feat: private-pilot skill package v0.1.0
This commit is contained in:
skillfactor-pipeline
31
PROVENANCE.md
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PROVENANCE.md
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# Data provenance — private-pilot
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Where the content of this skill package comes from, counted by
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content items (tasks, competences, tools, evidence entries, curated
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knowledge). Rendered live by Gitea:
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```mermaid
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%%{init: {'theme':'base','themeVariables':{'pie1':'#f9a825','pie2':'#1e88e5','pie3':'#ff355e','pie4':'#d97757','pie5':'#8e24aa','pieOuterStrokeWidth':'0px','pieSectionTextColor':'#fff'}}}%%
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pie showData
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title Content sources — private-pilot
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"ESCO (occupation & competences)" : 37
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"O*NET (tasks & tools)" : 76
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"Job boards (market evidence)" : 29
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"Anthropic official Claude skills" : 5
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"External AI skill packs (mapped)" : 177
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```
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| Source | Items | Share | Files |
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|---|---|---|---|
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| ESCO (occupation & competences) | 37 | 11.4 % | references/profile.md, references/skills.md |
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| O*NET (tasks & tools) | 76 | 23.5 % | references/tasks.md, references/tools.md |
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| Job boards (market evidence) | 29 | 9.0 % | references/market.md (full report) + "Market evidence" headline sections |
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| Wikipedia & AI expert curation | 0 | 0.0 % | glossary, literature, usecases, intake, quality, evals/ |
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| Anthropic official Claude skills | 5 | 1.5 % | references/ai-skills.md, section "anthropics/skills" (official Claude Code skills) |
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| External AI skill packs (mapped) | 177 | 54.6 % | references/ai-skills.md (per-source attribution inside) |
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| Stack Exchange practitioner Q&A (CC-BY-SA) | 0 | 0.0 % | references/practitioner-qa.md (per-entry attribution inside) |
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Licensing: O*NET (USDOL/ETA, CC BY 4.0) · ESCO (© European Union) ·
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job-ad evidence via official APIs (JSearch/Adzuna) · Wikipedia content
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paraphrased with source URLs — never copied · external AI skills are
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linked, not copied (Apache-2.0/MIT/source-available, see ai-skills.md).
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53
SKILL.md
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53
SKILL.md
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---
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name: private-pilot
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description: "Occupational skill for the role 'private pilot' (also: light aircraft pilot, private airplane captain, private airplane pilot, private aircraft captain, corporate pilot, non commercial flights pilot). Use when the user asks for typical private pilot work such as: Check aircraft prior to flights to ensure that the engines, controls, instruments, and other systems are functioning properly.; Contact control towers for takeoff clearances, arrival instructions, and other information, using radio equipment.; Start engines, operate controls, and pilot airplanes to transport passengers, mail, or freight according to flight plans, regulations, and procedures."
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---
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# Private Pilot
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Private pilots operate non-commercial airplanes for leisure with a limited amount of seats and engine horsepower. They also provide private transport for people.
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## Core workflow
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1. Check aircraft prior to flights to ensure that the engines, controls, instruments, and other systems are functioning properly.
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2. Contact control towers for takeoff clearances, arrival instructions, and other information, using radio equipment.
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3. Start engines, operate controls, and pilot airplanes to transport passengers, mail, or freight according to flight plans, regulations, and procedures.
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4. Monitor engine operation, fuel consumption, and functioning of aircraft systems during flights.
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5. Consider airport altitudes, outside temperatures, plane weights, and wind speeds and directions to calculate the speed needed to become airborne.
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6. Order changes in fuel supplies, loads, routes, or schedules to ensure safety of flights.
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7. Obtain and review data such as load weights, fuel supplies, weather conditions, and flight schedules to determine flight plans and identify needed changes.
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8. Plan flights according to government and company regulations, using aeronautical charts and navigation instruments.
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## How to use this skill
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- Read [references/profile.md](references/profile.md) for the occupation profile and scope.
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- Consult [references/tasks.md](references/tasks.md) for the full task and activity inventory.
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- Check [references/skills.md](references/skills.md) for essential vs. optional competences.
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- Check [references/tools.md](references/tools.md) for the software commonly used in this role.
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- See [references/ai-skills.md](references/ai-skills.md) — matched external AI agent skills (per-source attribution).
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## Key competences (essential)
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- air traffic control operations
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- air transport law
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- aircraft flight control systems
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- analyse weather forecast
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- apply airport standards and regulations
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- apply signalling control procedures
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- aviation meteorology
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- civil aviation regulations
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- common aviation safety regulations
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- communicate in air traffic services
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- comply with air traffic control operations
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- ensure compliance with civil aviation regulations
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- ensure ongoing compliance with regulations
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- follow airport safety procedures
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- geographic areas
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## Hot technologies
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- Adobe Creative Cloud software
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- Microsoft Office software
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---
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*Sources: ESCO v1.2.1 (http://data.europa.eu/esco/occupation/8a42240b-2b5c-4f6f-8787-f0547fbc46c5), O*NET 30.3 (53-2012.00). See manifest.json for licensing/attribution.*
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274
manifest.json
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274
manifest.json
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{
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"name": "private-pilot",
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"title": "private pilot",
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"version": "0.1.0",
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"layer": "core",
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"language": "en",
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"generated": "2026-07-07",
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"ids": {
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"esco_uri": "http://data.europa.eu/esco/occupation/8a42240b-2b5c-4f6f-8787-f0547fbc46c5",
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"esco_code": "3153.2.5",
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"isco_group": "3153",
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"onet_soc": "53-2012.00",
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"crosswalk_match": "closeMatch"
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},
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"sources": [
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{
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"name": "ESCO",
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"version": "1.2.1",
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"url": "https://esco.ec.europa.eu/"
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},
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{
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"name": "O*NET",
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"version": "30.3",
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"url": "https://www.onetcenter.org/",
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"license": "CC BY 4.0"
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}
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],
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"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",
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"counts": {
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"tasks": 24,
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"dwas": 18,
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"skills_essential": 33,
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"skills_optional": 3,
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"software": 33
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},
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"enrichment_ai_skills": {
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"generated": "2026-07-14",
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"method": "deterministic mapping (ISCO prefix + title/competence keywords)",
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"sources": {
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"anthropics/skills": {
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"repo": "https://github.com/anthropics/skills",
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"commit": "f6656c1",
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"license": "Apache-2.0; the document skills (docx/pdf/pptx/xlsx) are source-available \u2014 see the LICENSE.txt in the upstream skill folder",
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"skills": 2
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},
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"davila7/claude-code-templates": {
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"repo": "https://github.com/davila7/claude-code-templates",
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"commit": "fa79251",
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"license": "MIT",
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"skills": 9
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},
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"ruvnet/claude-code-flow": {
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"repo": "https://github.com/ruvnet/claude-code-flow",
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"commit": "73914bd",
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"license": "MIT",
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"skills": 4
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},
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"ruvnet/ruflo": {
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"repo": "https://github.com/ruvnet/ruflo",
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"commit": "73914bd",
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"license": "MIT",
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"skills": 4
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},
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"jeremylongshore/claude-code-plugins-plus-skills": {
