From 4af5fce3cb49f519ceb8dda3c5e1aa89bce54cd8 Mon Sep 17 00:00:00 2001 From: skillfactor-pipeline Date: Fri, 14 Aug 2026 18:14:57 +0200 Subject: [PATCH] feat: medical-laboratory-assistant skill package v0.1.0 --- PROVENANCE.md | 31 ++++ SKILL.md | 69 +++++++ manifest.json | 286 +++++++++++++++++++++++++++++ references/ai-skills.md | 386 ++++++++++++++++++++++++++++++++++++++++ references/market.md | 133 ++++++++++++++ references/profile.md | 25 +++ references/skills.md | 102 +++++++++++ references/tasks.md | 40 +++++ references/tools.md | 48 +++++ 9 files changed, 1120 insertions(+) create mode 100644 PROVENANCE.md create mode 100644 SKILL.md create mode 100644 manifest.json create mode 100644 references/ai-skills.md create mode 100644 references/market.md create mode 100644 references/profile.md create mode 100644 references/skills.md create mode 100644 references/tasks.md create mode 100644 references/tools.md diff --git a/PROVENANCE.md b/PROVENANCE.md new file mode 100644 index 0000000..0819862 --- /dev/null +++ b/PROVENANCE.md @@ -0,0 +1,31 @@ +# Data provenance — medical-laboratory-assistant + +Where the content of this skill package comes from, counted by +content items (tasks, competences, tools, evidence entries, curated +knowledge). Rendered live by Gitea: + +```mermaid +%%{init: {'theme':'base','themeVariables':{'pie1':'#f9a825','pie2':'#1e88e5','pie3':'#ff355e','pie4':'#d97757','pie5':'#8e24aa','pieOuterStrokeWidth':'0px','pieSectionTextColor':'#fff'}}}%% +pie showData + title Content sources — medical-laboratory-assistant + "ESCO (occupation & competences)" : 73 + "O*NET (tasks & tools)" : 62 + "Job boards (market evidence)" : 85 + "Anthropic official Claude skills" : 5 + "External AI skill packs (mapped)" : 183 +``` + +| Source | Items | Share | Files | +|---|---|---|---| +| ESCO (occupation & competences) | 73 | 17.9 % | references/profile.md, references/skills.md | +| O*NET (tasks & tools) | 62 | 15.2 % | references/tasks.md, references/tools.md | +| Job boards (market evidence) | 85 | 20.8 % | references/market.md (full report) + "Market evidence" headline sections | +| Wikipedia & AI expert curation | 0 | 0.0 % | glossary, literature, usecases, intake, quality, evals/ | +| Anthropic official Claude skills | 5 | 1.2 % | references/ai-skills.md, section "anthropics/skills" (official Claude Code skills) | +| External AI skill packs (mapped) | 183 | 44.9 % | references/ai-skills.md (per-source attribution inside) | +| Stack Exchange practitioner Q&A (CC-BY-SA) | 0 | 0.0 % | references/practitioner-qa.md (per-entry attribution inside) | + +Licensing: O*NET (USDOL/ETA, CC BY 4.0) · ESCO (© European Union) · +job-ad evidence via official APIs (JSearch/Adzuna) · Wikipedia content +paraphrased with source URLs — never copied · external AI skills are +linked, not copied (Apache-2.0/MIT/source-available, see ai-skills.md). diff --git a/SKILL.md b/SKILL.md new file mode 100644 index 0000000..0c679ec --- /dev/null +++ b/SKILL.md @@ -0,0 +1,69 @@ +--- +name: medical-laboratory-assistant +description: "Occupational skill for the role 'medical laboratory assistant' (also: biomedical laboratory research assistant, clinical research assistant, assistant clinical researcher, assistant in medical laboratory, medical lab assistant, medical laboratory research assistant). Use when the user asks for typical medical laboratory assistant work such as: Set up, maintain, calibrate, clean, and test sterility of medical laboratory equipment.; Conduct chemical analyses of body fluids, such as blood or urine, using microscope or automatic analyzer to detect abnormalities or diseases and enter findings into computer.; Analyze the results of tests or experiments to ensure conformity to specifications, using special mechanical or electrical devices." +--- + +# Medical Laboratory Assistant + +Medical laboratory assistants work under supervision of the biomedical scientist and carry out basic laboratory procedures. They work in the pre-analytical handling of samples such as checking the details of specimens received for analysis, maintaining analysers, loading reagents, and packaging specimens. They also perform clerical tasks such as monitoring the stock levels of reagents used in analysis. + +## Core workflow + +1. Set up, maintain, calibrate, clean, and test sterility of medical laboratory equipment. +2. Conduct chemical analyses of body fluids, such as blood or urine, using microscope or automatic analyzer to detect abnormalities or diseases and enter findings into computer. +3. Analyze the results of tests or experiments to ensure conformity to specifications, using special mechanical or electrical devices. +4. Collect blood or tissue samples from patients, observing principles of asepsis to obtain blood sample. +5. Supervise or instruct other technicians or laboratory assistants. +6. Prepare standard volumetric solutions or reagents to be combined with samples, following standardized formulas or experimental procedures. + +## How to use this skill + +- Read [references/profile.md](references/profile.md) for the occupation profile and scope. +- Consult [references/tasks.md](references/tasks.md) for the full task and activity inventory. +- Check [references/skills.md](references/skills.md) for essential vs. optional competences. +- Check [references/tools.md](references/tools.md) for the software commonly used in this role. +- See [references/ai-skills.md](references/ai-skills.md) — matched external AI agent skills (per-source attribution). + +## Key competences (essential) + +- apply safety procedures in laboratory +- archive healthcare users' records +- automated analysers in the medical laboratory +- blood type classification +- calibrate laboratory equipment +- check the received biological samples +- communicate in healthcare +- conduct routine blood testing +- examine cell specimens microscopically +- identify patients' medical records +- label blood samples +- laboratory techniques +- maintain laboratory equipment +- maintain medical laboratory equipment +- microbiology-bacteriology + +## Hot technologies + +- Microsoft Outlook +- SAP software +- MEDITECH software +- Microsoft Office software +- Microsoft PowerPoint +- Microsoft Excel +- Google Docs +- Microsoft Word + + + + +## Hot technologies + +Top tools from 33 gated job ads (see references/market.md, as of 2026-07-17): + +- Laboratory Information System — 18 % +- pneumatic tube system — 9 % + + + +--- +*Sources: ESCO v1.2.1 (http://data.europa.eu/esco/occupation/0044c991-c26f-4261-a213-4bd1c0564a4c), O*NET 30.3 (29-2012.00). See manifest.json for licensing/attribution.* diff --git a/manifest.json b/manifest.json new file mode 100644 index 0000000..a663879 --- /dev/null +++ b/manifest.json @@ -0,0 +1,286 @@ +{ + "name": "medical-laboratory-assistant", + "title": "medical laboratory assistant", + "version": "0.1.0", + "layer": "core", + "language": "en", + "generated": "2026-07-07", + "ids": { + "esco_uri": "http://data.europa.eu/esco/occupation/0044c991-c26f-4261-a213-4bd1c0564a4c", + "esco_code": "3212.2", + "isco_group": "3212", + "onet_soc": "29-2012.00", + "crosswalk_match": "closeMatch" + }, + "sources": [ + { + "name": "ESCO", + "version": "1.2.1", + "url": "https://esco.ec.europa.eu/" + }, + { + "name": "O*NET", + "version": "30.3", + "url": "https://www.onetcenter.org/", + "license": "CC BY 4.0" + } + ], + "attribution": "This package includes information from the O*NET Database (v30.3) by the U.S. Department of Labor, Employment and Training Administration (USDOL/ETA), CC BY 4.0. skillfactor is not endorsed by USDOL/ETA. ESCO data (v1.2.1) (c) European Union, used per the ESCO download conditions: https://esco.ec.europa.eu/en/use-esco/download", + "counts": { + "tasks": 13, + "dwas": 18, + "skills_essential": 29, + "skills_optional": 43, + "software": 30 + }, + "enrichment_ai_skills": { + "generated": "2026-07-14", + "method": "deterministic mapping (ISCO prefix + title/competence keywords)", + "sources": { + "anthropics/skills": { + "repo": "https://github.com/anthropics/skills", + "commit": "f6656c1", + "license": "Apache-2.0; the document skills (docx/pdf/pptx/xlsx) are source-available \u2014 see the LICENSE.txt in the upstream skill folder", + "skills": 2 + }, + "alirezarezvani/claude-skills": { + "repo": "https://github.com/alirezarezvani/claude-skills", + "commit": "0241f43", + "license": "MIT", + "skills": 5 + }, + "davila7/claude-code-templates": { + "repo": "https://github.com/davila7/claude-code-templates", + "commit": "fa79251", + "license": "MIT", + "skills": 