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feat: mobility-services-manager skill package v0.1.0

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# Data provenance — mobility-services-manager
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':'#d97757','pie4':'#8e24aa','pieOuterStrokeWidth':'0px','pieSectionTextColor':'#fff'}}}%%
pie showData
title Content sources — mobility-services-manager
"ESCO (occupation & competences)" : 38
"O*NET (tasks & tools)" : 126
"Anthropic official Claude skills" : 5
"External AI skill packs (mapped)" : 189
```
| Source | Items | Share | Files |
|---|---|---|---|
| ESCO (occupation & competences) | 38 | 10.6 % | references/profile.md, references/skills.md |
| O*NET (tasks & tools) | 126 | 35.2 % | references/tasks.md, references/tools.md |
| Job boards (market evidence) | 0 | 0.0 % | 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 | 1.4 % | references/ai-skills.md, section "anthropics/skills" (official Claude Code skills) |
| External AI skill packs (mapped) | 189 | 52.8 % | 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).

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---
name: mobility-services-manager
description: "Occupational skill for the role 'mobility services manager' (also: smart city planner, mobility manager, manager for shared mobility, shared mobility manager, mobility advocacy manager). Use when the user asks for typical mobility services manager work such as: typical mobility services manager responsibilities"
---
# Mobility Services Manager
Mobility services managers are responsible for the strategic development and implementation of programs that promote sustainable and interconnected mobility options, reduce mobility costs and meet the transportation needs of customers, employees and the community as a whole such as bike sharing, e-scooter sharing, carsharing and ride hailing and parking management. They establish and manage partnerships with sustainable transport providers and ICT companies and develop business models in order to influence the demand of the market and promote the concept of mobility as a service in urban areas.
## Core workflow
## 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)
- analyse transport business networks
- analyse transportation costs
- build business relationships
- carpooling services
- carsharing
- design customer experiences
- develop business plans
- develop innovative mobility solutions
- develop mobility programmes
- develop urban transport studies
- ensure client orientation
- environmental policy
- maintain relationship with suppliers
- manage quantitative data
- manage relationships with stakeholders
## Hot technologies
- Adobe Acrobat
- Adobe Creative Cloud software
- Adobe Illustrator
- Adobe InDesign
- Adobe Photoshop
- Autodesk AutoCAD
- Bentley MicroStation
- Dassault Systemes SolidWorks
- ESRI ArcGIS software
- Extensible markup language XML
---
*Sources: ESCO v1.2.1 (http://data.europa.eu/esco/occupation/3b129d8d-268e-465a-b0c5-bf32cae59a41), O*NET 30.3 (19-3051.00, manual nearest match). See manifest.json for licensing/attribution.*

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{
"name": "mobility-services-manager",
"title": "mobility services manager",
"version": "0.1.0",
"layer": "core",
"language": "en",
"generated": "2026-07-07",
"ids": {
"esco_uri": "http://data.europa.eu/esco/occupation/3b129d8d-268e-465a-b0c5-bf32cae59a41",
"esco_code": "2164.2",
"isco_group": "2164",
"onet_soc": "19-3051.00",
"crosswalk_match": "manual nearest via ISCO 2164 (Urban and Regional Planners)"
},
"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": 0,
"dwas": 0,
"skills_essential": 25,
"skills_optional": 12,
"software": 0
},
"enrichment_ai_skills": {
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"method": "deterministic mapping (ISCO prefix + title/competence keywords)",
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"commit": "f6656c1",
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"skills": 2
},
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"hypnguyen1209/offensive-claude": {
"repo": "https://github.com/hypnguyen1209/offensive-claude",
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"repo": "https://github.com/a5c-ai/babysitter",
