source: jeremylongshore/claude-code-plugins-plus-skills

Skill Tier What it adds Upstream
abridge-reference-architecture core Implement Abridge reference architecture for clinical AI integration. Use when designing a new Abridge deployment, reviewing project structure, or planning multi-site health system rollouts with EHR integration. Trigger: "abridge … source
abridge-performance-tuning core Optimize Abridge clinical AI integration performance for high-volume deployments. Use when reducing note generation latency, optimizing audio streaming throughput, improving FHIR push performance, or scaling for multi-site health systems. … source
abridge-install-auth core Set up Abridge clinical AI platform authentication and EHR integration credentials. Use when onboarding a healthcare org to Abridge, configuring Epic/Athena integration, or setting up developer sandbox access for ambient AI documentation. … source
flyio-common-errors core Diagnose and fix common Fly.io errors including deployment failures, health check failures, machine issues, and networking problems. Trigger: "fly.io error", "fly deploy failed", "fly.io not working", "fly health check". source
abridge-sdk-patterns core Apply production-ready patterns for Abridge clinical AI integration. Use when building reusable Abridge client wrappers, implementing HIPAA-compliant error handling, or establishing team coding standards for healthcare AI. Trigger: … source
shopify-incident-runbook core Execute Shopify incident response with triage using Shopify status page, API health checks, and rate limit diagnosis. Use when a Shopify integration is down, returning errors, or behaving unexpectedly in production. Trigger with phrases … source
abridge-security-basics core Apply HIPAA-compliant security practices for Abridge clinical AI integrations. Use when securing PHI in transit/at rest, configuring access controls, implementing audit logging, or preparing for HIPAA security audits. Trigger: "abridge … source
abridge-common-errors core Diagnose and fix common Abridge clinical AI integration errors. Use when encountering EHR connectivity failures, note generation errors, audio streaming issues, or FHIR validation problems with Abridge. Trigger: "abridge error", "abridge … source
abridge-upgrade-migration core Plan and execute Abridge integration upgrades and EHR migration procedures. Use when upgrading Abridge API versions, migrating between EHR systems, or handling breaking changes in clinical documentation workflows. Trigger: "abridge … source
surge-retention core Retention diagnosis + intervention plan — analyze the retention curve, identify the primary drop-off point, and produce a specific intervention plan with expected impact. Use when asked to "improve retention", "why are users churning", … source
windsurf-cascade-context core Manage Cascade context window and memory for complex projects. Activate when users mention "cascade context", "ai memory", "context management", "large codebase navigation", or "multi-session development". Handles context optimization and … source
exa-advanced-troubleshooting core Apply advanced debugging techniques for hard-to-diagnose Exa issues. Use when standard troubleshooting fails, investigating latency spikes, or preparing evidence bundles for Exa support escalation. Trigger with phrases like "exa hard bug", … source

Source: K-Dense-AI/claude-scientific-skills

Skill Tier What it adds Upstream
treatment-plans core Generate concise (3-4 page), focused medical treatment plans in LaTeX/PDF format for all clinical specialties. Supports general medical treatment, rehabilitation therapy, mental health care, chronic disease management, perioperative care, … source
clinical-reports core Write comprehensive clinical reports including case reports (CARE guidelines), diagnostic reports (radiology/pathology/lab), clinical trial reports (ICH-E3, SAE, CSR), and patient documentation (SOAP, H&P, discharge summaries). Full … source

Source: K-Dense-AI/scientific-agent-skills

Skill Tier What it adds Upstream
treatment-plans core Generate concise (3-4 page), focused medical treatment plans in LaTeX/PDF format for all clinical specialties. Supports general medical treatment, rehabilitation therapy, mental health care, chronic disease management, perioperative care, … source
clinical-reports core Write comprehensive clinical reports including case reports (CARE guidelines), diagnostic reports (radiology/pathology/lab), clinical trial reports (ICH-E3, SAE, CSR), and patient documentation (SOAP, H&P, discharge summaries). Full … source

Source: mattpocock/skills

Skill Tier What it adds Upstream
diagnosing-bugs core Diagnosis loop for hard bugs and performance regressions. Use when the user says "diagnose"/"debug this", or reports something broken/throwing/failing/slow. source

Source: microsoft/power-platform-skills

Skill Tier What it adds Upstream
diagnose-flow core Deep autonomous diagnosis of a failed flow run. Provide environment, flow, and run IDs. Use when the user asks to diagnose or deeply investigate a specific failed flow run. source

Source: mohitagw15856/pm-claude-skills

Skill Tier What it adds Upstream
soap-note core Structure a clinical encounter into a clean SOAP note. Use when asked to write a SOAP note, document a patient encounter, turn visit notes into clinical documentation, or structure subjective/objective/assessment/plan. Produces a … source
pptx-slide-auditor core Audit a PowerPoint presentation for layout issues, text overflow, visual hierarchy problems, and consistency gaps. Use when asked to review a slide deck, check a presentation before a meeting, audit slides for layout problems, or QA a deck … source
rag-architecture-review core Review an existing Retrieval-Augmented Generation system and find why it underperforms. Use when asked to review or audit a RAG pipeline, diagnose wrong/ungrounded answers from a 'chat with your docs' feature, or improve an already-built … source
bug-diagnosis core Diagnose a bug systematically instead of guessing — reproduce, isolate, form hypotheses, and test them to root cause. Use when debugging, chasing a defect, an intermittent failure, or 'why is this happening?'. Produces a structured … source
debugging-log-analyser core Parse error logs, stack traces, and crash reports into a structured root cause diagnosis. Use when an application is throwing exceptions, crashing, or producing unexpected errors and you need to understand why and what to fix. Produces a … source