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"repo": "https://github.com/jeremylongshore/claude-code-plugins-plus-skills",
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"commit": "e112938a",
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"license": "MIT",
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"skills": 12
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},
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"samber/cc-skills-golang": {
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"repo": "https://github.com/samber/cc-skills-golang",
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"commit": "4881c01",
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"license": "MIT",
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"skills": 1
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},
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"alirezarezvani/claude-skills": {
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"repo": "https://github.com/alirezarezvani/claude-skills",
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"commit": "0241f43",
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"license": "MIT",
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"skills": 3
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},
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"affaan-m/everything-claude-code": {
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"repo": "https://github.com/affaan-m/everything-claude-code",
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"commit": "ed38744",
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"license": "MIT",
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"skills": 3
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},
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"trailofbits/skills": {
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"repo": "https://github.com/trailofbits/skills",
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"commit": "cfe5d7b",
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"license": "custom (see upstream LICENSE)",
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"skills": 2
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},
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"a5c-ai/babysitter": {
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"repo": "https://github.com/a5c-ai/babysitter",
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"commit": "44a5d58b",
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"license": "MIT",
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"skills": 7
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},
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"basicmachines-co/basic-memory": {
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"repo": "https://github.com/basicmachines-co/basic-memory",
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"commit": "53da71c",
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"license": "custom (see upstream LICENSE)",
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"skills": 2
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},
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"open-gitagent/opengap": {
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"repo": "https://github.com/open-gitagent/opengap",
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"commit": "d7a8e2e",
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"license": "MIT",
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"skills": 1
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},
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"wanshuiyin/Auto-claude-code-research-in-sleep": {
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"repo": "https://github.com/wanshuiyin/Auto-claude-code-research-in-sleep",
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"commit": "eb5c9d7",
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"license": "MIT",
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"skills": 1
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},
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"pedrohcgs/claude-code-my-workflow": {
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"repo": "https://github.com/pedrohcgs/claude-code-my-workflow",
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"commit": "be53c12",
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"license": "MIT",
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"skills": 1
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},
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"brycewang-stanford/Auto-Empirical-Research-Skills": {
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"repo": "https://github.com/brycewang-stanford/Auto-Empirical-Research-Skills",
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"commit": "85bf545",
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"license": "CC-BY-4.0",
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"skills": 2
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},
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"oliver-kriska/claude-elixir-phoenix": {
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"repo": "https://github.com/oliver-kriska/claude-elixir-phoenix",
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"commit": "d6b21b5",
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"license": "MIT",
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"skills": 1
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},
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"davepoon/buildwithclaude": {
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"repo": "https://github.com/davepoon/buildwithclaude",
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"commit": "3c94e0c",
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"license": "MIT",
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"skills": 3
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},
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"mukul975/Anthropic-Cybersecurity-Skills": {
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"repo": "https://github.com/mukul975/Anthropic-Cybersecurity-Skills",
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"commit": "673da1f",
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"license": "Apache-2.0",
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"skills": 2
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},
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"ThinkInAIXYZ/deepchat": {
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"repo": "https://github.com/ThinkInAIXYZ/deepchat",
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"commit": "f275c92",
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"license": "Apache-2.0",
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"skills": 2
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},
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"vibeeval/vibecosystem": {
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"repo": "https://github.com/vibeeval/vibecosystem",
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"commit": "cea9462",
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"license": "MIT",
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"skills": 1
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},
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"OthmanAdi/langsmith-fetch-skill": {
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"repo": "https://github.com/OthmanAdi/langsmith-fetch-skill",
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"commit": "1a995f1",
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"license": "MIT",
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"skills": 1
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},
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"hypnguyen1209/offensive-claude": {
|
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"repo": "https://github.com/hypnguyen1209/offensive-claude",
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"commit": "4d62be7",
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"license": "MIT",
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"skills": 1
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},
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"zxkane/aws-skills": {
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"repo": "https://github.com/zxkane/aws-skills",
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"commit": "68530c6",
|
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"license": "MIT",
|
||||
"skills": 1
|
||||
},
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"microsoft/skills": {
|
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"repo": "https://github.com/microsoft/skills",
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"commit": "dc543aa",
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"license": "MIT",
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"skills": 1
|
||||
},
|
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"Orchestra-Research/AI-research-SKILLs": {
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"repo": "https://github.com/Orchestra-Research/AI-research-SKILLs",
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"commit": "773a529",
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"license": "MIT",
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"skills": 1
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||||
},
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"zechenzhangAGI/AI-research-SKILLs": {
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"repo": "https://github.com/zechenzhangAGI/AI-research-SKILLs",
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"commit": "773a529",
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"license": "MIT",
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"skills": 1
|
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},
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"aaron-he-zhu/aaron-marketing-skills": {
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"repo": "https://github.com/aaron-he-zhu/aaron-marketing-skills",
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"commit": "b7b0b9f",
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"license": "Apache-2.0",
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"skills": 1
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},
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"giuseppe-trisciuoglio/developer-kit": {
|
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"repo": "https://github.com/giuseppe-trisciuoglio/developer-kit",
|
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"commit": "306f428",
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"license": "MIT",
|
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"skills": 1
|
||||
},
|
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"jeffallan/claude-skills": {
|
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"repo": "https://github.com/jeffallan/claude-skills",
|
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"commit": "e8be415",
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"license": "MIT",
|
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"skills": 1
|
||||
},
|
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"alinaqi/claude-bootstrap": {
|
||||
"repo": "https://github.com/alinaqi/claude-bootstrap",
|
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"commit": "f61ec87",
|
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"license": "MIT",
|
||||
"skills": 1
|
||||
},
|
||||
"Orkas-AI/Orkas-VideoStudio": {
|
||||
"repo": "https://github.com/Orkas-AI/Orkas-VideoStudio",
|
||||
"commit": "dd4a0f4",
|
||||
"license": "MIT",
|
||||
"skills": 1
|
||||
},
|
||||
"K-Dense-AI/claude-scientific-skills": {
|
||||
"repo": "https://github.com/K-Dense-AI/claude-scientific-skills",
|
||||
"commit": "4d97e29",
|
||||
"license": "MIT",
|
||||
"skills": 2
|
||||
},
|
||||
"foryourhealth111-pixel/Vibe-Skills": {
|
||||
"repo": "https://github.com/foryourhealth111-pixel/Vibe-Skills",
|
||||
"commit": "34429a8",
|
||||
"license": "Apache-2.0",
|
||||
"skills": 2
|
||||
},
|
||||
"K-Dense-AI/scientific-agent-skills": {
|
||||
"repo": "https://github.com/K-Dense-AI/scientific-agent-skills",
|
||||
"commit": "4d97e29",
|
||||
"license": "MIT",
|
||||
"skills": 2
|
||||
}
|
||||
},
|
||||
"total_skills": 80,
|
||||
"tiers": {
|
||||
"core": 27,
|
||||
"adjacent": 53
|
||||
}
|
||||
},
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||||
"provenance": {
|
||||
"items": {
|
||||
"esco": 37,
|
||||
"onet": 76,
|
||||
"jobads": 29,
|
||||
"wiki_ai": 0,
|
||||
"anthropic": 5,
|
||||
"ai_skills": 177,
|
||||
"stackx": 0
|
||||
},
|
||||
"share_percent": {
|
||||
"esco": 11.4,
|
||||
"onet": 23.5,
|
||||
"jobads": 9.0,
|
||||
"wiki_ai": 0.0,
|
||||
"anthropic": 1.5,
|
||||
"ai_skills": 54.6,
|
||||
"stackx": 0.0
|
||||
},
|
||||
"method": "content items per source category"
|
||||
},
|
||||
"collar": "white",
|
||||
"computer_work": true
|
||||
}
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370
references/ai-skills.md
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370
references/ai-skills.md
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@@ -0,0 +1,370 @@
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# External AI agent skills — private-pilot
|
||||
|
||||
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.
|
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**Tiers:** `core` = the skill directly exercises a top market hard
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skill, tool or method (from gated job-ad evidence) or an essential
|
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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
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||||
and logged in the pipeline audit trail, not in this package.