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},
"coreyhaines31/makerskills": {
"repo": "https://github.com/coreyhaines31/makerskills",
"commit": "17218de",
"license": "MIT",
"skills": 1
},
"jezweb/claude-skills": {
"repo": "https://github.com/jezweb/claude-skills",
"commit": "e875a6b",
"license": "MIT",
"skills": 2
},
"alirezarezvani/claude-skills": {
"repo": "https://github.com/alirezarezvani/claude-skills",
"commit": "0241f43",
"license": "MIT",
"skills": 2
},
"indranilbanerjee/digital-marketing-pro": {
"repo": "https://github.com/indranilbanerjee/digital-marketing-pro",
"commit": "a3d119c",
"license": "MIT",
"skills": 3
},
"rampstackco/claude-skills": {
"repo": "https://github.com/rampstackco/claude-skills",
"commit": "bc6d961",
"license": "MIT",
"skills": 1
},
"jeremylongshore/claude-code-plugins-plus-skills": {
"repo": "https://github.com/jeremylongshore/claude-code-plugins-plus-skills",
"commit": "e112938a",
"license": "MIT",
"skills": 8
},
"davila7/claude-code-templates": {
"repo": "https://github.com/davila7/claude-code-templates",
"commit": "fa79251",
"license": "MIT",
"skills": 11
},
"mukul975/Anthropic-Cybersecurity-Skills": {
"repo": "https://github.com/mukul975/Anthropic-Cybersecurity-Skills",
"commit": "673da1f",
"license": "Apache-2.0",
"skills": 1
},
"ferdinandobons/startup-skill": {
"repo": "https://github.com/ferdinandobons/startup-skill",
"commit": "a5f97c3",
"license": "MIT",
"skills": 1
},
"microsoft/power-platform-skills": {
"repo": "https://github.com/microsoft/power-platform-skills",
"commit": "0d7ed9a",
"license": "MIT",
"skills": 1
},
"nexu-io/open-design": {
"repo": "https://github.com/nexu-io/open-design",
"commit": "4b66023",
"license": "Apache-2.0",
"skills": 1
},
"nowork-studio/NotFair": {
"repo": "https://github.com/nowork-studio/NotFair",
"commit": "99bda4b",
"license": "MIT",
"skills": 1
},
"davepoon/buildwithclaude": {
"repo": "https://github.com/davepoon/buildwithclaude",
"commit": "3c94e0c",
"license": "MIT",
"skills": 3
},
"ViryaZheng/recomby-geo": {
"repo": "https://github.com/ViryaZheng/recomby-geo",
"commit": "530d5e2",
"license": "MIT",
"skills": 1
},
"softaworks/agent-toolkit": {
"repo": "https://github.com/softaworks/agent-toolkit",
"commit": "3027f20",
"license": "MIT",
"skills": 1
},
"nWave-ai/nWave": {
"repo": "https://github.com/nWave-ai/nWave",
"commit": "1d0f13c",
"license": "MIT",
"skills": 1
},
"foryourhealth111-pixel/Vibe-Skills": {
"repo": "https://github.com/foryourhealth111-pixel/Vibe-Skills",
"commit": "34429a8",
"license": "Apache-2.0",
"skills": 2
},
"infrasity-labs/dev-gtm-claude-skills": {
"repo": "https://github.com/infrasity-labs/dev-gtm-claude-skills",
"commit": "02cfefb",
"license": "MIT",
"skills": 1
},
"AgriciDaniel/claude-seo": {
"repo": "https://github.com/AgriciDaniel/claude-seo",
"commit": "6cf1ea9",
"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
},
"K-Dense-AI/scientific-agent-skills": {
"repo": "https://github.com/K-Dense-AI/scientific-agent-skills",
"commit": "4d97e29",
"license": "MIT",
"skills": 2
},
"sanjay3290/ai-skills": {
"repo": "https://github.com/sanjay3290/ai-skills",
"commit": "3619692",
"license": "Apache-2.0",
"skills": 2
},
"googleworkspace/cli": {
"repo": "https://github.com/googleworkspace/cli",
"commit": "a3768d0",
"license": "Apache-2.0",
"skills": 1
},
"memvid/claude-brain": {
"repo": "https://github.com/memvid/claude-brain",
"commit": "5df71f7",
"license": "MIT",
"skills": 2
},
"Chachamaru127/claude-code-harness": {
"repo": "https://github.com/Chachamaru127/claude-code-harness",
"commit": "9851b1a",
"license": "custom (see upstream LICENSE)",
"skills": 1
},
"basicmachines-co/basic-memory": {
"repo": "https://github.com/basicmachines-co/basic-memory",
"commit": "53da71c",
"license": "custom (see upstream LICENSE)",
"skills": 1
},
"silverstein/minutes": {
"repo": "https://github.com/silverstein/minutes",
"commit": "3fb2e83",
"license": "MIT",
"skills": 1
},
"Orchestra-Research/AI-research-SKILLs": {
"repo": "https://github.com/Orchestra-Research/AI-research-SKILLs",
"commit": "773a529",
"license": "MIT",
"skills": 1
},
"zechenzhangAGI/AI-research-SKILLs": {
"repo": "https://github.com/zechenzhangAGI/AI-research-SKILLs",
"commit": "773a529",
"license": "MIT",
"skills": 1
},
"avelikiy/great_cto": {