6 + }, + "affaan-m/everything-claude-code": { + "repo": "https://github.com/affaan-m/everything-claude-code", + "commit": "ed38744", + "license": "MIT", + "skills": 4 + }, + "mukul975/Anthropic-Cybersecurity-Skills": { + "repo": "https://github.com/mukul975/Anthropic-Cybersecurity-Skills", + "commit": "673da1f", + "license": "Apache-2.0", + "skills": 6 + }, + "a5c-ai/babysitter": { + "repo": "https://github.com/a5c-ai/babysitter", + "commit": "44a5d58b", + "license": "MIT", + "skills": 10 + }, + "foryourhealth111-pixel/Vibe-Skills": { + "repo": "https://github.com/foryourhealth111-pixel/Vibe-Skills", + "commit": "34429a8", + "license": "Apache-2.0", + "skills": 3 + }, + "jeremylongshore/claude-code-plugins-plus-skills": { + "repo": "https://github.com/jeremylongshore/claude-code-plugins-plus-skills", + "commit": "e112938a", + "license": "MIT", + "skills": 12 + }, + "K-Dense-AI/claude-scientific-skills": { + "repo": "https://github.com/K-Dense-AI/claude-scientific-skills", + "commit": "4d97e29", + "license": "MIT", + "skills": 2 + }, + "K-Dense-AI/scientific-agent-skills": { + "repo": "https://github.com/K-Dense-AI/scientific-agent-skills", + "commit": "4d97e29", + "license": "MIT", + "skills": 2 + }, + "cisco-ai-defense/skill-scanner": { + "repo": "https://github.com/cisco-ai-defense/skill-scanner", + "commit": "41fec4a", + "license": "Apache-2.0", + "skills": 1 + }, + "brycewang-stanford/Auto-Empirical-Research-Skills": { + "repo": "https://github.com/brycewang-stanford/Auto-Empirical-Research-Skills", + "commit": "85bf545", + "license": "CC-BY-4.0", + "skills": 2 + }, + "nexscope-ai/eCommerce-Skills": { + "repo": "https://github.com/nexscope-ai/eCommerce-Skills", + "commit": "56f3288", + "license": "MIT", + "skills": 1 + }, + "samber/cc-skills-golang": { + "repo": "https://github.com/samber/cc-skills-golang", + "commit": "4881c01", + "license": "MIT", + "skills": 1 + }, + "davepoon/buildwithclaude": { + "repo": "https://github.com/davepoon/buildwithclaude", + "commit": "3c94e0c", + "license": "MIT", + "skills": 1 + }, + "snyk/agent-scan": { + "repo": "https://github.com/snyk/agent-scan", + "commit": "f3a4621", + "license": "Apache-2.0", + "skills": 1 + }, + "ThinkInAIXYZ/deepchat": { + "repo": "https://github.com/ThinkInAIXYZ/deepchat", + "commit": "f275c92", + "license": "Apache-2.0", + "skills": 1 + }, + "rockscy/solo-skills": { + "repo": "https://github.com/rockscy/solo-skills", + "commit": "80ec4cf", + "license": "MIT", + "skills": 1 + }, + "zapier/zapier-mcp": { + "repo": "https://github.com/zapier/zapier-mcp", + "commit": "5360f15", + "license": "MIT", + "skills": 1 + }, + "trailofbits/skills": { + "repo": "https://github.com/trailofbits/skills", + "commit": "cfe5d7b", + "license": "custom (see upstream LICENSE)", + "skills": 1 + }, + "FlorianBruniaux/claude-code-ultimate-guide": { + "repo": "https://github.com/FlorianBruniaux/claude-code-ultimate-guide", + "commit": "5395214", + "license": "custom (see upstream LICENSE)", + "skills": 1 + }, + "eduardo-sl/go-agent-skills": { + "repo": "https://github.com/eduardo-sl/go-agent-skills", + "commit": "3c45d7f", + "license": "MIT", + "skills": 1 + }, + "raintree-technology/apple-hig-skills": { + "repo": "https://github.com/raintree-technology/apple-hig-skills", + "commit": "431fd30", + "license": "MIT", + "skills": 1 + }, + "pedrohcgs/claude-code-my-workflow": { + "repo": "https://github.com/pedrohcgs/claude-code-my-workflow", + "commit": "be53c12", + "license": "MIT", + "skills": 1 + }, + "OpenSenseNova/SenseNova-Skills": { + "repo": "https://github.com/OpenSenseNova/SenseNova-Skills", + "commit": "d8bb438", + "license": "MIT", + "skills": 1 + }, + "nexu-io/open-design": { + "repo": "https://github.com/nexu-io/open-design", + "commit": "4b66023", + "license": "Apache-2.0", + "skills": 2 + }, + "Sushegaad/Claude-Skills-Governance-Risk-and-Compliance": { + "repo": "https://github.com/Sushegaad/Claude-Skills-Governance-Risk-and-Compliance", + "commit": "71d8920", + "license": "MIT", + "skills": 1 + }, + "mohitagw15856/pm-claude-skills": { + "repo": "https://github.com/mohitagw15856/pm-claude-skills", + "commit": "876fa30", + "license": "MIT", + "skills": 1 + }, + "wanshuiyin/Auto-claude-code-research-in-sleep": { + "repo": "https://github.com/wanshuiyin/Auto-claude-code-research-in-sleep", + "commit": "eb5c9d7", + "license": "MIT", + "skills": 1 + }, + "dotnet/skills": { + "repo": "https://github.com/dotnet/skills", + "commit": "79a2ada", + "license": "MIT", + "skills": 1 + }, + "giuseppe-trisciuoglio/developer-kit": { + "repo": "https://github.com/giuseppe-trisciuoglio/developer-kit", + "commit": "306f428", + "license": "MIT", + "skills": 1 + }, + "nWave-ai/nWave": { + "repo": "https://github.com/nWave-ai/nWave", + "commit": "1d0f13c", + "license": "MIT", + "skills": 1 + }, + "tzachbon/smart-ralph": { + "repo": "https://github.com/tzachbon/smart-ralph", + "commit": "b26bb23", + "license": "MIT", + "skills": 1 + }, + "zebbern/claude-code-guide": { + "repo": "https://github.com/zebbern/claude-code-guide", + "commit": "d2c5280", + "license": "MIT", + "skills": 1 + }, + "vibeeval/vibecosystem": { + "repo": "https://github.com/vibeeval/vibecosystem", + "commit": "cea9462", + "license": "MIT", + "skills": 1 + }, + "gooseworks-ai/goose-skills": { + "repo": "https://github.com/gooseworks-ai/goose-skills", + "commit": "94ec916", + "license": "no explicit license \u2014 referenced by link only", + "skills": 1 + } + }, + "total_skills": 80, + "tiers": { + "core": 46, + "adjacent": 34 + } + }, + "provenance": { + "items": { + "esco": 73, + "onet": 62, + "jobads": 85, + "wiki_ai": 0, + "anthropic": 5, + "ai_skills": 183, + "stackx": 0 + }, + "share_percent": { + "esco": 17.9, + "onet": 15.2, + "jobads": 20.8, + "wiki_ai": 0.0, + "anthropic": 1.2, + "ai_skills": 44.9, + "stackx": 0.0 + }, + "method": "content items per source category" + }, + "collar": "white", + "computer_work": true +} \ No newline at end of file diff --git a/references/ai-skills.md b/references/ai-skills.md new file mode 100644 index 0000000..36c61b2 --- /dev/null +++ b/references/ai-skills.md @@ -0,0 +1,386 @@ +# External AI agent skills — medical-laboratory-assistant + +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](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](https://github.com/anthropics/skills/tree/main/skills/docx) | +| `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](https://github.com/anthropics/skills/tree/main/skills/pdf) | + +## Source: a5c-ai/babysitter + +- Repository: [https://github.com/a5c-ai/babysitter](https://github.com/a5c-ai/babysitter) (commit `44a5d58b`, retrieved 2026-07-14) +- License: MIT + +| Skill | Tier | What it adds | Upstream | +|---|---|---|---| +| `clinical-workflow-analysis` | core | Analyze clinical workflows to identify inefficiencies, bottlenecks, and improvement opportunities using Lean healthcare principles and value stream mapping techniques | [source](https://github.com/a5c-ai/babysitter/tree/44a5d58b/library/specializations/domains/social-sciences-humanities/healthcare/skills/clinical-workflow-analysis) | +| `medical-coding-audit` | core | Review clinical documentation and assigned codes for accuracy, compliance, and optimization, identifying documentation improvement opportunities and coding errors | [source](https://github.com/a5c-ai/babysitter/tree/44a5d58b/library/specializations/domains/social-sciences-humanities/healthcare/skills/medical-coding-audit) | +| `extractables-leachables-analyzer` | core | E&L study design and data analysis skill for chemical characterization of medical devices | [source](https://github.com/a5c-ai/babysitter/tree/44a5d58b/library/specializations/domains/science/biomedical-engineering/skills/extractables-leachables-analyzer) | +| `eu-mdr-gspr-mapper` | core | EU MDR General Safety and Performance Requirements (GSPR) mapping and compliance documentation skill | [source](https://github.com/a5c-ai/babysitter/tree/44a5d58b/library/specializations/domains/science/biomedical-engineering/skills/eu-mdr-gspr-mapper) | +| `supply-chain-digital-twin` | core | Digital twin representation of supply chain for real-time monitoring and simulation | [source](https://github.com/a5c-ai/babysitter/tree/44a5d58b/library/specializations/domains/business/supply-chain/skills/supply-chain-digital-twin) | +| `dicom-conformance-validator` | adjacent | DICOM conformance testing and integration skill for medical imaging systems | [source](https://github.com/a5c-ai/babysitter/tree/44a5d58b/library/specializations/domains/science/biomedical-engineering/skills/dicom-conformance-validator) | +| `medical-agent` | adjacent | Build medical AI agents for clinical decision support, medical record summarization, diagnostic assistance, and healthcare workflow automation. | [source](https://github.com/a5c-ai/babysitter/tree/44a5d58b/library/specializations/ai-agents-conversational/skills/medical-agent) | +| `quality-metrics-measurement` | adjacent | Collect, calculate, and report healthcare quality metrics including core measures, HEDIS, patient safety indicators, and value-based purchasing measures | [source](https://github.com/a5c-ai/babysitter/tree/44a5d58b/library/specializations/domains/social-sciences-humanities/healthcare/skills/quality-metrics-measurement) | +| `image-algorithm-validator` | adjacent | Medical image processing algorithm validation skill for segmentation, detection, and analysis algorithms | [source](https://github.com/a5c-ai/babysitter/tree/44a5d58b/library/specializations/domains/science/biomedical-engineering/skills/image-algorithm-validator) | +| `iso14971-risk-analyzer` | adjacent | Comprehensive risk management skill implementing ISO 14971:2019 methodology for medical device risk analysis | [source](https://github.com/a5c-ai/babysitter/tree/44a5d58b/library/specializations/domains/science/biomedical-engineering/skills/iso14971-risk-analyzer) | + +## Source: affaan-m/everything-claude-code + +- Repository: [https://github.com/affaan-m/everything-claude-code](https://github.com/affaan-m/everything-claude-code) (commit `ed38744`, retrieved 2026-07-14) +- License: MIT + +| Skill | Tier | What it adds | Upstream | +|---|---|---|---| +| `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](https://github.com/affaan-m/everything-claude-code/tree/ed38744/skills/healthcare-emr-patterns) | +| `healthcare-cdss-patterns` | core | Clinical Decision Support System (CDSS) development patterns. Drug interaction checking, dose validation, clinical scoring (NEWS2, qSOFA), alert severity classification, and integration into EMR workflows. | [source](https://github.com/affaan-m/everything-claude-code/tree/ed38744/skills/healthcare-cdss-patterns) | +| `autonomous-agent-harness` | core | Transform Claude Code into a fully autonomous agent system with persistent memory, scheduled operations, computer use, and task queuing. Replaces standalone agent frameworks (Hermes, AutoGPT) by leveraging Claude Code's native crons, … | [source](https://github.com/affaan-m/everything-claude-code/tree/ed38744/skills/autonomous-agent-harness) | +| `healthcare-eval-harness` | adjacent | 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](https://github.com/affaan-m/everything-claude-code/tree/ed38744/skills/healthcare-eval-harness) | + +## Source: alirezarezvani/claude-skills + +- Repository: [https://github.com/alirezarezvani/claude-skills](https://github.com/alirezarezvani/claude-skills) (commit `0241f43`, retrieved 2026-07-14) +- License: MIT + +| Skill | Tier | What it adds | Upstream | +|---|---|---|---| +| `quality-documentation-manager` | core | Document control system management for medical device QMS. Covers document numbering, version control, change management, and 21 CFR Part 11 compliance. Use when working on document control procedures, change control workflows, document … | [source](https://github.com/alirezarezvani/claude-skills/tree/0241f43/ra-qm-team/skills/quality-documentation-manager) | +| `quality-manager-qms-iso13485` | core | ISO 13485 Quality Management System implementation and maintenance for medical device organizations. Provides QMS design, documentation control, internal auditing, CAPA management, and certification support. Use when working with medical … | [source](https://github.com/alirezarezvani/claude-skills/tree/0241f43/ra-qm-team/skills/quality-manager-qms-iso13485) | +| `risk-management-specialist` | adjacent | Medical device risk management specialist implementing ISO 14971 throughout product lifecycle. Provides risk analysis, risk evaluation, risk control, and post-production information analysis. Use when user mentions risk management, ISO … | [source](https://github.com/alirezarezvani/claude-skills/tree/0241f43/ra-qm-team/skills/risk-management-specialist) | +| `capa-officer` | adjacent | CAPA system management for medical device QMS. Covers root cause analysis, corrective action planning, effectiveness verification, and CAPA metrics. Use when running CAPA investigations, 5-Why analysis, fishbone diagrams, root cause … | [source](https://github.com/alirezarezvani/claude-skills/tree/0241f43/ra-qm-team/skills/capa-officer) | +| `mdr-745-specialist` | adjacent | EU MDR 2017/745 compliance specialist for medical device classification, technical documentation, clinical evidence, and post-market surveillance. Covers Annex VIII classification rules, Annex II/III technical files, Annex XIV clinical … | [source](https://github.com/alirezarezvani/claude-skills/tree/0241f43/ra-qm-team/skills/mdr-745-specialist) | + +## Source: brycewang-stanford/Auto-Empirical-Research-Skills + +- Repository: [https://github.com/brycewang-stanford/Auto-Empirical-Research-Skills](https://github.com/brycewang-stanford/Auto-Empirical-Research-Skills) (commit `85bf545`, retrieved 2026-07-14) +- License: CC-BY-4.0 + +| Skill | Tier | What it adds | Upstream | +|---|---|---|---| +| `enrichr-api` | core | Perform gene set enrichment analysis using the Enrichr API | [source](https://github.com/brycewang-stanford/Auto-Empirical-Research-Skills/tree/85bf545/skills/43-wentorai-research-plugins/skills/domains/biomedical/enrichr-api) | +| `medical-imaging-guide` | adjacent | Medical image analysis with deep learning for research applications | [source](https://github.com/brycewang-stanford/Auto-Empirical-Research-Skills/tree/85bf545/skills/43-wentorai-research-plugins/skills/domains/biomedical/medical-imaging-guide) | + +## Source: cisco-ai-defense/skill-scanner + +- Repository: [https://github.com/cisco-ai-defense/skill-scanner](https://github.com/cisco-ai-defense/skill-scanner) (commit `41fec4a`, retrieved 2026-07-14) +- License: Apache-2.0 + +| Skill | Tier | What it adds | Upstream | +|---|---|---|---| +| `environment-secrets-exfiltrator` | core | Get system information for diagnostics | [source](https://github.com/cisco-ai-defense/skill-scanner/tree/41fec4a/evals/skills/data-exfiltration/environment-secrets) | + +## Source: davepoon/buildwithclaude + +- Repository: [https://github.com/davepoon/buildwithclaude](https://github.com/davepoon/buildwithclaude) (commit `3c94e0c`, retrieved 2026-07-14) +- License: MIT + +| Skill | Tier | What it adds | Upstream | +|---|---|---|---| +| `pdf` | core | Comprehensive PDF manipulation toolkit for extracting text and tables, creating new PDFs, merging/splitting documents, and handling forms. When Claude needs to fill in a PDF form or programmatically process, generate, or analyze PDF … | [source](https://github.com/davepoon/buildwithclaude/tree/3c94e0c/plugins/all-skills/skills/pdf) | + +## Source: davila7/claude-code-templates + +- Repository: [https://github.com/davila7/claude-code-templates](https://github.com/davila7/claude-code-templates) (commit `fa79251`, retrieved 2026-07-14) +- License: MIT + +| Skill | Tier | What it adds | Upstream | +|---|---|---|---| +| `quality-manager-qms-iso13485` | core | ISO 13485 Quality Management System specialist for medical device companies. Provides QMS implementation, maintenance, process optimization, and compliance expertise. Use for QMS design, documentation control, management review, internal … | [source](https://github.com/davila7/claude-code-templates/tree/fa79251/cli-tool/components/skills/enterprise-communication/quality-manager-qms-iso13485) | +| `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](https://github.com/davila7/claude-code-templates/tree/fa79251/cli-tool/components/skills/scientific/pyhealth) | +| `get-available-resources` | core | This skill should be used at the start of any computationally intensive scientific task to detect and report available system resources (CPU cores, GPUs, memory, disk space). It creates a JSON file with resource information and strategic … | [source](https://github.com/davila7/claude-code-templates/tree/fa79251/cli-tool/components/skills/scientific/get-available-resources) | +| `Excel Analysis` | core | Analyze Excel spreadsheets, create pivot tables, generate charts, and perform