Source: mukul975/Anthropic-Cybersecurity-Skills

Skill Tier What it adds Upstream
analyzing-macro-malware-in-office-documents core Analyzes malicious VBA macros embedded in Microsoft Office documents (Word, Excel, PowerPoint) to identify download cradles, payload execution, persistence mechanisms, and anti-analysis techniques. Uses olevba, oledump, and VBA … source

Source: mxyhi/ok-skills

Skill Tier What it adds Upstream
diagnosing-bugs core Diagnosis loop for hard bugs and performance regressions. Use when the user says "diagnose"/"debug this", or reports something broken/throwing/failing/slow. source

Source: nexscope-ai/eCommerce-Skills

Skill Tier What it adds Upstream
supply-chain-optimization-amazon-lite core Supply Chain Optimization (Lite) - Diagnose bottlenecks and provide cost reduction strategies through conversation source

Source: nexu-io/open-design

Skill Tier What it adds Upstream
html-ppt-testing-safety-alert core A hospital data-governance briefing: patient-data risk, the control framework, accountability, and the approval the board must give. Built as a decision-grade policy briefing deck for health-system board, regulators. source
marketing-psychology core Apply psychological principles and behavioral science to copy and design. Useful for tightening hooks, framing, and pricing presentation. source
export-download-debugging core Diagnose and fix browser, preview, or Electron export/download failures, especially image export issues involving Save As, Blob/Data URLs, the File System Access API, createWritable failures, and 0 KB files. source
html-ppt core For consulting delivery work: turn diagnosis, frameworks, and project work into a client-adoptable action plan. Built around the core query "consulting-final-deck", with engagement manager judgment, buyer-ready proof, and this outcome: … source
html-ppt-zhangzara-block-frame core Rescuing a messy startup deck into a board-grade system — the diagnosis, the page grammar, and the rebuilt proof pages. Built as a decision-grade design craft deck for founders, exec presenter. source
image-enhancer core Improve image and screenshot quality by enhancing resolution, sharpness, and clarity for professional presentations and documentation. source

Source: Orchestra-Research/AI-research-SKILLs

Skill Tier What it adds Upstream
presenting-conference-talks core Generates conference presentation slides (Beamer LaTeX PDF and editable PPTX) from a compiled paper with speaker notes and talk script. Use when preparing oral talks, spotlight presentations, or invited talks for ML and systems conferences. source

Source: qdrant/skills

Skill Tier What it adds Upstream
qdrant-search-quality-diagnosis core Diagnoses Qdrant search quality issues. Use when someone reports 'results are bad', 'wrong results', 'not relevant results', 'missing matches', 'recall is low', 'approximate search worse than exact', 'which embedding model', 'quality … source

Source: rampstackco/claude-skills

Skill Tier What it adds Upstream
seo-traffic-diagnosis core Diagnose organic traffic changes (drops, stalls, or unexpected wins) using Ahrefs MCP plus Search Console data. Use this skill when traffic suddenly dropped, has been flat despite investment, after an algorithm update, after a migration or … source

Source: Sushegaad/Claude-Skills-Governance-Risk-and-Compliance

Skill Tier What it adds Upstream
hipaa-compliance core Expert HIPAA compliance assistant for healthcare and software contexts. Use this skill whenever the user mentions HIPAA, PHI (Protected Health Information), ePHI, covered entities, business associates, healthcare data privacy, medical … source

Source: wanshuiyin/Auto-claude-code-research-in-sleep

Skill Tier What it adds Upstream
paper-slides core Generate conference presentation slides (beamer LaTeX → PDF + editable PPTX) from a compiled paper, with speaker notes and full talk script. Use when user says "做PPT", "做幻灯片", "make slides", "conference talk", "presentation … source

Source: wondelai/skills

Skill Tier What it adds Upstream
good-strategy-bad-strategy core Formulate and audit real strategy using Richard Rumelt''s "Good Strategy Bad Strategy": an honest diagnosis, a guiding policy, and coherent action instead of goals, vision, and wishful thinking. Use when the user mentions "good strategy … source
improve-retention core Diagnose and fix retention problems using behavior design (B=MAP). Use when the user mentions "users sign up but dont stick around", "activation rate", "onboarding friction", "retention metrics", "why users dont complete", "churn … source

Source: zechenzhangAGI/AI-research-SKILLs

Skill Tier What it adds Upstream
presenting-conference-talks core Generates conference presentation slides (Beamer LaTeX PDF and editable PPTX) from a compiled paper with speaker notes and talk script. Use when preparing oral talks, spotlight presentations, or invited talks for ML and systems conferences. source