"repo": "https://github.com/avelikiy/great_cto",
"commit": "4fe1e39",
"license": "MIT",
"skills": 1
},
"ruvnet/claude-code-flow": {
"repo": "https://github.com/ruvnet/claude-code-flow",
"commit": "73914bd",
"license": "MIT",
"skills": 1
},
"ruvnet/ruflo": {
"repo": "https://github.com/ruvnet/ruflo",
"commit": "73914bd",
"license": "MIT",
"skills": 1
}
},
"total_skills": 80,
"tiers": {
"core": 6,
"adjacent": 74
}
},
"provenance": {
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"esco": 38,
"onet": 126,
"jobads": 0,
"wiki_ai": 0,
"anthropic": 5,
"ai_skills": 189,
"stackx": 0
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"anthropic": 1.4,
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}

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# External AI agent skills — mobility-services-manager
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 |
|---|---|---|---|
| `vpd-design` | core | Customer-centric value proposition development using jobs-to-be-done methodology | [source](https://github.com/a5c-ai/babysitter/tree/44a5d58b/library/specializations/domains/business/business-strategy/skills/vpd-design) |
| `hypothesis-tracker` | adjacent | Hypothesis management skill for tracking business hypotheses through testing and validation | [source](https://github.com/a5c-ai/babysitter/tree/44a5d58b/library/specializations/domains/business/decision-intelligence/skills/hypothesis-tracker) |
| `benchmark-suite-manager` | adjacent | Manage benchmarks for algorithm engineering experiments and evaluations | [source](https://github.com/a5c-ai/babysitter/tree/44a5d58b/library/specializations/domains/science/computer-science/skills/benchmark-suite-manager) |
| `mlflow-experiment-tracker` | adjacent | MLflow integration skill for experiment tracking, model registry, and artifact management. Enables LLMs to log experiments, compare runs, manage model lifecycle, and retrieve artifacts through the MLflow API. | [source](https://github.com/a5c-ai/babysitter/tree/44a5d58b/library/specializations/data-science-ml/skills/mlflow-experiment-tracker) |
| `translation-management` | adjacent | 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) |
| `nvenc-nvdec` | adjacent | NVIDIA hardware video encoding/decoding integration. Configure NVENC encoding parameters, set up NVDEC decoding pipelines, handle codec configurations, integrate with CUDA for pre/post processing, and manage video memory surfaces. | [source](https://github.com/a5c-ai/babysitter/tree/44a5d58b/library/specializations/gpu-programming/skills/nvenc-nvdec) |
## 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` | core | 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: AgriciDaniel/claude-seo
- Repository: [https://github.com/AgriciDaniel/claude-seo](https://github.com/AgriciDaniel/claude-seo) (commit `6cf1ea9`, retrieved 2026-07-14)
- License: MIT
| Skill | Tier | What it adds | Upstream |
|---|---|---|---|
| `seo-local` | adjacent | Local SEO analysis covering Google Business Profile optimization, NAP consistency, citation health, review signals, local schema markup, location page quality, multi-location SEO, and industry-specific recommendations. Detects business … | [source](https://github.com/AgriciDaniel/claude-seo/tree/6cf1ea9/skills/seo-local) |
## 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 |
|---|---|---|---|
| `social-media-manager` | adjacent | When the user wants to develop social media strategy, plan content calendars, manage community engagement, or grow their social presence across platforms. Also use when the user mentions 'social media strategy,' 'social calendar,' … | [source](https://github.com/alirezarezvani/claude-skills/tree/0241f43/marketing-skill/skills/social-media-manager) |
| `contract-and-proposal-writer` | adjacent | Generate professional, jurisdiction-aware business documents: freelance contracts, project proposals, SOWs, NDAs, and MSAs. Structured Markdown output with docx conversion instructions. Covers US (Delaware), EU (GDPR), UK, and DACH (German … | [source](https://github.com/alirezarezvani/claude-skills/tree/0241f43/business-growth/skills/contract-and-proposal-writer) |
## Source: avelikiy/great_cto
- Repository: [https://github.com/avelikiy/great_cto](https://github.com/avelikiy/great_cto) (commit `4fe1e39`, retrieved 2026-07-14)