|
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|
||||
_Matched deterministically (ISCO group + title/competence keywords,
|
||||
tiered against market evidence + ESCO essentials) by
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`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) |
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||||
| `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 |
|
||||
|---|---|---|---|
|
||||
| `translation-management` | core | Integration with translation management systems and i18n workflows. Connect with Crowdin, Transifex, Weblate, manage translation memory, synchronize glossaries, and automate localization pipelines. | [source](https://github.com/a5c-ai/babysitter/tree/44a5d58b/library/specializations/technical-documentation/skills/translation-management) |
|
||||
| `context-engineering` | adjacent | Context window monitoring and budget management. Keeps orchestrator at 15-30% context usage while subagents get full 200k tokens. Provides warnings at thresholds, context-aware summarization triggers, and wave-level budget planning. | [source](https://github.com/a5c-ai/babysitter/tree/44a5d58b/library/methodologies/gsd/skills/context-engineering) |
|
||||
| `vector-memory` | adjacent | HNSW vector search for pattern similarity retrieval and knowledge graph maintenance with PageRank scoring, community detection, and 3-tier memory management. | [source](https://github.com/a5c-ai/babysitter/tree/44a5d58b/library/methodologies/ruflo/skills/vector-memory) |
|
||||
| `unity-addressables` | adjacent | Unity Addressables asset management skill for remote catalogs, content updates, asset bundles, and memory-efficient asset loading. | [source](https://github.com/a5c-ai/babysitter/tree/44a5d58b/library/specializations/game-development/skills/unity-addressables) |
|
||||
| `cuda-debugging` | adjacent | Expert skill for GPU debugging using CUDA-GDB and NVIDIA Compute Sanitizer. Detect memory errors, race conditions, uninitialized memory access, validate atomic operations, analyze kernel synchronization issues, and generate debugging … | [source](https://github.com/a5c-ai/babysitter/tree/44a5d58b/library/specializations/gpu-programming/skills/cuda-debugging) |
|
||||
| `gas-optimization` | adjacent | Advanced gas optimization techniques for EVM smart contracts. Covers storage packing, memory vs calldata optimization, assembly/Yul, efficient data structures, batch operations, and benchmark-driven optimization strategies. | [source](https://github.com/a5c-ai/babysitter/tree/44a5d58b/library/specializations/cryptography-blockchain/skills/gas-optimization) |
|
||||
| `memory-summarization` | adjacent | Conversation summarization for memory compression and context management | [source](https://github.com/a5c-ai/babysitter/tree/44a5d58b/library/specializations/ai-agents-conversational/skills/memory-summarization) |
|
||||
|
||||
## Source: aaron-he-zhu/aaron-marketing-skills
|
||||
|
||||
- Repository: [https://github.com/aaron-he-zhu/aaron-marketing-skills](https://github.com/aaron-he-zhu/aaron-marketing-skills) (commit `b7b0b9f`, retrieved 2026-07-14)
|
||||
- License: Apache-2.0
|
||||
|
||||
| Skill | Tier | What it adds | Upstream |
|
||||
|---|---|---|---|
|
||||
| `memory-management` | adjacent | Use when the user asks to "remember project context", review saved findings, initialize runtime memory, archive stale work, reconcile notes, or erase a subject; manages authorized HOT/WARM/COLD working memory across all disciplines while … | [source](https://github.com/aaron-he-zhu/aaron-marketing-skills/tree/b7b0b9f/protocol/memory-management) |
|
||||
|
||||
## 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 |
|
||||
|---|---|---|---|
|
||||
| `agentic-os` | core | Build persistent multi-agent operating systems on Claude Code. Covers kernel architecture, specialist agents, slash commands, file-based memory, scheduled automation, and state management without external databases. | [source](https://github.com/affaan-m/everything-claude-code/tree/ed38744/skills/agentic-os) |
|
||||
| `autonomous-agent-harness` | adjacent | 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) |
|
||||
| `knowledge-ops` | adjacent | Knowledge base management, ingestion, sync, and retrieval across multiple storage layers (local files, MCP memory, vector stores, Git repos). Use when the user wants to save, organize, sync, deduplicate, or search across their knowledge … | [source](https://github.com/affaan-m/everything-claude-code/tree/ed38744/skills/knowledge-ops) |
|
||||
|
||||
## Source: alinaqi/claude-bootstrap
|
||||
|
||||
- Repository: [https://github.com/alinaqi/claude-bootstrap](https://github.com/alinaqi/claude-bootstrap) (commit `f61ec87`, retrieved 2026-07-14)
|
||||
- License: MIT
|
||||
|
||||
| Skill | Tier | What it adds | Upstream |
|
||||
|---|---|---|---|
|
||||
| `session-management` | adjacent | Context preservation, tiered summarization, resumability | [source](https://github.com/alinaqi/claude-bootstrap/tree/f61ec87/skills/session-management) |
|
||||
|
||||
## 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 |
|
||||
|---|---|---|---|
|
||||
| `ceo-advisor` | core | Executive leadership guidance for strategic decision-making, organizational development, and stakeholder management. Use when planning strategy, preparing board presentations, managing investors, developing organizational culture, making … | [source](https://github.com/alirezarezvani/claude-skills/tree/0241f43/c-level-advisor/skills/ceo-advisor) |
|
||||
| `founder-coach` | adjacent | Personal leadership development for founders and first-time CEOs. Covers founder archetype identification, delegation frameworks, energy management, CEO calendar audits, leadership style evolution, blind spot identification, imposter … | [source](https://github.com/alirezarezvani/claude-skills/tree/0241f43/c-level-advisor/skills/founder-coach) |
|
||||
| `compliance-readiness` | adjacent | /cs:compliance-readiness <program> — Multi-framework compliance officer 6-question forcing interrogation of any compliance program. Use before starting a new framework, planning the annual audit calendar, or preparing for certification … | [source](https://github.com/alirezarezvani/claude-skills/tree/0241f43/compliance-os/skills/compliance-readiness) |
|
||||
|
||||
## Source: basicmachines-co/basic-memory
|
||||
|
||||
- Repository: [https://github.com/basicmachines-co/basic-memory](https://github.com/basicmachines-co/basic-memory) (commit `53da71c`, retrieved 2026-07-14)
|
||||
- License: custom (see upstream LICENSE)
|
||||
|
||||
| Skill | Tier | What it adds | Upstream |
|
||||
|---|---|---|---|
|
||||
| `memory-tasks` | core | Task management via Basic Memory schemas: create, track, and resume structured tasks that survive context compaction. Uses BM's schema system for uniform notes queryable through the knowledge graph. | [source](https://github.com/basicmachines-co/basic-memory/tree/53da71c/skills/memory-tasks) |
|
||||
| `memory-schema` | adjacent | Schema lifecycle management for Basic Memory: discover unschemaed notes, infer schemas, create and edit schema definitions, validate notes, and detect drift. Use when working with structured note types (Task, Person, Meeting, etc.) to … | [source](https://github.com/basicmachines-co/basic-memory/tree/53da71c/skills/memory-schema) |
|
||||
|
||||
## 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 |
|
||||
|---|---|---|---|
|
||||
| `obsidian-citation-guide` | core | Citation plugin for Obsidian note-taking with BibTeX support | [source](https://github.com/brycewang-stanford/Auto-Empirical-Research-Skills/tree/85bf545/skills/43-wentorai-research-plugins/skills/writing/citation/obsidian-citation-guide) |
|
||||
| `hud` | adjacent | Diverga HUD (Heads-Up Display) management skill. Configure and manage the research project statusline display. Supports multiple presets: research, checkpoint, memory, minimal. Triggers: "hud", "statusline", "display settings | [source](https://github.com/brycewang-stanford/Auto-Empirical-Research-Skills/tree/85bf545/skills/25-HosungYou-Diverga/skills/hud) |
|
||||
|
||||
## 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 |
|
||||
|---|---|---|---|
|
||||
| `googlesheets-automation` | adjacent | Automate Google Sheets operations (read, write, format, filter, manage spreadsheets) via Rube MCP (Composio). Read/write data, manage tabs, apply formatting, and search rows programmatically. | [source](https://github.com/davepoon/buildwithclaude/tree/3c94e0c/plugins/all-skills/skills/googlesheets-automation) |