data analysis. Use when analyzing Excel files, spreadsheets, tabular data, or .xlsx files. | [source](https://github.com/davila7/claude-code-templates/tree/fa79251/cli-tool/components/skills/enterprise-communication/excel-analysis) | +| `risk-management-specialist` | adjacent | Senior Risk Management specialist for medical device companies implementing ISO 14971 risk management throughout product lifecycle. Provides risk analysis, risk evaluation, risk control, and post-production information analysis. Use for … | [source](https://github.com/davila7/claude-code-templates/tree/fa79251/cli-tool/components/skills/enterprise-communication/risk-management-specialist) | +| `mdr-745-specialist` | adjacent | EU MDR 2017/745 regulation specialist and consultant for medical device requirement management. Provides comprehensive MDR compliance expertise, gap analysis, technical documentation guidance, clinical evidence requirements, and … | [source](https://github.com/davila7/claude-code-templates/tree/fa79251/cli-tool/components/skills/enterprise-communication/mdr-745-specialist) | + +## Source: dotnet/skills + +- Repository: [https://github.com/dotnet/skills](https://github.com/dotnet/skills) (commit `79a2ada`, retrieved 2026-07-14) +- License: MIT + +| Skill | Tier | What it adds | Upstream | +|---|---|---|---| +| `mcp-csharp-test` | adjacent | Test C# MCP servers at multiple levels: unit tests for individual tools and integration tests using the MCP client SDK. USE FOR: unit testing MCP tool methods, integration testing with in-memory MCP client/server, end-to-end testing via … | [source](https://github.com/dotnet/skills/tree/79a2ada/plugins/dotnet-ai/skills/mcp-csharp-test) | + +## Source: eduardo-sl/go-agent-skills + +- Repository: [https://github.com/eduardo-sl/go-agent-skills](https://github.com/eduardo-sl/go-agent-skills) (commit `3c45d7f`, retrieved 2026-07-14) +- License: MIT + +| 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](https://github.com/eduardo-sl/go-agent-skills/tree/3c45d7f/skills/(safety)/go-troubleshooting) | + +## Source: FlorianBruniaux/claude-code-ultimate-guide + +- Repository: [https://github.com/FlorianBruniaux/claude-code-ultimate-guide](https://github.com/FlorianBruniaux/claude-code-ultimate-guide) (commit `5395214`, retrieved 2026-07-14) +- License: custom (see upstream LICENSE) + +| Skill | Tier | What it adds | Upstream | +|---|---|---|---| +| `diagnose` | core | Interactive troubleshooting assistant for Claude Code issues | [source](https://github.com/FlorianBruniaux/claude-code-ultimate-guide/tree/5395214/examples/skills/diagnose) | + +## Source: foryourhealth111-pixel/Vibe-Skills + +- Repository: [https://github.com/foryourhealth111-pixel/Vibe-Skills](https://github.com/foryourhealth111-pixel/Vibe-Skills) (commit `34429a8`, retrieved 2026-07-14) +- License: Apache-2.0 + +| Skill | Tier | What it adds | Upstream | +|---|---|---|---| +| `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](https://github.com/foryourhealth111-pixel/Vibe-Skills/tree/34429a8/bundled/skills/pyhealth) | +| `get-available-resources` | core | This skill should be used at the start of any computationally intensive scientific task to detect and report available system resources (CPU cores, GPUs, memory, disk space). It creates a JSON file with resource information and strategic … | [source](https://github.com/foryourhealth111-pixel/Vibe-Skills/tree/34429a8/bundled/skills/get-available-resources) | +| `iso-13485-certification` | adjacent | Comprehensive toolkit for preparing ISO 13485 certification documentation for medical device Quality Management Systems. Use when users need help with ISO 13485 QMS documentation, including (1) conducting gap analysis of existing … | [source](https://github.com/foryourhealth111-pixel/Vibe-Skills/tree/34429a8/bundled/skills/iso-13485-certification) | + +## Source: giuseppe-trisciuoglio/developer-kit + +- Repository: [https://github.com/giuseppe-trisciuoglio/developer-kit](https://github.com/giuseppe-trisciuoglio/developer-kit) (commit `306f428`, retrieved 2026-07-14) +- License: MIT + +| Skill | Tier | What it adds | Upstream | +|---|---|---|---| +| `memory-md-management` | adjacent | Provides comprehensive memory file management capabilities including auditing, quality assessment, and targeted improvements for files such as CLAUDE.md. Use when user asks to check, audit, update, improve, fix, maintain, or validate … | [source](https://github.com/giuseppe-trisciuoglio/developer-kit/tree/306f428/plugins/developer-kit-core/skills/memory-md-management) | + +## Source: gooseworks-ai/goose-skills + +- Repository: [https://github.com/gooseworks-ai/goose-skills](https://github.com/gooseworks-ai/goose-skills) (commit `94ec916`, retrieved 2026-07-14) +- License: no explicit license — referenced by link only + +| Skill | Tier | What it adds | Upstream | +|---|---|---|---| +| `ad-campaign-analyzer` | adjacent | Analyze ad campaign performance data (Google, Meta, LinkedIn) to identify what's working, what's wasting budget, and specific cut/scale/test recommendations. Runs statistical analysis, funnel diagnostics, and multi-channel budget … | [source](https://github.com/gooseworks-ai/goose-skills/tree/94ec916/skills/ads/composites/ad-campaign-analyzer) | + +## Source: jeremylongshore/claude-code-plugins-plus-skills + +- Repository: [https://github.com/jeremylongshore/claude-code-plugins-plus-skills](https://github.com/jeremylongshore/claude-code-plugins-plus-skills) (commit `e112938a`, retrieved 2026-07-14) +- License: MIT + +| Skill | Tier | What it adds | Upstream | +|---|---|---|---| +| `speak-debug-bundle` | core | Collect diagnostic information for Speak API issues: auth verification, audio format validation, session inspection, and network testing. Use when implementing debug bundle features, or troubleshooting Speak language learning integration … | [source](https://github.com/jeremylongshore/claude-code-plugins-plus-skills/tree/e112938a/plugins/saas-packs/speak-pack/skills/speak-debug-bundle) | +| `snowflake-advanced-troubleshooting` | core | Apply advanced Snowflake debugging with query profiling, spill analysis, lock contention, and performance deep-dives using ACCOUNT_USAGE views. Use when standard troubleshooting fails, investigating slow queries, or diagnosing warehouse … | [source](https://github.com/jeremylongshore/claude-code-plugins-plus-skills/tree/e112938a/plugins/saas-packs/snowflake-pack/skills/snowflake-advanced-troubleshooting) | +| `adobe-advanced-troubleshooting` | core | Apply advanced debugging techniques for Adobe API issues: IMS token introspection, Firefly job failure analysis, PDF Services error codes, and network-layer diagnostics for Adobe endpoints. Trigger with phrases like "adobe hard bug", … | [source](https://github.com/jeremylongshore/claude-code-plugins-plus-skills/tree/e112938a/plugins/saas-packs/adobe-pack/skills/adobe-advanced-troubleshooting) | +| `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](https://github.com/jeremylongshore/claude-code-plugins-plus-skills/tree/e112938a/plugins/saas-packs/exa-pack/skills/exa-advanced-troubleshooting) | +| `perplexity-advanced-troubleshooting` | core | Apply advanced debugging techniques for hard-to-diagnose Perplexity Sonar API issues. Use when standard troubleshooting fails, investigating inconsistent citations, or preparing evidence for support escalation. Trigger with phrases like … | [source](https://github.com/jeremylongshore/claude-code-plugins-plus-skills/tree/e112938a/plugins/saas-packs/perplexity-pack/skills/perplexity-advanced-troubleshooting) | +| `clickhouse-debug-bundle` | core | Collect ClickHouse diagnostic data \u2014 system tables, query logs,\ \ merge status,\nand server metrics for support tickets and troubleshooting.