- License: MIT
| Skill | Tier | What it adds | Upstream |
|---|---|---|---|
| `opportunity-solution-tree` | adjacent | Build an Opportunity Solution Tree (OST) to structure product discovery — map a desired outcome to customer opportunities, possible solutions, and experiments. Based on Teresa Torres' Continuous Discovery Habits. Use when the team is … | [source](https://github.com/avelikiy/great_cto/tree/4fe1e39/skills/opportunity-solution-tree) |
## 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-lifecycle` | adjacent | Manage entity status transitions in Basic Memory: archive completed work, move notes between status folders, update frontmatter, and handle edge cases. Use when marking items complete, archiving old entities, or managing any folder-based … | [source](https://github.com/basicmachines-co/basic-memory/tree/53da71c/skills/memory-lifecycle) |
## 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 |
|---|---|---|---|
| `hud` | core | 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) |
| `bibliography-management-guide` | adjacent | Manage references with BibLaTeX, natbib, and LaTeX bibliography styles | [source](https://github.com/brycewang-stanford/Auto-Empirical-Research-Skills/tree/85bf545/skills/43-wentorai-research-plugins/skills/writing/latex/bibliography-management-guide) |
| `bibtex-management-guide` | adjacent | Clean, format, deduplicate, and manage BibTeX bibliography files for LaTeX | [source](https://github.com/brycewang-stanford/Auto-Empirical-Research-Skills/tree/85bf545/skills/43-wentorai-research-plugins/skills/writing/citation/bibtex-management-guide) |
| `grounded-theory-guide` | adjacent | Apply grounded theory methodology to develop theory from data | [source](https://github.com/brycewang-stanford/Auto-Empirical-Research-Skills/tree/85bf545/skills/43-wentorai-research-plugins/skills/research/methodology/grounded-theory-guide) |
| `academic-citation-manager` | adjacent | Manage academic citations across BibTeX, APA, MLA, and Chicago formats | [source](https://github.com/brycewang-stanford/Auto-Empirical-Research-Skills/tree/85bf545/skills/43-wentorai-research-plugins/skills/writing/citation/academic-citation-manager) |
| `mendeley-api` | adjacent | Manage references and search Mendeley's catalog via REST API | [source](https://github.com/brycewang-stanford/Auto-Empirical-Research-Skills/tree/85bf545/skills/43-wentorai-research-plugins/skills/writing/citation/mendeley-api) |
| `methodology-skills` | adjacent | 13 research methodology skills. Trigger: study design, methodology selection, scientific reasoning, mentoring. Design: rigorous methods frameworks covering qualitative, quantitative, and mixed approaches. | [source](https://github.com/brycewang-stanford/Auto-Empirical-Research-Skills/tree/85bf545/skills/43-wentorai-research-plugins/skills/research/methodology) |
| `parsifal-slr-guide` | adjacent | Plan and manage systematic literature reviews with Parsifal platform | [source](https://github.com/brycewang-stanford/Auto-Empirical-Research-Skills/tree/85bf545/skills/43-wentorai-research-plugins/skills/research/methodology/parsifal-slr-guide) |
## Source: Chachamaru127/claude-code-harness
- Repository: [https://github.com/Chachamaru127/claude-code-harness](https://github.com/Chachamaru127/claude-code-harness) (commit `9851b1a`, retrieved 2026-07-14)
- License: custom (see upstream LICENSE)
| Skill | Tier | What it adds | Upstream |
|---|---|---|---|
| `memory` | adjacent | Manage SSOT, memory, and cross-tool memory search. Guardian of decisions.md and patterns.md. Use when user mentions memory, SSOT, decisions.md, patterns.md, merging, migration, SSOT promotion, sync memory, save learnings, memory search, … | [source](https://github.com/Chachamaru127/claude-code-harness/tree/9851b1a/codex/.codex/skills/memory) |
## Source: coreyhaines31/makerskills
- Repository: [https://github.com/coreyhaines31/makerskills](https://github.com/coreyhaines31/makerskills) (commit `17218de`, retrieved 2026-07-14)
- License: MIT
| Skill | Tier | What it adds | Upstream |
|---|---|---|---|