|
||||
| `google-calendar-automation` | adjacent | Automate Google Calendar events, scheduling, availability checks, and attendee management via Rube MCP (Composio). Create events, find free slots, manage attendees, and list calendars programmatically. | [source](https://github.com/davepoon/buildwithclaude/tree/3c94e0c/plugins/all-skills/skills/google-calendar-automation) |
|
||||
| `ops-voice` | adjacent | Voice operations — make phone calls (Bland AI), text-to-speech (ElevenLabs), transcribe audio (Whisper/Groq). Replace OpenClaw voice capabilities. | [source](https://github.com/davepoon/buildwithclaude/tree/3c94e0c/plugins/claude-ops/skills/ops-voice) |
|
||||
|
||||
## 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 |
|
||||
|---|---|---|---|
|
||||
| `it-operations` | core | Manages IT infrastructure, monitoring, incident response, and service reliability. Provides frameworks for ITIL service management, observability strategies, automation, backup/recovery, capacity planning, and operational excellence … | [source](https://github.com/davila7/claude-code-templates/tree/fa79251/cli-tool/components/skills/development/it-operations) |
|
||||
| `agent-memory-mcp` | core | A hybrid memory system that provides persistent, searchable knowledge management for AI agents (Architecture, Patterns, Decisions). | [source](https://github.com/davila7/claude-code-templates/tree/fa79251/cli-tool/components/skills/ai-research/agent-memory-mcp) |
|
||||
| `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) |
|
||||
| `c-pro` | adjacent | Write efficient C code with proper memory management, pointer | [source](https://github.com/davila7/claude-code-templates/tree/fa79251/cli-tool/components/skills/development/c-pro) |
|
||||
| `context-window-management` | adjacent | Strategies for managing LLM context windows including summarization, trimming, routing, and avoiding context rot Use when: context window, token limit, context management, context engineering, long context. | [source](https://github.com/davila7/claude-code-templates/tree/fa79251/cli-tool/components/skills/ai-research/context-window-management) |
|
||||
| `langchain` | adjacent | Framework for building LLM-powered applications with agents, chains, and RAG. Supports multiple providers (OpenAI, Anthropic, Google), 500+ integrations, ReAct agents, tool calling, memory management, and vector store retrieval. Use for … | [source](https://github.com/davila7/claude-code-templates/tree/fa79251/cli-tool/components/skills/ai-research/agents-langchain) |
|
||||
| `treatment-plans` | adjacent | 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](https://github.com/davila7/claude-code-templates/tree/fa79251/cli-tool/components/skills/scientific/treatment-plans) |
|
||||
| `vaex` | adjacent | Use this skill for processing and analyzing large tabular datasets (billions of rows) that exceed available RAM. Vaex excels at out-of-core DataFrame operations, lazy evaluation, fast aggregations, efficient visualization of big data, and … | [source](https://github.com/davila7/claude-code-templates/tree/fa79251/cli-tool/components/skills/scientific/vaex) |
|
||||
| `ai-agents-architect` | adjacent | Expert in designing and building autonomous AI agents. Masters tool use, memory systems, planning strategies, and multi-agent orchestration. Use when: build agent, AI agent, autonomous agent, tool use, function calling. | [source](https://github.com/davila7/claude-code-templates/tree/fa79251/cli-tool/components/skills/ai-research/ai-agents-architect) |
|
||||
|
||||
## 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 |
|
||||
|---|---|---|---|
|
||||
| `treatment-plans` | adjacent | 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](https://github.com/foryourhealth111-pixel/Vibe-Skills/tree/34429a8/bundled/skills/treatment-plans) |
|
||||
| `vaex` | adjacent | Use this skill for processing and analyzing large tabular datasets (billions of rows) that exceed available RAM. Vaex excels at out-of-core DataFrame operations, lazy evaluation, fast aggregations, efficient visualization of big data, and … | [source](https://github.com/foryourhealth111-pixel/Vibe-Skills/tree/34429a8/bundled/skills/vaex) |
|
||||
|
||||
## 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: hypnguyen1209/offensive-claude
|
||||
|
||||
- Repository: [https://github.com/hypnguyen1209/offensive-claude](https://github.com/hypnguyen1209/offensive-claude) (commit `4d62be7`, retrieved 2026-07-14)
|
||||
- License: MIT
|
||||
|
||||
| Skill | Tier | What it adds | Upstream |
|
||||
|---|---|---|---|
|
||||
| `vulnerability-analysis` | adjacent | Use when auditing source code for vulnerabilities — drive CodeQL/Semgrep/Joern to taint untrusted data source-to-sink across injection, memory safety, deserialization/prototype-pollution, secrets/crypto/authz/race, and supply-chain risks | [source](https://github.com/hypnguyen1209/offensive-claude/tree/4d62be7/skills/vulnerability-analysis) |
|
||||
|
||||
## Source: jeffallan/claude-skills
|
||||
|
||||
- Repository: [https://github.com/jeffallan/claude-skills](https://github.com/jeffallan/claude-skills) (commit `e8be415`, retrieved 2026-07-14)
|
||||
- License: MIT
|
||||
|
||||
| Skill | Tier | What it adds | Upstream |
|
||||
|---|---|---|---|
|
||||
| `rust-engineer` | adjacent | Writes, reviews, and debugs idiomatic Rust code with memory safety and zero-cost abstractions. Implements ownership patterns, manages lifetimes, designs trait hierarchies, builds async applications with tokio, and structures error handling … | [source](https://github.com/jeffallan/claude-skills/tree/e8be415/skills/rust-engineer) |
|
||||
|
||||
## 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 |
|
||||
|---|---|---|---|
|
||||
| `twinmind-data-handling` | core | Handle TwinMind meeting data with GDPR compliance: transcript storage, memory vault management, data export, and deletion policies. Use when implementing data handling, or managing TwinMind meeting AI operations. Trigger with phrases like … | [source](https://github.com/jeremylongshore/claude-code-plugins-plus-skills/tree/e112938a/plugins/saas-packs/twinmind-pack/skills/twinmind-data-handling) |
|
||||
| `memorystore-config` | core | Configure memorystore config operations. Auto-activating skill for GCP Skills. Triggers on: memorystore config, memorystore config Part of the GCP Skills skill category. Use when configuring systems or services. Trigger with phrases like … | [source](https://github.com/jeremylongshore/claude-code-plugins-plus-skills/tree/e112938a/skills/14-gcp-skills/memorystore-config) |
|
||||
| `notion-load-scale` | core | High-volume Notion operations: parallel requests within 3 req/sec, worker queues, database pagination at scale, incremental sync for large workspaces, and memory management for bulk operations. Trigger with phrases like "notion scale", … | [source](https://github.com/jeremylongshore/claude-code-plugins-plus-skills/tree/e112938a/plugins/saas-packs/notion-pack/skills/notion-load-scale) |
|
||||
| `presentation-slide-outliner` | core | Manage presentation slide outliner operations. Auto-activating skill for Visual Content. Triggers on: presentation slide outliner, presentation slide outliner Part of the Visual Content skill category. Use when working with presentation … | [source](https://github.com/jeremylongshore/claude-code-plugins-plus-skills/tree/e112938a/skills/18-visual-content/presentation-slide-outliner) |
|
||||
| `calendar-event-creator` | core | Create calendar event creator operations. Auto-activating skill for Business Automation. Triggers on: calendar event creator, calendar event creator Part of the Business Automation skill category. Use when working with calendar event … | [source](https://github.com/jeremylongshore/claude-code-plugins-plus-skills/tree/e112938a/skills/19-business-automation/calendar-event-creator) |
|
||||
| `excel-formula-generator` | core | Generate excel formula generator operations. Auto-activating skill for Business Automation. Triggers on: excel formula generator, excel formula generator Part of the Business Automation skill category. Use when working with excel formula … | [source](https://github.com/jeremylongshore/claude-code-plugins-plus-skills/tree/e112938a/skills/19-business-automation/excel-formula-generator) |
|
||||