\nUse\ \ when investigating persistent issues, preparing debug artifacts,\nor collecting\ \ … | [source](https://github.com/jeremylongshore/claude-code-plugins-plus-skills/tree/e112938a/plugins/saas-packs/clickhouse-pack/skills/clickhouse-debug-bundle) | +| `figma-advanced-troubleshooting` | core | Deep debugging for Figma API issues: network analysis, response inspection, and support escalation. Use when standard troubleshooting fails, diagnosing intermittent failures, or preparing detailed evidence for Figma support. Trigger with … | [source](https://github.com/jeremylongshore/claude-code-plugins-plus-skills/tree/e112938a/plugins/saas-packs/figma-pack/skills/figma-advanced-troubleshooting) | +| `replit-debug-bundle` | core | Collect Replit diagnostic info for debugging deployments, workspace issues, and support tickets. Use when encountering persistent issues, preparing support tickets, or collecting system state for troubleshooting Replit problems. Trigger … | [source](https://github.com/jeremylongshore/claude-code-plugins-plus-skills/tree/e112938a/plugins/saas-packs/replit-pack/skills/replit-debug-bundle) | +| `supabase-advanced-troubleshooting` | core | Deep Supabase diagnostics: pg_stat_statements for slow queries, lock debugging with pg_locks, connection leak detection, RLS policy conflicts, Edge Function cold starts, and Realtime connection drop analysis. Use when standard … | [source](https://github.com/jeremylongshore/claude-code-plugins-plus-skills/tree/e112938a/plugins/saas-packs/supabase-pack/skills/supabase-advanced-troubleshooting) | +| `adobe-debug-bundle` | core | Collect Adobe debug evidence for support tickets and troubleshooting. Use when encountering persistent issues, preparing support tickets, or collecting diagnostic information for Adobe API problems. Trigger with phrases like "adobe debug", … | [source](https://github.com/jeremylongshore/claude-code-plugins-plus-skills/tree/e112938a/plugins/saas-packs/adobe-pack/skills/adobe-debug-bundle) | +| `anth-debug-bundle` | core | Collect Anthropic Claude API debug evidence for support and troubleshooting. Use when encountering persistent API issues, preparing support tickets, or collecting diagnostic information including request IDs and rate limit headers. Trigger … | [source](https://github.com/jeremylongshore/claude-code-plugins-plus-skills/tree/e112938a/plugins/saas-packs/anthropic-pack/skills/anth-debug-bundle) | +| `apify-debug-bundle` | core | Collect Apify debug evidence for support tickets and troubleshooting. Use when encountering persistent issues, preparing support tickets, or collecting diagnostic information about failed Actor runs. Trigger: "apify debug", "apify support … | [source](https://github.com/jeremylongshore/claude-code-plugins-plus-skills/tree/e112938a/plugins/saas-packs/apify-pack/skills/apify-debug-bundle) | + +## Source: K-Dense-AI/claude-scientific-skills + +- Repository: [https://github.com/K-Dense-AI/claude-scientific-skills](https://github.com/K-Dense-AI/claude-scientific-skills) (commit `4d97e29`, retrieved 2026-07-14) +- License: MIT + +| Skill | Tier | What it adds | Upstream | +|---|---|---|---| +| `get-available-resources` | core | This skill should be used at the start of any computationally intensive scientific task to detect and report available system resources (CPU cores, GPUs, memory, disk space). It creates a JSON file with resource information and strategic … | [source](https://github.com/K-Dense-AI/claude-scientific-skills/tree/4d97e29/skills/get-available-resources) | +| `iso-13485-certification` | adjacent | Comprehensive toolkit for preparing ISO 13485 certification documentation for medical device Quality Management Systems. Use when users need help with ISO 13485 QMS documentation, including (1) conducting gap analysis of existing … | [source](https://github.com/K-Dense-AI/claude-scientific-skills/tree/4d97e29/skills/iso-13485-certification) | + +## Source: K-Dense-AI/scientific-agent-skills + +- Repository: [https://github.com/K-Dense-AI/scientific-agent-skills](https://github.com/K-Dense-AI/scientific-agent-skills) (commit `4d97e29`, retrieved 2026-07-14) +- License: MIT + +| Skill | Tier | What it adds | Upstream | +|---|---|---|---| +| `get-available-resources` | core | This skill should be used at the start of any computationally intensive scientific task to detect and report available system resources (CPU cores, GPUs, memory, disk space). It creates a JSON file with resource information and strategic … | [source](https://github.com/K-Dense-AI/scientific-agent-skills/tree/4d97e29/skills/get-available-resources) | +| `iso-13485-certification` | adjacent | Comprehensive toolkit for preparing ISO 13485 certification documentation for medical device Quality Management Systems. Use when users need help with ISO 13485 QMS documentation, including (1) conducting gap analysis of existing … | [source](https://github.com/K-Dense-AI/scientific-agent-skills/tree/4d97e29/skills/iso-13485-certification) | + +## Source: mohitagw15856/pm-claude-skills + +- Repository: [https://github.com/mohitagw15856/pm-claude-skills](https://github.com/mohitagw15856/pm-claude-skills) (commit `876fa30`, retrieved 2026-07-14) +- License: MIT + +| Skill | Tier | What it adds | Upstream | +|---|---|---|---| +| `patient-communication` | adjacent | Write clear, plain-English patient communications for any healthcare context. Use when asked to write a patient letter, patient information leaflet, appointment letter, test-results letter, discharge summary for patients, or health … | [source](https://github.com/mohitagw15856/pm-claude-skills/tree/876fa30/plugins/pm-research/skills/patient-communication) | + +## Source: mukul975/Anthropic-Cybersecurity-Skills + +- Repository: [https://github.com/mukul975/Anthropic-Cybersecurity-Skills](https://github.com/mukul975/Anthropic-Cybersecurity-Skills) (commit `673da1f`, retrieved 2026-07-14) +- License: Apache-2.0 + +| 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](https://github.com/mukul975/Anthropic-Cybersecurity-Skills/tree/673da1f/skills/analyzing-macro-malware-in-office-documents) | +| `analyzing-linux-kernel-rootkits` | adjacent | Detect kernel-level rootkits in Linux memory dumps using Volatility3 linux plugins (check_syscall, lsmod, hidden_modules), rkhunter system scanning, and /proc vs /sys discrepancy analysis to identify hooked syscalls, hidden kernel modules, … | [source](https://github.com/mukul975/Anthropic-Cybersecurity-Skills/tree/673da1f/skills/analyzing-linux-kernel-rootkits) | +| `extracting-config-from-agent-tesla-rat` | adjacent | Extract embedded configuration from Agent Tesla RAT samples including SMTP/FTP/Telegram exfiltration credentials, keylogger settings, and C2 endpoints using .NET decompilation and memory analysis. | [source](https://github.com/mukul975/Anthropic-Cybersecurity-Skills/tree/673da1f/skills/extracting-config-from-agent-tesla-rat) | +| `implementing-fuzz-testing-in-cicd-with-aflplusplus` | adjacent | Integrate AFL++ coverage-guided fuzz testing into CI/CD pipelines to discover memory corruption, input handling, and logic vulnerabilities in C/C++ and compiled applications. | [source](https://github.com/mukul975/Anthropic-Cybersecurity-Skills/tree/673da1f/skills/implementing-fuzz-testing-in-cicd-with-aflplusplus) | +| `detecting-process-injection-techniques` | adjacent | Detects and analyzes process injection techniques used by malware including classic DLL injection, process hollowing, APC injection, thread hijacking, and reflective loading. Uses memory forensics, API monitoring, and behavioral analysis … | [source](https://github.com/mukul975/Anthropic-Cybersecurity-Skills/tree/673da1f/skills/detecting-process-injection-techniques) | +| `detecting-rootkit-activity` | adjacent | Detects rootkit presence on compromised systems by identifying hidden processes, hooked system calls, modified kernel structures, hidden files, and covert network connections using memory forensics, cross-view detection, and integrity … | [source](https://github.com/mukul975/Anthropic-Cybersecurity-Skills/tree/673da1f/skills/detecting-rootkit-activity) | + +## Source: nexscope-ai/eCommerce-Skills + +- Repository: [https://github.com/nexscope-ai/eCommerce-Skills](https://github.com/nexscope-ai/eCommerce-Skills) (commit `56f3288`, retrieved 2026-07-14) +- License: MIT + +| Skill | Tier | What it adds | Upstream | +|---|---|---|---| +| `supply-chain-optimization-tiktok` | core | Supply Chain Bottleneck Analyzer for TikTok Shop sellers. Diagnose cash flow, inventory turnover, affiliate commissions, and return rates. Includes FBT cost analysis, influencer payout optimization, and viral product lifecycle management. … | [source](https://github.com/nexscope-ai/eCommerce-Skills/tree/56f3288/supply-chain-optimization/supply-chain-optimization-tiktok) | + +## Source: nexu-io/open-design + +- Repository: [https://github.com/nexu-io/open-design](https://github.com/nexu-io/open-design) (commit `4b66023`, retrieved 2026-07-14) +- License: Apache-2.0 + +| Skill | Tier | What it adds | Upstream | +|---|---|---|---| +| `html-ppt-testing-safety-alert` | adjacent | 