| `pm` | adjacent | When you want to manage projects across your businesses using a kanban + Eisenhower methodology. One kanban per business (whatever portfolio of businesses, projects, or initiatives you run). Tool-agnostic — connects via API/MCP to whatever … | [source](https://github.com/coreyhaines31/makerskills/tree/17218de/skills/pm) |
## 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 |
|---|---|---|---|
| `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) |
| `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) |
| `outlook-calendar-automation` | adjacent | Automate Outlook Calendar tasks via Rube MCP (Composio): create events, manage attendees, find meeting times, and handle invitations. Always search tools first for current schemas. | [source](https://github.com/davepoon/buildwithclaude/tree/3c94e0c/plugins/all-skills/skills/outlook-calendar-automation) |
## 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 |
|---|---|---|---|
| `hypothesis-generation` | adjacent | Generate testable hypotheses. Formulate from observations, design experiments, explore competing explanations, develop predictions, propose mechanisms, for scientific inquiry across domains. | [source](https://github.com/davila7/claude-code-templates/tree/fa79251/cli-tool/components/skills/scientific/hypothesis-generation) |
| `dnanexus-integration` | adjacent | DNAnexus cloud genomics platform. Build apps/applets, manage data (upload/download), dxpy Python SDK, run workflows, FASTQ/BAM/VCF, for genomics pipeline development and execution. | [source](https://github.com/davila7/claude-code-templates/tree/fa79251/cli-tool/components/skills/scientific/dnanexus-integration) |
| `marp-slide` | adjacent | Create professional Marp presentation slides with 7 beautiful themes (default, minimal, colorful, dark, gradient, tech, business). Use when users request slide creation, presentations, or Marp documents. Supports custom themes, image … | [source](https://github.com/davila7/claude-code-templates/tree/fa79251/cli-tool/components/skills/creative-design/marp-slide) |
| `omero-integration` | adjacent | Microscopy data management platform. Access images via Python, retrieve datasets, analyze pixels, manage ROIs/annotations, batch processing, for high-content screening and microscopy workflows. | [source](https://github.com/davila7/claude-code-templates/tree/fa79251/cli-tool/components/skills/scientific/omero-integration) |
| `scientific-brainstorming` | adjacent | Research ideation partner. Generate hypotheses, explore interdisciplinary connections, challenge assumptions, develop methodologies, identify research gaps, for creative scientific problem-solving. | [source](https://github.com/davila7/claude-code-templates/tree/fa79251/cli-tool/components/skills/scientific/scientific-brainstorming) |
| `senior-data-scientist` | adjacent | World-class data science skill for statistical modeling, experimentation, causal inference, and advanced analytics. Expertise in Python (NumPy, Pandas, Scikit-learn), R, SQL, statistical methods, A/B testing, time series, and business … | [source](https://github.com/davila7/claude-code-templates/tree/fa79251/cli-tool/components/skills/development/senior-data-scientist) |
| `benchling-integration` | adjacent | Benchling R&D platform integration. Access registry (DNA, proteins), inventory, ELN entries, workflows via API, build Benchling Apps, query Data Warehouse, for lab data management automation. | [source](https://github.com/davila7/claude-code-templates/tree/fa79251/cli-tool/components/skills/scientific/benchling-integration) |
| `labarchive-integration` | adjacent | Electronic lab notebook API integration. Access notebooks, manage entries/attachments, backup notebooks, integrate with Protocols.io/Jupyter/REDCap, for programmatic ELN workflows. | [source](https://github.com/davila7/claude-code-templates/tree/fa79251/cli-tool/components/skills/scientific/labarchive-integration) |
| `mlflow` | adjacent | Track ML experiments, manage model registry with versioning, deploy models to production, and reproduce experiments with MLflow - framework-agnostic ML lifecycle platform | [source](https://github.com/davila7/claude-code-templates/tree/fa79251/cli-tool/components/skills/ai-research/mlops-mlflow) |