| `excel-macro-creator` | core | Create excel macro creator operations. Auto-activating skill for Business Automation. Triggers on: excel macro creator, excel macro creator Part of the Business Automation skill category. Use when working with excel macro creator … | [source](https://github.com/jeremylongshore/claude-code-plugins-plus-skills/tree/e112938a/skills/19-business-automation/excel-macro-creator) |
|
||||
| `memory-profiler-setup` | core | Configure memory profiler setup operations. Auto-activating skill for Performance Testing. Triggers on: memory profiler setup, memory profiler setup Part of the Performance Testing skill category. Use when working with memory profiler … | [source](https://github.com/jeremylongshore/claude-code-plugins-plus-skills/tree/e112938a/skills/10-performance-testing/memory-profiler-setup) |
|
||||
| `hyperflow-status` | adjacent | Hyperflow project status. Use to see current hyperflow state — "what is hyperflow doing", "show task progress", "where are we". Read-only — reports in-flight tasks, memory count, and progress. Never modifies state or runs work. | [source](https://github.com/jeremylongshore/claude-code-plugins-plus-skills/tree/e112938a/plugins/ai-agency/hyperflow/templates/antigravity/skills/hyperflow-status) |
|
||||
| `status` | adjacent | Use when the user wants a one-screen view of current hyperflow project state — version, profile freshness, memory count, and live progress on every in-flight task. Read-only; never modifies state, never dispatches workers. Trigger with … | [source](https://github.com/jeremylongshore/claude-code-plugins-plus-skills/tree/e112938a/plugins/ai-agency/hyperflow/skills/status) |
|
||||
| `twinmind-reference-architecture` | adjacent | Production architecture for meeting AI systems using TwinMind: transcription pipeline, memory vault, action item workflow, and calendar integration. Use when implementing reference architecture, or managing TwinMind meeting AI operations. … | [source](https://github.com/jeremylongshore/claude-code-plugins-plus-skills/tree/e112938a/plugins/saas-packs/twinmind-pack/skills/twinmind-reference-architecture) |
|
||||
| `windsurf-cascade-context` | adjacent | 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](https://github.com/jeremylongshore/claude-code-plugins-plus-skills/tree/e112938a/plugins/saas-packs/skill-databases/windsurf/skills/windsurf-cascade-context) |
|
||||
|
||||
## 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 |
|
||||
|---|---|---|---|
|
||||
| `treatment-plans` | adjacent | 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](https://github.com/K-Dense-AI/claude-scientific-skills/tree/4d97e29/skills/treatment-plans) |
|
||||
| `vaex` | adjacent | Use this skill for processing and analyzing large tabular datasets (billions of rows) that exceed available RAM. Vaex excels at out-of-core DataFrame operations, lazy evaluation, fast aggregations, efficient visualization of big data, and … | [source](https://github.com/K-Dense-AI/claude-scientific-skills/tree/4d97e29/skills/vaex) |
|
||||
|
||||
## 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 |
|
||||
|---|---|---|---|
|
||||
| `treatment-plans` | adjacent | 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](https://github.com/K-Dense-AI/scientific-agent-skills/tree/4d97e29/skills/treatment-plans) |
|
||||
| `vaex` | adjacent | Use this skill for processing and analyzing large tabular datasets (billions of rows) that exceed available RAM. Vaex excels at out-of-core DataFrame operations, lazy evaluation, fast aggregations, efficient visualization of big data, and … | [source](https://github.com/K-Dense-AI/scientific-agent-skills/tree/4d97e29/skills/vaex) |
|
||||
|
||||
## Source: microsoft/skills
|
||||
|
||||
- Repository: [https://github.com/microsoft/skills](https://github.com/microsoft/skills) (commit `dc543aa`, retrieved 2026-07-14)
|
||||
- License: MIT
|
||||
|
||||
| Skill | Tier | What it adds | Upstream |
|
||||
|---|---|---|---|
|
||||
| `kql` | adjacent | KQL language expertise for writing correct, efficient Kusto Query Language queries. Covers syntax gotchas, join patterns, dynamic types, datetime pitfalls, regex patterns, serialization, memory management, result-size discipline, and … | [source](https://github.com/microsoft/skills/tree/dc543aa/.github/skills/kql) |
|
||||
|
||||
## 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 |
|
||||
|---|---|---|---|
|
||||
| `detecting-t1055-process-injection-with-sysmon` | adjacent | Detect process injection techniques (T1055) including classic DLL injection, process hollowing, and APC injection by analyzing Sysmon events for cross-process memory operations, remote thread creation, and anomalous DLL loading patterns. | [source](https://github.com/mukul975/Anthropic-Cybersecurity-Skills/tree/673da1f/skills/detecting-t1055-process-injection-with-sysmon) |
|
||||
| `implementing-memory-protection-with-dep-aslr` | adjacent | Implements memory protection mechanisms including DEP (Data Execution Prevention), ASLR (Address Space Layout Randomization), CFG (Control Flow Guard), and other exploit mitigations to prevent memory corruption attacks. Use when hardening … | [source](https://github.com/mukul975/Anthropic-Cybersecurity-Skills/tree/673da1f/skills/implementing-memory-protection-with-dep-aslr) |
|
||||
|
||||
## Source: oliver-kriska/claude-elixir-phoenix
|
||||
|
||||
- Repository: [https://github.com/oliver-kriska/claude-elixir-phoenix](https://github.com/oliver-kriska/claude-elixir-phoenix) (commit `d6b21b5`, retrieved 2026-07-14)
|
||||
- License: MIT
|
||||
|
||||
| Skill | Tier | What it adds | Upstream |
|
||||
|---|---|---|---|
|
||||
| `catchup` | adjacent | Summarize and review what changed while you were away. Use after a weekend, vacation, or flight to check missed PRs, git commits, Linear tickets, and meetings — one prioritized brief, not a firehose. | [source](https://github.com/oliver-kriska/claude-elixir-phoenix/tree/d6b21b5/plugins/catchup/skills/catchup) |
|
||||
|
||||
## Source: open-gitagent/opengap
|
||||
|
||||
- Repository: [https://github.com/open-gitagent/opengap](https://github.com/open-gitagent/opengap) (commit `d7a8e2e`, retrieved 2026-07-14)
|
||||
- License: MIT
|
||||
|
||||
| Skill | Tier | What it adds | Upstream |
|
||||
|---|---|---|---|
|
||||
| `document-review` | core | Reviews financial documents (prospectuses, ADVs, marketing materials) for FINRA 2210 compliance, required disclosures, and balanced presentation. Use when reviewing financial statements, audit documents, regulatory filings, or when the … | [source](https://github.com/open-gitagent/opengap/tree/d7a8e2e/examples/full/skills/document-review) |
|
||||
|
||||
## Source: Orchestra-Research/AI-research-SKILLs
|
||||
|
||||
- Repository: [https://github.com/Orchestra-Research/AI-research-SKILLs](https://github.com/Orchestra-Research/AI-research-SKILLs) (commit `773a529`, retrieved 2026-07-14)
|
||||
- License: MIT
|
||||
|
||||
| Skill | Tier | What it adds | Upstream |
|
||||
|---|---|---|---|
|
||||
| `langchain` | adjacent | Framework for building LLM-powered applications with agents, chains, and RAG. Supports multiple providers (OpenAI, Anthropic, Google), 500+ integrations, ReAct agents, tool calling, memory management, and vector store retrieval. Use for … | [source](https://github.com/Orchestra-Research/AI-research-SKILLs/tree/773a529/14-agents/langchain) |
|
||||
|
||||
## Source: Orkas-AI/Orkas-VideoStudio
|
||||
|
||||
- Repository: [https://github.com/Orkas-AI/Orkas-VideoStudio](https://github.com/Orkas-AI/Orkas-VideoStudio) (commit `dd4a0f4`, retrieved 2026-07-14)
|
||||
- License: MIT
|
||||
|
||||
| Skill | Tier | What it adds | Upstream |
|
||||
|---|---|---|---|
|
||||
| `stage-decide` | adjacent | The decision layer for real footage — understand → select → produce an EVIDENCE-bearing rough cut. Trigger when the EDIT task is "find / select / reduce / clean" (remove dead air, drop fillers, pick highlights, cut 1 hour to 3 minutes), … | [source](https://github.com/Orkas-AI/Orkas-VideoStudio/tree/dd4a0f4/packages/skills/stage-decide) |
|
||||
|
||||
## Source: OthmanAdi/langsmith-fetch-skill
|
||||
|
||||
- Repository: [https://github.com/OthmanAdi/langsmith-fetch-skill](https://github.com/OthmanAdi/langsmith-fetch-skill) (commit `1a995f1`, retrieved 2026-07-14)
|
||||
- License: MIT
|
||||
|
||||
| Skill | Tier | What it adds | Upstream |
|
||||
|---|---|---|---|
|
||||