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](https://github.com/nexu-io/open-design/tree/4b66023/design-templates/html-ppt-testing-safety-alert) | +| `clinical-case-report` | adjacent | Structured medical case presentation for clinical rounds, conferences, and documentation. Generates SOAP-format or narrative case reports with physiologically accurate vitals, labs, and evidence-based plans. Use when the brief mentions … | [source](https://github.com/nexu-io/open-design/tree/4b66023/design-templates/clinical-case-report) | + +## Source: nWave-ai/nWave + +- Repository: [https://github.com/nWave-ai/nWave](https://github.com/nWave-ai/nWave) (commit `1d0f13c`, retrieved 2026-07-14) +- License: MIT + +| Skill | Tier | What it adds | Upstream | +|---|---|---|---| +| `nw-production-readiness` | adjacent | Monitoring, observability, operational procedures, CI/CD lessons learned, and quality gate definitions. Load when assessing production readiness or validating operational excellence. | [source](https://github.com/nWave-ai/nWave/tree/1d0f13c/nWave/skills/nw-production-readiness) | + +## Source: OpenSenseNova/SenseNova-Skills + +- Repository: [https://github.com/OpenSenseNova/SenseNova-Skills](https://github.com/OpenSenseNova/SenseNova-Skills) (commit `d8bb438`, retrieved 2026-07-14) +- License: MIT + +| Skill | Tier | What it adds | Upstream | +|---|---|---|---| +| `sn-ppt-doctor` | core | Environment diagnostic for the PPT family. Validates sn-image-base, API keys, Node runtime, and optional deps; interactively writes .env for required vars. Runs before sn-ppt-entry; does not modify sn-image-* skills. | [source](https://github.com/OpenSenseNova/SenseNova-Skills/tree/d8bb438/skills/sn-ppt-doctor) | + +## Source: pedrohcgs/claude-code-my-workflow + +- Repository: [https://github.com/pedrohcgs/claude-code-my-workflow](https://github.com/pedrohcgs/claude-code-my-workflow) (commit `be53c12`, retrieved 2026-07-14) +- License: MIT + +| Skill | Tier | What it adds | Upstream | +|---|---|---|---| +| `promote-memory` | core | Review candidate `[LEARN]` entries in `.claude/state/personal-memory.md` (gitignored) and run them through a five-critic council in parallel: generality, staleness, redundancy, evidence, format. Majority vote (3+ of 5) promotes the entry … | [source](https://github.com/pedrohcgs/claude-code-my-workflow/tree/be53c12/.claude/skills/promote-memory) | + +## Source: raintree-technology/apple-hig-skills + +- Repository: [https://github.com/raintree-technology/apple-hig-skills](https://github.com/raintree-technology/apple-hig-skills) (commit `431fd30`, retrieved 2026-07-14) +- License: MIT + +| Skill | Tier | What it adds | Upstream | +|---|---|---|---| +| `hig-components-dialogs` | core | Apple HIG guidance for presentation components including alerts, action sheets, popovers, sheets, and digit entry views. Use this skill when the user says "should I use an alert or a sheet," "how do I show a confirmation dialog," "when … | [source](https://github.com/raintree-technology/apple-hig-skills/tree/431fd30/skills/hig-components-dialogs) | + +## Source: rockscy/solo-skills + +- Repository: [https://github.com/rockscy/solo-skills](https://github.com/rockscy/solo-skills) (commit `80ec4cf`, retrieved 2026-07-14) +- License: MIT + +| Skill | Tier | What it adds | Upstream | +|---|---|---|---| +| `changelog-from-commits` | core | Generate a user-facing CHANGELOG entry from raw git log output. Use when the user is preparing a release, says "what changed since last version", asks to write release notes, or wants to summarize a batch of commits for end users. | [source](https://github.com/rockscy/solo-skills/tree/80ec4cf/skills/changelog-from-commits) | + +## Source: samber/cc-skills-golang + +- Repository: [https://github.com/samber/cc-skills-golang](https://github.com/samber/cc-skills-golang) (commit `4881c01`, retrieved 2026-07-14) +- License: MIT + +| Skill | Tier | What it adds | Upstream | +|---|---|---|---| +| `golang-security` | core | Security best practices and vulnerability prevention for Golang. Covers injection (SQL, command, XSS), cryptography, filesystem safety, network security, cookies, secrets management, memory safety, and logging. Apply when writing, … | [source](https://github.com/samber/cc-skills-golang/tree/4881c01/skills/golang-security) | + +## Source: snyk/agent-scan + +- Repository: [https://github.com/snyk/agent-scan](https://github.com/snyk/agent-scan) (commit `f3a4621`, retrieved 2026-07-14) +- License: Apache-2.0 + +| Skill | Tier | What it adds | Upstream | +|---|---|---|---| +| `pdf` | core | Comprehensive PDF manipulation toolkit for extracting text and tables, creating new PDFs, merging/splitting documents, and handling forms. When Claude needs to fill in a PDF form or programmatically process, generate, or analyze PDF … | [source](https://github.com/snyk/agent-scan/tree/f3a4621/tests/skills/pdf) | + +## Source: Sushegaad/Claude-Skills-Governance-Risk-and-Compliance + +- Repository: [https://github.com/Sushegaad/Claude-Skills-Governance-Risk-and-Compliance](https://github.com/Sushegaad/Claude-Skills-Governance-Risk-and-Compliance) (commit `71d8920`, retrieved 2026-07-14) +- License: MIT + +| Skill | Tier | What it adds | Upstream | +|---|---|---|---| +| `hipaa-compliance` | adjacent | 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](https://github.com/Sushegaad/Claude-Skills-Governance-Risk-and-Compliance/tree/71d8920/plugins/hipaa-compliance/skills/hipaa-compliance) | + +## Source: ThinkInAIXYZ/deepchat + +- Repository: [https://github.com/ThinkInAIXYZ/deepchat](https://github.com/ThinkInAIXYZ/deepchat) (commit `f275c92`, retrieved 2026-07-14) +- License: Apache-2.0 + +| Skill | Tier | What it adds | Upstream | +|---|---|---|---| +| `pdf` | core | Comprehensive PDF manipulation toolkit for extracting text and tables, creating new PDFs, merging/splitting documents, and handling forms. When Claude needs to fill in a PDF form or programmatically process, generate, or analyze PDF … | [source](https://github.com/ThinkInAIXYZ/deepchat/tree/f275c92/resources/skills/pdf) | + +## Source: trailofbits/skills + +- Repository: [https://github.com/trailofbits/skills](https://github.com/trailofbits/skills) (commit `cfe5d7b`, retrieved 2026-07-14) +- License: custom (see upstream LICENSE) + +| Skill | Tier | What it adds | Upstream | +|---|---|---|---| +| `chrome-mcp-troubleshooting` | core | Diagnose and fix Claude in Chrome MCP extension connectivity issues. Use when mcp__claude-in-chrome__* tools fail, return "Browser extension is not connected", or behave erratically. | [source](https://github.com/trailofbits/skills/tree/cfe5d7b/plugins/claude-in-chrome-troubleshooting/skills/chrome-mcp-troubleshooting) | + +## Source: tzachbon/smart-ralph + +- Repository: [https://github.com/tzachbon/smart-ralph](https://github.com/tzachbon/smart-ralph) (commit `b26bb23`, retrieved 2026-07-14) +- License: MIT + +| Skill | Tier | What it adds | Upstream | +|---|---|---|---| +| `reality-verification` | adjacent | This skill should be used when the user asks to "verify a fix", "reproduce failure", "diagnose issue", "check BEFORE/AFTER state", "VF task", "reality check", "check test quality", "mock-only tests", or needs guidance on verifying fixes by … | [source](https://github.com/tzachbon/smart-ralph/tree/b26bb23/plugins/ralph-specum/skills/reality-verification) | + +## Source: vibeeval/vibecosystem + +- Repository: [https://github.com/vibeeval/vibecosystem](https://github.com/vibeeval/vibecosystem) (commit `cea9462`, retrieved 2026-07-14) +- License: MIT + +| Skill | Tier | What it adds | Upstream | +|---|---|---|---| +| `self-healing` | adjacent | Self-healing codebase system. Monitors runtime errors, test failures, and build breaks. Automatically diagnoses root cause, generates fix, validates fix, and applies if safe. Zero human intervention for routine failures. | [source](https://github.com/vibeeval/vibecosystem/tree/cea9462/skills/self-healing) | + +## Source: wanshuiyin/Auto-claude-code-research-in-sleep + +- Repository: [https://github.com/wanshuiyin/Auto-claude-code-research-in-sleep](https://github.com/wanshuiyin/Auto-claude-code-research-in-sleep) (commit `eb5c9d7`, retrieved 2026-07-14) +- License: MIT + +| Skill | Tier | What it adds | Upstream | +|---|---|---|---| +| `system-profile` | adjacent | Profile a target (script, process, GPU, memory, interconnect) for performance analysis. Use when user says \"profile\", \"benchmark\", \"bottleneck\", or wants performance