| `networkx` | adjacent | Comprehensive toolkit for creating, analyzing, and visualizing complex networks and graphs in Python. Use when working with network/graph data structures, analyzing relationships between entities, computing graph algorithms (shortest … | [source](https://github.com/davila7/claude-code-templates/tree/fa79251/cli-tool/components/skills/scientific/networkx) |
| `protocolsio-integration` | adjacent | Integration with protocols.io API for managing scientific protocols. This skill should be used when working with protocols.io to search, create, update, or publish protocols; manage protocol steps and materials; handle discussions and … | [source](https://github.com/davila7/claude-code-templates/tree/fa79251/cli-tool/components/skills/scientific/protocolsio-integration) |
## Source: ferdinandobons/startup-skill
- Repository: [https://github.com/ferdinandobons/startup-skill](https://github.com/ferdinandobons/startup-skill) (commit `a5f97c3`, retrieved 2026-07-14)
- License: MIT
| Skill | Tier | What it adds | Upstream |
|---|---|---|---|
| `startup-design` | adjacent | Design, validate, and plan a startup from scratch. Covers market research, competitive analysis, business model, brand identity, product definition, financial projections, and validation experiments. Trigger when the user has a startup … | [source](https://github.com/ferdinandobons/startup-skill/tree/a5f97c3/startup-design) |
## 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 |
|---|---|---|---|
| `senior-data-scientist` | adjacent | World-class data science skill for statistical modeling, experimentation, causal inference, and advanced analytics. Expertise in Python (NumPy, Pandas, Scikit-learn), R, SQL, statistical methods, A/B testing, time series, and business … | [source](https://github.com/foryourhealth111-pixel/Vibe-Skills/tree/34429a8/bundled/skills/senior-data-scientist) |
| `designing-experiments` | adjacent | Design experiments and quasi-experiments before analysis. Use when choosing study design, treatment/control structure, outcomes, assumptions, validation plans after scientific experiment failure, or which of DiD, ITS, synthetic control, or … | [source](https://github.com/foryourhealth111-pixel/Vibe-Skills/tree/34429a8/bundled/skills/designing-experiments) |
## Source: googleworkspace/cli
- Repository: [https://github.com/googleworkspace/cli](https://github.com/googleworkspace/cli) (commit `a3768d0`, retrieved 2026-07-14)
- License: Apache-2.0
| Skill | Tier | What it adds | Upstream |
|---|---|---|---|
| `gws-calendar` | adjacent | Google Calendar: Manage calendars and events. | [source](https://github.com/googleworkspace/cli/tree/a3768d0/skills/gws-calendar) |
## 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 |
|---|---|---|---|
| `malware-analysis` | core | Use when reverse-engineering or detecting malware — static triage + capa/YARA-X, emulation/DBI/.NET unpacking, dynamic/fileless/Volatility 3 memory analysis, C2 config extraction (Cobalt Strike/CAPE), C2 traffic detection (JA4+, beaconing) | [source](https://github.com/hypnguyen1209/offensive-claude/tree/4d62be7/skills/malware-analysis) |
## Source: indranilbanerjee/digital-marketing-pro
- Repository: [https://github.com/indranilbanerjee/digital-marketing-pro](https://github.com/indranilbanerjee/digital-marketing-pro) (commit `a3d119c`, retrieved 2026-07-14)
- License: MIT
| Skill | Tier | What it adds | Upstream |
|---|---|---|---|
| `content-decay-scan` | adjacent | Scan content library for decay signals: declining traffic, falling rankings, outdated stats, dropped AI citations. Prioritizes refresh opportunities by business impact. Use when identifying content that needs refreshing, recovering lost … | [source](https://github.com/indranilbanerjee/digital-marketing-pro/tree/a3d119c/skills/content-decay-scan) |
| `qbr-plan` | adjacent | Prepare a Quarterly Business Review. Use when: building QBR presentations, client performance reviews, or strategy updates. | [source](https://github.com/indranilbanerjee/digital-marketing-pro/tree/a3d119c/skills/qbr-plan) |
| `four-core-documents` | adjacent | Produce the Four Core Documents at strategic depth (61 total steps): Business & SBU Analysis, Segmentation Framework, Brand Positioning, DMFlow. Use when running Part 3 of the engagement methodology. | [source](https://github.com/indranilbanerjee/digital-marketing-pro/tree/a3d119c/skills/four-core-documents) |