| `langsmith-fetch` | adjacent | Debug LangChain and LangGraph agents by fetching execution traces from LangSmith Studio. Use when debugging agent behavior, investigating errors, analyzing tool calls, checking memory operations, or examining agent performance. … | [source](https://github.com/OthmanAdi/langsmith-fetch-skill/tree/1a995f1) |
|
||||
|
||||
## 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 |
|
||||
|---|---|---|---|
|
||||
| `lit-review` | core | Structured literature search + synthesis with citation extraction, thematic clustering, and gap identification. Use when user says "find papers on X", "do a lit review", "what's the literature on...", "summarize what we know about...", … | [source](https://github.com/pedrohcgs/claude-code-my-workflow/tree/be53c12/.claude/skills/lit-review) |
|
||||
|
||||
## Source: ruvnet/claude-code-flow
|
||||
|
||||
- Repository: [https://github.com/ruvnet/claude-code-flow](https://github.com/ruvnet/claude-code-flow) (commit `73914bd`, retrieved 2026-07-14)
|
||||
- License: MIT
|
||||
|
||||
| Skill | Tier | What it adds | Upstream |
|
||||
|---|---|---|---|
|
||||
| `Hooks Automation` | core | Automated coordination, formatting, and learning from Claude Code operations using intelligent hooks with MCP integration. Includes pre$post task hooks, session management, Git integration, memory coordination, and neural pattern training … | [source](https://github.com/ruvnet/claude-code-flow/tree/73914bd/.agents/skills/hooks-automation) |
|
||||
| `AgentDB Memory Patterns` | core | Implement persistent memory patterns for AI agents using AgentDB. Includes session memory, long-term storage, pattern learning, and context management. Use when building stateful agents, chat systems, or intelligent assistants. | [source](https://github.com/ruvnet/claude-code-flow/tree/73914bd/.agents/skills/agentdb-memory-patterns) |
|
||||
| `memory-management` | core | AgentDB memory system with HNSW vector search. Provides 150x-12,500x faster pattern retrieval, persistent storage, and semantic search capabilities for learning and knowledge management. Use when: need to store successful patterns, … | [source](https://github.com/ruvnet/claude-code-flow/tree/73914bd/.agents/skills/memory-management) |
|
||||
| `AgentDB Performance Optimization` | adjacent | Optimize AgentDB performance with quantization (4-32x memory reduction), HNSW indexing (150x faster search), caching, and batch operations. Use when optimizing memory usage, improving search speed, or scaling to millions of vectors. | [source](https://github.com/ruvnet/claude-code-flow/tree/73914bd/.agents/skills/agentdb-optimization) |
|
||||
|
||||
## Source: ruvnet/ruflo
|
||||
|
||||
- Repository: [https://github.com/ruvnet/ruflo](https://github.com/ruvnet/ruflo) (commit `73914bd`, retrieved 2026-07-14)
|
||||
- License: MIT
|
||||
|
||||
| Skill | Tier | What it adds | Upstream |
|
||||
|---|---|---|---|
|
||||
| `Hooks Automation` | core | Automated coordination, formatting, and learning from Claude Code operations using intelligent hooks with MCP integration. Includes pre$post task hooks, session management, Git integration, memory coordination, and neural pattern training … | [source](https://github.com/ruvnet/ruflo/tree/73914bd/.agents/skills/hooks-automation) |
|
||||
| `AgentDB Memory Patterns` | core | Implement persistent memory patterns for AI agents using AgentDB. Includes session memory, long-term storage, pattern learning, and context management. Use when building stateful agents, chat systems, or intelligent assistants. | [source](https://github.com/ruvnet/ruflo/tree/73914bd/.agents/skills/agentdb-memory-patterns) |
|
||||
| `memory-management` | core | AgentDB memory system with HNSW vector search. Provides 150x-12,500x faster pattern retrieval, persistent storage, and semantic search capabilities for learning and knowledge management. Use when: need to store successful patterns, … | [source](https://github.com/ruvnet/ruflo/tree/73914bd/.agents/skills/memory-management) |
|
||||
| `AgentDB Performance Optimization` | adjacent | Optimize AgentDB performance with quantization (4-32x memory reduction), HNSW indexing (150x faster search), caching, and batch operations. Use when optimizing memory usage, improving search speed, or scaling to millions of vectors. | [source](https://github.com/ruvnet/ruflo/tree/73914bd/.agents/skills/agentdb-optimization) |
|
||||
|
||||
## 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: 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 |
|
||||
|---|---|---|---|
|
||||
| `feishu-tools` | adjacent | Use the Feishu/Lark plugin MCP tools for Feishu documents, spreadsheets, knowledge content, and other matching workspace operations. | [source](https://github.com/ThinkInAIXYZ/deepchat/tree/f275c92/plugins/feishu/skills/feishu-tools) |
|
||||
| `memory-management` | adjacent | Guide the agent to recall, remember, and route durable learning into Memory, Skills, Scheduled Tasks, or Tape. | [source](https://github.com/ThinkInAIXYZ/deepchat/tree/f275c92/resources/skills/memory-management) |
|
||||
|
||||
## 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 |
|
||||
|---|---|---|---|
|
||||
| `rust-review` | core | Performs comprehensive Rust security review for safe/unsafe boundary issues, memory safety in unsafe blocks, concurrency hazards, panic-induced DoS, FFI safety, and async runtime mistakes. Use when auditing Rust crates, services, or … | [source](https://github.com/trailofbits/skills/tree/cfe5d7b/plugins/rust-review/skills/rust-review) |
|
||||
| `c-review` | adjacent | Performs comprehensive C/C++ security review for memory corruption, integer overflows, race conditions, and platform-specific vulnerabilities. Use when auditing native C/C++ applications, reviewing daemons or services for memory safety, or … | [source](https://github.com/trailofbits/skills/tree/cfe5d7b/plugins/c-review/skills/c-review) |
|
||||
|
||||
## 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 |
|
||||
|---|---|---|---|
|
||||
| `knowledge-management` | adjacent | Proje bilgisini 4 katmanli yapida organize et. Aktif projeler, sorumluluk alanlari, referans kaynaklar ve arsiv. Progressive summarization ile bilgiyi katman katman ozumse. Second brain pattern'i ile codebase bilgisini yapilandir. | [source](https://github.com/vibeeval/vibecosystem/tree/cea9462/skills/knowledge-management) |
|
||||
|
||||
## 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 |
|
||||
|---|---|---|---|
|
||||
| `paper-talk` | core | End-to-end conference talk pipeline: paper → slide outline → Beamer + PPTX → per-page polish → assurance checks (claim / citation / anonymity) → final export and report. Default-good for academic conference talks (NeurIPS / ICML / ICLR / … | [source](https://github.com/wanshuiyin/Auto-claude-code-research-in-sleep/tree/eb5c9d7/skills/paper-talk) |
|
||||
|
||||
## Source: zechenzhangAGI/AI-research-SKILLs
|
||||
|
||||
- Repository: [https://github.com/zechenzhangAGI/AI-research-SKILLs](https://github.com/zechenzhangAGI/AI-research-SKILLs) (commit `773a529`, retrieved 2026-07-14)
|
||||
- License: MIT
|
||||
|
||||
| Skill | Tier | What it adds | Upstream |
|
||||
|---|---|---|---|
|
||||
| `langchain` | adjacent | Framework for building LLM-powered applications with agents, chains, and RAG. Supports multiple providers (OpenAI, Anthropic, Google), 500+ integrations, ReAct agents, tool calling, memory management, and vector store retrieval. Use for … | [source](https://github.com/zechenzhangAGI/AI-research-SKILLs/tree/773a529/14-agents/langchain) |
|
||||
|
||||
## Source: zxkane/aws-skills
|
||||
|
||||
- Repository: [https://github.com/zxkane/aws-skills](https://github.com/zxkane/aws-skills) (commit `68530c6`, retrieved 2026-07-14)
|
||||
- License: MIT
|
||||
|
||||
| Skill | Tier | What it adds | Upstream |
|
||||
|---|---|---|---|
|
||||
| `aws-cost-operations` | adjacent | AWS cost optimization, monitoring, and operational excellence expert. Use when analyzing AWS bills, estimating costs, setting up CloudWatch alarms, querying logs, auditing CloudTrail activity, or assessing security posture. Essential when … | [source](https://github.com/zxkane/aws-skills/tree/68530c6/plugins/aws-cost-ops/skills/aws-cost-operations) |
|
||||
67
references/market.md
Normal file
67
references/market.md
Normal file
@@ -0,0 +1,67 @@
|
||||
# Market evidence report — private-pilot
|
||||
|
||||
Source: **10 real job ads** (JSearch API, countries: us 10), extracted into the MSSQL evidence store; as of 2026-07-18.