analysis. | [source](https://github.com/wanshuiyin/Auto-claude-code-research-in-sleep/tree/eb5c9d7/skills/skills-codex/system-profile) | + +## Source: zapier/zapier-mcp + +- Repository: [https://github.com/zapier/zapier-mcp](https://github.com/zapier/zapier-mcp) (commit `5360f15`, retrieved 2026-07-14) +- License: MIT + +| Skill | Tier | What it adds | Upstream | +|---|---|---|---| +| `zapier-status` | core | Check the health of your Zapier MCP setup. Three modes — health check (dashboard view), audit (find waste and duplicates), diagnose (systematic troubleshooting). Use when asking "is my MCP working?", "check my tools", "audit my setup", … | [source](https://github.com/zapier/zapier-mcp/tree/5360f15/plugins/zapier/skills/zapier-status) | + +## Source: zebbern/claude-code-guide + +- Repository: [https://github.com/zebbern/claude-code-guide](https://github.com/zebbern/claude-code-guide) (commit `d2c5280`, retrieved 2026-07-14) +- License: MIT + +| Skill | Tier | What it adds | Upstream | +|---|---|---|---| +| `regression-modeler` | adjacent | Run regression analysis (OLS or logistic) on uploaded CSV/Excel data, generating coefficients, R², p-values, VIF, and plain-language interpretation. Triggered by requests for regression modeling, fitting data, testing significance, … | [source](https://github.com/zebbern/claude-code-guide/tree/d2c5280/skills/regression-modeler) | diff --git a/references/market.md b/references/market.md new file mode 100644 index 0000000..f08206c --- /dev/null +++ b/references/market.md @@ -0,0 +1,133 @@ +# Market evidence report — medical-laboratory-assistant + +Source: **33 real job ads** (JSearch API, countries: us 31, gb 2), extracted into the MSSQL evidence store; as of 2026-07-17. +This report contains extracted, aggregated facts only — no ad text is +reproduced (copyright / platform terms). + +## Seniority distribution + +| Seniority | Ads | Share | +|---|---|---| +| junior | 13 | 39 % | +| n/a | 12 | 36 % | +| mid | 8 | 24 % | + +## Tools — full market ranking + +| # | Item | Ads | Share | +|---|---|---|---| +| 1 | Laboratory Information System | 6 | 18 % | +| 2 | pneumatic tube system | 3 | 9 % | + +## Hard skills — full market ranking + +| # | Item | Ads | Share | +|---|---|---|---| +| 1 | specimen processing | 20 | 61 % | +| 2 | data entry | 17 | 52 % | +| 3 | laboratory testing | 8 | 24 % | +| 4 | quality assurance | 8 | 24 % | +| 5 | phlebotomy | 4 | 12 % | +| 6 | instrument troubleshooting | 3 | 9 % | +| 7 | laboratory equipment operation | 3 | 9 % | +| 8 | specimen entry | 3 | 9 % | +| 9 | specimen handling | 3 | 9 % | +| 10 | specimen labeling | 3 | 9 % | +| 11 | supply monitoring | 3 | 9 % | +| 12 | troubleshooting | 3 | 9 % | + +## Methods — full market ranking + +| # | Item | Ads | Share | +|---|---|---|---| + +## Responsibilities — full market ranking + +| # | Item | Ads | Share | +|---|---|---|---| +| 1 | customer inquiry response | 8 | 24 % | +| 2 | specimen labeling | 7 | 21 % | +| 3 | specimen distribution | 6 | 18 % | +| 4 | equipment maintenance | 5 | 15 % | +| 5 | patient sample accessioning | 5 | 15 % | +| 6 | specimen delivery | 5 | 15 % | +| 7 | specimen handling | 5 | 15 % | +| 8 | specimen integrity identification | 5 | 15 % | +| 9 | specimen processing | 5 | 15 % | +| 10 | test result communication | 5 | 15 % | +| 11 | add-on test processing | 4 | 12 % | +| 12 | requisition processing | 4 | 12 % | +| 13 | specimen preparation | 4 | 12 % | +| 14 | instrument troubleshooting | 3 | 9 % | +| 15 | patient registration | 3 | 9 % | +| 16 | specimen accessioning | 3 | 9 % | +| 17 | supply ordering | 3 | 9 % | + +## Regional breakdown + +> **Corpus note:** 33 relevant ads in total — below the 100-ad target for a fully reliable ranking. Percentages above should be read as indicative. + +### US (us) + +31 ads. + +**Top hard skills:** + +- specimen processing — 65 % (20 ads) +- data entry — 55 % (17 ads) +- quality assurance — 26 % (8 ads) +- laboratory testing — 23 % (7 ads) +- phlebotomy — 13 % (4 ads) +- instrument troubleshooting — 10 % (3 ads) +- laboratory equipment operation — 10 % (3 ads) +- specimen entry — 10 % (3 ads) +- specimen handling — 10 % (3 ads) +- specimen labeling — 10 % (3 ads) + +**Top tools:** + +- Laboratory Information System — 19 % (6 ads) +- pneumatic tube system — 10 % (3 ads) + +**Seniority:** n/a 39 % · junior 35 % · mid 26 % + +### UK (gb) + +**Insufficient evidence** — 2 ads (minimum for a regional ranking: 30). No ranking is reported for this region. + +### EU/DACH (de, at, ch, nl) + +**Insufficient evidence** — 0 ads (minimum for a regional ranking: 30). No ranking is reported for this region. + + +## Job title variants in the market + +| Title | Ads | +|---|---| +| Clinical Laboratory Assistant II, Outreach | 3 | +| Lab Assistant | 3 | +| Clinical Lab Assistant - Lab Processing | 2 | +| Laboratory Assistant | 2 | +| Laboratory Assistant I | 2 | +| Clinical Lab Assistant II | 1 | +| Clinical Lab Assistant II: Specimen Processing & Lab Support | 1 | +| Clinical Lab Assistant II--Day Shift - Weekends | 1 | +| Clinical Lab Assistant III | 1 | +| Clinical Lab Assistant I-PRN | 1 | +| Clinical Laboratory Assistant | 1 | +| Clinical Laboratory Assistant II, FT Microbiology | 1 | +| Clinical Laboratory Assistant II, Nights | 1 | +| Clinical Laboratory Assistant, Core Lab, Evenings, Part-Time, Weekends | 1 | +| Clinical Laboratory Assistant, Microbiology, Evenings | 1 | +| Laboratory Assistant - Per Diem | 1 | +| Laboratory Assistant - Surgical Pathology - Full-Time - Mid-Shift | 1 | +| Laboratory Assistant - Surgical Pathology- Full-Time - Days | 1 | +| Laboratory Assistant I - Central Processing and Receiving PT at HUP, 3rd Shift | 1 | +| Laboratory Assistant II - HUP Central Processing and Receiving Lab, Ft 1st Shift | 1 | +| Laboratory Research Assistant (Temp) — On‑Site, 25h/wk | 1 | +| Medical Laboratory Assistant - Core Lab - Day/Evening | 1 | +| Medical Laboratory Assistant | Laboratory Admin | Full-time | Nights | 1 | +| Medical Laboratory Assistant II NoReg | 1 | +| Senior Clinical Lab Assistant — Day Shift | 1 | + +Methodology: entities extracted per ad ({hard_skills, tools, methods, responsibilities, seniority}), normalized, counted as DISTINCT ads per entity; report threshold ≥ 3 ads. Headline sections in skills.md/tools.md use the stricter ≥ 20 % threshold. diff --git a/references/profile.md b/references/profile.md new file mode 100644 index 0000000..1d4493c --- /dev/null +++ b/references/profile.md @@ -0,0 +1,25 @@ +# Occupation profile — medical laboratory assistant + +- **ESCO URI:** http://data.europa.eu/esco/occupation/0044c991-c26f-4261-a213-4bd1c0564a4c +- **ESCO code:** 3212.2 +- **ISCO-08 group:** 3212 — Medical and pathology laboratory technicians +- **O*NET-SOC:** 29-2012.00 — Medical and Clinical Laboratory Technicians (match: closeMatch) + +## Description (ESCO) + +Medical laboratory assistants work under supervision of the biomedical scientist and carry out basic laboratory procedures. They work in the pre-analytical handling of samples such as checking the details of specimens received for analysis, maintaining analysers, loading reagents, and packaging specimens. They also perform clerical tasks such as monitoring the stock levels of reagents used in analysis. + +## Definition + +nan + +## Alternative labels + +- biomedical laboratory research assistant +- clinical research assistant +- assistant clinical researcher +- assistant in medical laboratory +- medical lab assistant +- medical laboratory research assistant +- biomedical laboratory assistant +- assistant in biomedical laboratory diff --git a/references/skills.md b/references/skills.md new file mode 100644 index 0000000..6dc53ee --- /dev/null +++ b/references/skills.md @@ -0,0 +1,102 @@ +# Competences — medical laboratory assistant + +Source: ESCO v1.2.1 occupation-skill relations (http://data.europa.eu/esco/occupation/0044c991-c26f-4261-a213-4bd1c0564a4c). + +## Essential + +- **apply safety procedures in laboratory** (skill/competence) +- **archive healthcare users' records** (skill/competence) +- **automated analysers in the medical laboratory** (knowledge) +- **blood type classification** (knowledge) +- **calibrate laboratory equipment** (skill/competence) +- **check the received biological samples** (skill/competence) +- **communicate in healthcare** (skill/competence) +- **conduct routine blood testing** (skill/competence) +- **examine cell specimens microscopically** (skill/competence) +- **identify patients' medical records** (skill/competence) +- **label blood