## Source: infrasity-labs/dev-gtm-claude-skills
- Repository: [https://github.com/infrasity-labs/dev-gtm-claude-skills](https://github.com/infrasity-labs/dev-gtm-claude-skills) (commit `02cfefb`, retrieved 2026-07-14)
- License: MIT
| Skill | Tier | What it adds | Upstream |
|---|---|---|---|
| `seo-local` | adjacent | Local SEO analysis covering Google Business Profile optimization, NAP consistency, citation health, review signals, local schema markup, location page quality, multi-location SEO, and industry-specific recommendations. Detects business … | [source](https://github.com/infrasity-labs/dev-gtm-claude-skills/tree/02cfefb/.claude/skills/seo-local) |
## 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 |
|---|---|---|---|
| `cursor-performance-tuning` | adjacent | Optimize Cursor IDE performance: reduce memory usage, speed up indexing, tune AI features, and manage extensions for large codebases. Triggers on "cursor performance", "cursor slow", "cursor optimization", "cursor memory", "speed up … | [source](https://github.com/jeremylongshore/claude-code-plugins-plus-skills/tree/e112938a/plugins/saas-packs/cursor-pack/skills/cursor-performance-tuning) |
| `calendar-event-creator` | adjacent | 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` | adjacent | 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` | adjacent | 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) |
| `presentation-slide-outliner` | adjacent | 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) |
| `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) |
| `apify-cost-tuning` | adjacent | Optimize Apify platform costs through memory tuning, compute unit management, and proxy budgeting. Use when analyzing Apify billing, reducing Actor run costs, or implementing usage monitoring and budget alerts. Trigger: "apify cost", … | [source](https://github.com/jeremylongshore/claude-code-plugins-plus-skills/tree/e112938a/plugins/saas-packs/apify-pack/skills/apify-cost-tuning) |
| `gamma-core-workflow-b` | adjacent | Generate from templates, retrieve exports, and manage sharing via Gamma API. Use when creating content from template gammas, downloading PDF/PPTX/PNG exports, or configuring sharing and folder organization. Trigger: "gamma template", … | [source](https://github.com/jeremylongshore/claude-code-plugins-plus-skills/tree/e112938a/plugins/saas-packs/gamma-pack/skills/gamma-core-workflow-b) |
## Source: jezweb/claude-skills
- Repository: [https://github.com/jezweb/claude-skills](https://github.com/jezweb/claude-skills) (commit `e875a6b`, retrieved 2026-07-14)
- License: MIT
| Skill | Tier | What it adds | Upstream |
|---|---|---|---|
| `proposal-writer` | adjacent | Write a client proposal, quote, scope of work, or engagement letter for a service business. Covers project understanding, scope, timeline, pricing presentation, and terms. Use whenever the user asks for a proposal, quote, project proposal, … | [source](https://github.com/jezweb/claude-skills/tree/e875a6b/plugins/writing/skills/proposal-writer) |
| `shopify-products` | adjacent | Create and manage Shopify products via the Admin GraphQL API or CSV import. Workflow: gather data, choose method, execute, verify. Use whenever the user wants to add products to Shopify, bulk-import a catalog from CSV/spreadsheet/URL, … | [source](https://github.com/jezweb/claude-skills/tree/e875a6b/plugins/shopify/skills/shopify-products) |
## 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 |
|---|---|---|---|
| `experimental-design` | adjacent | Design experiments and studies BEFORE data is collected — choosing a design, randomizing, blocking, and laying out treatment combinations so the results will actually be interpretable. Use whenever someone is planning a study, asks how to … | [source](https://github.com/K-Dense-AI/claude-scientific-skills/tree/4d97e29/skills/experimental-design) |
| `protocolsio-integration` | adjacent | Integration with protocols.io API for managing scientific protocols. This skill should be used when working with protocols.io to search, create, update, or publish protocols; manage protocol steps and materials; handle discussions and … | [source](https://github.com/K-Dense-AI/claude-scientific-skills/tree/4d97e29/skills/protocolsio-integration) |