|
||||
This report contains extracted, aggregated facts only — no ad text is
|
||||
reproduced (copyright / platform terms).
|
||||
|
||||
## Seniority distribution
|
||||
|
||||
| Seniority | Ads | Share |
|
||||
|---|---|---|
|
||||
| mid | 10 | 100 % |
|
||||
|
||||
## Tools — full market ranking
|
||||
|
||||
| # | Item | Ads | Share |
|
||||
|---|---|---|---|
|
||||
|
||||
## Hard skills — full market ranking
|
||||
|
||||
| # | Item | Ads | Share |
|
||||
|---|---|---|---|
|
||||
| 1 | regulatory compliance | 5 | 50 % |
|
||||
| 2 | aircraft operation | 4 | 40 % |
|
||||
| 3 | maintenance coordination | 3 | 30 % |
|
||||
|
||||
## Methods — full market ranking
|
||||
|
||||
| # | Item | Ads | Share |
|
||||
|---|---|---|---|
|
||||
|
||||
## Responsibilities — full market ranking
|
||||
|
||||
| # | Item | Ads | Share |
|
||||
|---|---|---|---|
|
||||
|
||||
## Regional breakdown
|
||||
|
||||
> **Corpus note:** 10 relevant ads in total — below the 100-ad target for a fully reliable ranking. Percentages above should be read as indicative.
|
||||
|
||||
### US (us)
|
||||
|
||||
**Insufficient evidence** — 10 ads (minimum for a regional ranking: 30). No ranking is reported for this region.
|
||||
|
||||
### UK (gb)
|
||||
|
||||
**Insufficient evidence** — 0 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 |
|
||||
|---|---|
|
||||
| Corporate Pilot | 2 |
|
||||
| C680 Pilot | 1 |
|
||||
| Captain - Private Jet Charter Pilot (Home-Based) | 1 |
|
||||
| CE-560XL Captain - Typed & Current | 1 |
|
||||
| Full-Time Corporate Pilot | 1 |
|
||||
| Phenom 300 PIC - FLL Based | 1 |
|
||||
| Pilot | 1 |
|
||||
| Pilot in Command | 1 |
|
||||
| Private Corporate Pilot — Elite Travel & Client Service | 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.
|
||||
34
references/profile.md
Normal file
34
references/profile.md
Normal file
@@ -0,0 +1,34 @@
|
||||
# Occupation profile — private pilot
|
||||
|
||||
- **ESCO URI:** http://data.europa.eu/esco/occupation/8a42240b-2b5c-4f6f-8787-f0547fbc46c5
|
||||
- **ESCO code:** 3153.2.5
|
||||
- **ISCO-08 group:** 3153 — Aircraft pilots and related associate professionals
|
||||
- **O*NET-SOC:** 53-2012.00 — Commercial Pilots (match: closeMatch)
|
||||
|
||||
## Description (ESCO)
|
||||
|
||||
Private pilots operate non-commercial airplanes for leisure with a limited amount of seats and engine horsepower. They also provide private transport for people.
|
||||
|
||||
## Definition
|
||||
|
||||
nan
|
||||
|
||||
## Alternative labels
|
||||
|
||||
- light aircraft pilot
|
||||
- private airplane captain
|
||||
- private airplane pilot
|
||||
- private aircraft captain
|
||||
- corporate pilot
|
||||
- non commercial flights pilot
|
||||
- air taxi pilot
|
||||
- pilot of private aircraft
|
||||
- pilot of private aeroplanes
|
||||
- private aeroplane pilot
|
||||
- private aeroplane captain
|
||||
- pilot of light aircraft
|
||||
- light air craft charter pilot
|
||||
- pilot of light air-craft
|
||||
- air-taxi pilot
|
||||
- charter pilot
|
||||
- light aircraft charter pilot
|
||||
72
references/skills.md
Normal file
72
references/skills.md
Normal file
@@ -0,0 +1,72 @@
|
||||
# Competences — private pilot
|
||||
|
||||
Source: ESCO v1.2.1 occupation-skill relations (http://data.europa.eu/esco/occupation/8a42240b-2b5c-4f6f-8787-f0547fbc46c5).
|
||||
|
||||
## Essential
|
||||
|
||||
- **air traffic control operations** (knowledge)
|
||||
- **air transport law** (knowledge)
|
||||
- **aircraft flight control systems** (knowledge)
|
||||
- **analyse weather forecast** (skill/competence)
|
||||
- **apply airport standards and regulations** (skill/competence)
|
||||
- **apply signalling control procedures** (skill/competence)
|
||||
- **aviation meteorology** (knowledge)
|
||||
- **civil aviation regulations** (knowledge)
|
||||
- **common aviation safety regulations** (knowledge)
|
||||
- **communicate in air traffic services** (skill/competence)
|
||||
- **comply with air traffic control operations** (skill/competence)
|
||||
- **ensure compliance with civil aviation regulations** (skill/competence)
|
||||
- **ensure ongoing compliance with regulations** (skill/competence)
|
||||
- **follow airport safety procedures** (skill/competence)
|
||||
- **geographic areas** (knowledge)
|
||||
- **have spatial awareness** (skill/competence)
|
||||
- **identify airport safety hazards** (skill/competence)
|
||||
- **implement airside safety procedures** (skill/competence)
|
||||
- **operate cockpit control panels** (skill/competence)
|
||||
- **operate radar equipment** (skill/competence)
|
||||
- **operate radio equipment** (skill/competence)
|
||||
- **operate radio navigation instruments** (skill/competence)
|
||||
- **operate two-way radio systems** (skill/competence)
|
||||
- **perform flight manoeuvres** (skill/competence)
|
||||
- **perform risk analysis** (skill/competence)
|
||||
- **perform routine flight operations checks** (skill/competence)
|
||||
- **perform take off and landing** (skill/competence)
|
||||
- **pre-flight procedures for IFR flights** (knowledge)
|
||||
- **read 3D displays** (skill/competence)
|
||||
- **read maps** (skill/competence)
|
||||
- **undertake procedures to meet aircraft flight requirements** (skill/competence)
|
||||
- **use different communication channels** (skill/competence)
|
||||
- **visual flight rules** (knowledge)
|
||||
|
||||
## Optional
|
||||
|
||||
- make independent operating decisions (skill/competence)
|
||||
- use meteorological information (skill/competence)
|
||||
- work in an aviation team (skill/competence)
|
||||
|
||||
<!-- market-evidence -->
|
||||
|
||||
## Market evidence (job-ad analysis, 10 ads, as of 2026-07-18)
|
||||
|
||||
Share of analyzed job ads mentioning the item (threshold ≥ 20 %). Source: JSearch/Adzuna APIs.