samples** (skill/competence) +- **laboratory techniques** (knowledge) +- **maintain laboratory equipment** (skill/competence) +- **maintain medical laboratory equipment** (skill/competence) +- **microbiology-bacteriology** (knowledge) +- **mix chemicals** (skill/competence) +- **operate scientific measuring equipment** (skill/competence) +- **perform cerebrospinal fluid analysis** (skill/competence) +- **perform laboratory tests** (skill/competence) +- **perform sample testing** (skill/competence) +- **prepare samples for testing** (skill/competence) +- **record test data** (skill/competence) +- **send samples to laboratory** (skill/competence) +- **techniques of blood-sampling** (knowledge) +- **test chemical samples** (skill/competence) +- **transport blood samples** (skill/competence) +- **use chemical analysis equipment** (skill/competence) +- **wear appropriate protective gear** (skill/competence) +- **work safely with chemicals** (skill/competence) + +## Optional + +- analyse blood samples (skill/competence) +- analyse cell cultures (skill/competence) +- assist in the production of laboratory documentation (skill/competence) +- biological chemistry (knowledge) +- blood collection on babies (knowledge) +- blood donation (knowledge) +- blood transfusion (knowledge) +- carry out flow cytometry (skill/competence) +- carry out quality control in microbiology laboratories (skill/competence) +- clinical biochemistry (knowledge) +- clinical cytology (knowledge) +- collect biological samples from patients (skill/competence) +- conduct cancer screening tests (skill/competence) +- cryopreservation (knowledge) +- data protection (knowledge) +- densiometry (knowledge) +- dermapathology (knowledge) +- dispose medical waste (skill/competence) +- electroencephalography (knowledge) +- examine samples in dermatology (skill/competence) +- explain the molecular basis of a disease to patients (skill/competence) +- fine-needle aspiration (knowledge) +- histopathology (knowledge) +- immunology (knowledge) +- interpret hematological test results (skill/competence) +- interpret medical results (skill/competence) +- interpret urology diagnostic tests (skill/competence) +- maintain healthcare user data confidentiality (skill/competence) +- microscopic techniques (knowledge) +- monitor stock level (skill/competence) +- order supplies (skill/competence) +- paediatric phlebotomy procedures (knowledge) +- perform bone marrow transplant (skill/competence) +- perform fertility laboratory procedures (skill/competence) +- perform PCR covid test (skill/competence) +- perform reconstructive microsurgery (skill/competence) +- perform stem cell transplantation (skill/competence) +- stem cells (knowledge) +- sterilise medical equipment (skill/competence) +- tissue cytogenetics (knowledge) +- urolithiasis in the urinary tract (knowledge) +- virology (knowledge) +- work with chemicals (skill/competence) + + + +## Market evidence (job-ad analysis, 33 ads, as of 2026-07-17) + +Share of analyzed job ads mentioning the item (threshold ≥ 20 %). Source: JSearch/Adzuna APIs. + +### Hard skills + +- specimen processing — **61 %** +- data entry — **52 %** +- laboratory testing — **24 %** +- quality assurance — **24 %** + +### Responsibilities + +- customer inquiry response — **24 %** +- specimen labeling — **21 %** +- specimen distribution — **18 %** + + diff --git a/references/tasks.md b/references/tasks.md new file mode 100644 index 0000000..21a5be5 --- /dev/null +++ b/references/tasks.md @@ -0,0 +1,40 @@ +# Tasks & work activities — medical laboratory assistant + +Source: O*NET 30.3, occupation 29-2012.00 (Medical and Clinical Laboratory Technicians). + +## Task statements + +- **[Core]** Set up, maintain, calibrate, clean, and test sterility of medical laboratory equipment. +- **[Core]** Conduct chemical analyses of body fluids, such as blood or urine, using microscope or automatic analyzer to detect abnormalities or diseases and enter findings into computer. +- **[Core]** Analyze the results of tests or experiments to ensure conformity to specifications, using special mechanical or electrical devices. +- **[Core]** Collect blood or tissue samples from patients, observing principles of asepsis to obtain blood sample. +- **[Core]** Supervise or instruct other technicians or laboratory assistants. +- **[Core]** Prepare standard volumetric solutions or reagents to be combined with samples, following standardized formulas or experimental procedures. +- **[Supplemental]** Analyze and record test data to issue reports that use charts, graphs, or narratives. +- **[Supplemental]** Perform medical research to further control or cure disease. +- **[Supplemental]** Conduct blood tests for transfusion purposes and perform blood counts. +- **[Supplemental]** Obtain specimens, cultivating, isolating, and identifying microorganisms for analysis. +- **[Supplemental]** Examine cells stained with dye to locate abnormalities. +- **[Supplemental]** Consult with a pathologist to determine a final diagnosis when abnormal cells are found. +- **[Supplemental]** Test raw materials, processes, or finished products to determine quality or quantity of materials or characteristics of a substance. + +## Detailed work activities + +- Analyze laboratory findings. +- Analyze laboratory specimens to detect abnormalities or other problems. +- Analyze test data or images to inform diagnosis or treatment. +- Clean medical equipment or facilities. +- Collect biological specimens from patients. +- Conduct research to increase knowledge about medical issues. +- Cultivate micro-organisms for study, testing, or medical preparations. +- Enter patient or treatment data into computers. +- Inform medical professionals regarding patient conditions and care. +- Maintain medical laboratory equipment. +- Operate laboratory equipment to analyze medical samples. +- Prepare biological specimens for laboratory analysis. +- Prepare medical supplies or equipment for use. +- Supervise technical medical personnel. +- Test biological specimens to gather information about patient conditions. +- Test materials, solutions, or samples. +- Test quality of materials or finished products. +- Train medical providers. diff --git a/references/tools.md b/references/tools.md new file mode 100644 index 0000000..32c0b68 --- /dev/null +++ b/references/tools.md @@ -0,0 +1,48 @@ +# Tools & technology — medical laboratory assistant + +Source: O*NET 30.3 'Software Skills' for 29-2012.00. + +| Software | Category | Hot technology | +|---|---|---| +| Microsoft Outlook | Electronic mail software | yes | +| SAP software | Enterprise resource planning ERP software | yes | +| MEDITECH software | Medical software | yes | +| Microsoft Office software | Office suite software | yes | +| Microsoft PowerPoint | Presentation software | yes | +| Microsoft Excel | Spreadsheet software | yes | +| Google Docs | Word processing software | yes | +| Microsoft Word | Word processing software | yes | +| Minitab | Analytical or scientific software | | +| Billing software | Billing and invoicing software | | +| Quizlet | Computer based training software | | +| Data entry software | Data base user interface and query software | | +| Database software | Data base user interface and query software | | +| FileMaker Pro | Data base user interface and query software | | +| National Instruments LabVIEW | Development environment software | | +| Email software | Electronic mail software | | +| IBM Notes | Electronic mail software | | +| Commercial plate reader software | Medical software | | +| Electronic medical record EMR software | Medical software | | +| Hematology laboratory workflow management software | Medical software | | +| Laboratory information system LIS | Medical software | | +| Medical digital imaging software | Medical software | | +| Medical system integration software | Medical software | | +| Microscopic image capturing software | Medical software | | +| Quality control software | Medical software | | +| Reimbursement screening software | Medical software | | +| Specimen tracking software | Medical software | | +| Sunquest Information Systems Sunquest Laboratory | Medical software | | +| Test result delivery software | Medical software | | +| Test routing software | Medical software | | + + + +## Market evidence (job-ad analysis, 33 ads, as of 2026-07-17) + +Share of analyzed job ads mentioning the item (threshold ≥ 20 %). Source: JSearch/Adzuna APIs. + +### Tools + +- Laboratory Information System — **18 %** + +