|
||||
|
||||
### Hard skills
|
||||
|
||||
- regulatory compliance — **50 %**
|
||||
- aircraft operation — **40 %**
|
||||
- maintenance coordination — **30 %**
|
||||
- flight instruction — **20 %**
|
||||
- flight planning — **20 %**
|
||||
- safety management — **20 %**
|
||||
- trip planning — **20 %**
|
||||
|
||||
### Methods
|
||||
|
||||
- Safety Management System — **20 %**
|
||||
|
||||
### Responsibilities
|
||||
|
||||
- safe aircraft operation — **20 %**
|
||||
- passenger briefing — **20 %**
|
||||
|
||||
<!-- market-evidence -->
|
||||
51
references/tasks.md
Normal file
51
references/tasks.md
Normal file
@@ -0,0 +1,51 @@
|
||||
# Tasks & work activities — private pilot
|
||||
|
||||
Source: O*NET 30.3, occupation 53-2012.00 (Commercial Pilots).
|
||||
|
||||
## Task statements
|
||||
|
||||
- **[Core]** Check aircraft prior to flights to ensure that the engines, controls, instruments, and other systems are functioning properly.
|
||||
- **[Core]** Contact control towers for takeoff clearances, arrival instructions, and other information, using radio equipment.
|
||||
- **[Core]** Start engines, operate controls, and pilot airplanes to transport passengers, mail, or freight according to flight plans, regulations, and procedures.
|
||||
- **[Core]** Monitor engine operation, fuel consumption, and functioning of aircraft systems during flights.
|
||||
- **[Core]** Consider airport altitudes, outside temperatures, plane weights, and wind speeds and directions to calculate the speed needed to become airborne.
|
||||
- **[Core]** Order changes in fuel supplies, loads, routes, or schedules to ensure safety of flights.
|
||||
- **[Core]** Obtain and review data such as load weights, fuel supplies, weather conditions, and flight schedules to determine flight plans and identify needed changes.
|
||||
- **[Core]** Plan flights according to government and company regulations, using aeronautical charts and navigation instruments.
|
||||
- **[Core]** Use instrumentation to pilot aircraft when visibility is poor.
|
||||
- **[Core]** Check baggage or cargo to ensure that it has been loaded correctly.
|
||||
- **[Core]** Request changes in altitudes or routes as circumstances dictate.
|
||||
- **[Core]** Choose routes, altitudes, and speeds that will provide the fastest, safest, and smoothest flights.
|
||||
- **[Core]** Coordinate flight activities with ground crews and air traffic control, and inform crew members of flight and test procedures.
|
||||
- **[Core]** Write specified information in flight records, such as flight times, altitudes flown, and fuel consumption.
|
||||
- **[Core]** File instrument flight plans with air traffic control so that flights can be coordinated with other air traffic.
|
||||
- **[Core]** Conduct in-flight tests and evaluations at specified altitudes and in all types of weather to determine the receptivity and other characteristics of equipment and systems.
|
||||
- **[Core]** Supervise other crew members.
|
||||
- **[Core]** Perform minor aircraft maintenance and repair work, or arrange for major maintenance.
|
||||
- **[Core]** Co-pilot aircraft or perform captain's duties, as required.
|
||||
- **[Supplemental]** Teach company regulations and procedures to other pilots.
|
||||
- **[Supplemental]** Instruct other pilots and student pilots in aircraft operations.
|
||||
- **[Supplemental]** Rescue and evacuate injured persons.
|
||||
- **[Supplemental]** Fly with other pilots or pilot-license applicants to evaluate their proficiency.
|
||||
- **[Supplemental]** Plan and formulate flight activities and test schedules and prepare flight evaluation reports.
|
||||
|
||||
## Detailed work activities
|
||||
|
||||
- Arrange maintenance activities.
|
||||
- Assist others during emergencies.
|
||||
- Choose optimal transportation routes or speeds.
|
||||
- Communicate with others to coordinate vehicle movement.
|
||||
- Coordinate flight control or management activities.
|
||||
- Direct passenger or freight transport activities.
|
||||
- Evaluate performance of applicants, trainees, or employees.
|
||||
- Inspect aircraft or aircraft components.
|
||||
- Inspect cargo to ensure it is properly loaded or secured.
|
||||
- Maintain vehicles in good working condition.
|
||||
- Monitor engine operation or functioning.
|
||||
- Pilot aircraft.
|
||||
- Plan flight operations.
|
||||
- Record operational details of travel.
|
||||
- Resolve issues affecting transportation operations.
|
||||
- Review work orders or schedules to determine operations or procedures.
|
||||
- Test performance of aircraft equipment.
|
||||
- Train transportation or material moving personnel.
|
||||
39
references/tools.md
Normal file
39
references/tools.md
Normal file
@@ -0,0 +1,39 @@
|
||||
# Tools & technology — private pilot
|
||||
|
||||
Source: O*NET 30.3 'Software Skills' for 53-2012.00.
|
||||
|
||||
| Software | Category | Hot technology |
|
||||
|---|---|---|
|
||||
| Adobe Creative Cloud software | Graphics or photo imaging software | yes |
|
||||
| Microsoft Office software | Office suite software | yes |
|
||||
| Calibration software | Analytical or scientific software | |
|
||||
| CloudCompare | Analytical or scientific software | |
|
||||
| FLIR Thermal Studio Suite | Analytical or scientific software | |
|
||||
| Kitty Hawk | Analytical or scientific software | |
|
||||
| Litchi | Analytical or scientific software | |
|
||||
| LP360 | Analytical or scientific software | |
|
||||
| Pilot Navigator Software Load Balance | Analytical or scientific software | |
|
||||
| Pix4D Pix4Dcapture | Analytical or scientific software | |
|
||||
| Pix4D Pix4Dmapper | Analytical or scientific software | |
|
||||
| UgCS | Analytical or scientific software | |
|
||||
| ArduPilot Mission Planner | Aviation ground support software | |
|
||||
| SBS International Maestro Suite | Calendar and scheduling software | |
|
||||
| Aeronautical charts | Charting software | |
|
||||
| Airline Pilots Daily Aviation Log PPC | Data base user interface and query software | |
|
||||
| AirSmith FlightPrompt | Data base user interface and query software | |
|
||||
| doXstor Flight Level Logbook | Data base user interface and query software | |
|
||||
| Electronic aircraft information databases | Data base user interface and query software | |
|
||||
| MJICCS PilotLog | Data base user interface and query software | |
|
||||
| Nimblefeet Technologies Captain's Keeper | Data base user interface and query software | |
|
||||
| Polaris Microsystems AeroLog Pro | Data base user interface and query software | |
|
||||
| Polaris Microsystems CharterLog | Data base user interface and query software | |
|
||||
| RMS Technology Flitesoft | Data base user interface and query software | |
|
||||
| Skylog Services Skylog Pro | Data base user interface and query software | |
|
||||
| Standard generalized markup language SGML | Development environment software | |
|
||||
| Flight simulation software | Flight control software | |
|
||||
| AeroPlanner | Information retrieval or search software | |
|
||||
| Notam Development Group Airport Insight | Information retrieval or search software | |
|
||||
| ESRI Site Scan for ArcGIS | Map creation software | |
|
||||
| OpenDroneMap | Map creation software | |
|
||||
| Airdata | Project management software | |
|
||||
| Navzilla | Route navigation software | |
|
||||
Reference in New Issue
Block a user