## 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 |
|---|---|---|---|
| `experimental-design` | adjacent | Design experiments and studies BEFORE data is collected — choosing a design, randomizing, blocking, and laying out treatment combinations so the results will actually be interpretable. Use whenever someone is planning a study, asks how to … | [source](https://github.com/K-Dense-AI/scientific-agent-skills/tree/4d97e29/skills/experimental-design) |
| `protocolsio-integration` | adjacent | Integration with protocols.io API for managing scientific protocols. This skill should be used when working with protocols.io to search, create, update, or publish protocols; manage protocol steps and materials; handle discussions and … | [source](https://github.com/K-Dense-AI/scientific-agent-skills/tree/4d97e29/skills/protocolsio-integration) |
## Source: memvid/claude-brain
- Repository: [https://github.com/memvid/claude-brain](https://github.com/memvid/claude-brain) (commit `5df71f7`, retrieved 2026-07-14)
- License: MIT
| Skill | Tier | What it adds | Upstream |
|---|---|---|---|
| `memory` | adjacent | Claude Mind - Search and manage Claude's persistent memory stored in a single portable .mv2 file | [source](https://github.com/memvid/claude-brain/tree/5df71f7/skills/memory) |
| `mind` | adjacent | Claude Mind - Search and manage Claude's persistent memory stored in a single portable .mv2 file | [source](https://github.com/memvid/claude-brain/tree/5df71f7/skills/mind) |
## Source: microsoft/power-platform-skills
- Repository: [https://github.com/microsoft/power-platform-skills](https://github.com/microsoft/power-platform-skills) (commit `0d7ed9a`, retrieved 2026-07-14)
- License: MIT
| Skill | Tier | What it adds | Upstream |
|---|---|---|---|
| `add-excel` | adjacent | Adds Excel Online (Business) connector to a Power Apps code app. Use when reading or writing Excel workbook data from OneDrive or SharePoint. | [source](https://github.com/microsoft/power-platform-skills/tree/0d7ed9a/plugins/code-apps/skills/add-excel) |
## 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 |
|---|---|---|---|
| `sales-forecasting-model` | core | Build a structured sales forecast framework for any business or team. Use when asked to build a sales forecast, create a revenue model, project pipeline, or build a bottom-up forecast. Produces a forecast methodology, pipeline model, … | [source](https://github.com/mohitagw15856/pm-claude-skills/tree/876fa30/plugins/pm-sales/skills/sales-forecasting-model) |
| `lifecycle-crm-plan` | core | Design lifecycle marketing / CRM journeys across the customer lifecycle. Use when asked to plan onboarding emails, lifecycle/CRM campaigns, drip sequences, re-engagement or winback flows, or a messaging calendar. Produces a lifecycle plan … | [source](https://github.com/mohitagw15856/pm-claude-skills/tree/876fa30/plugins/pm-growth/skills/lifecycle-crm-plan) |
## 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 |
|---|---|---|---|
| `performing-web-application-penetration-test` | adjacent | Performs systematic security testing of web applications following the OWASP Web Security Testing Guide (WSTG) methodology to identify vulnerabilities in authentication, authorization, input validation, session management, and business … | [source](https://github.com/mukul975/Anthropic-Cybersecurity-Skills/tree/673da1f/skills/performing-web-application-penetration-test) |
## 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 |
|---|---|---|---|
| `field-notes-editorial-template` | adjacent | Editorial "Field Notes" report template with soft paper background, serif hero typography, rounded pastel insight cards, and a retention chart panel. Use when users ask for a premium magazine-style business report, board memo one-pager, or … | [source](https://github.com/nexu-io/open-design/tree/4b66023/skills/field-notes-editorial-template) |
## Source: nowork-studio/NotFair
- Repository: [https://github.com/nowork-studio/NotFair](https://github.com/nowork-studio/NotFair) (commit `99bda4b`, retrieved 2026-07-14)
- License: MIT
| Skill | Tier | What it adds | Upstream |
|---|---|---|---|
| `google-ads` | adjacent | Manage Google Ads — performance, keywords, bids, budgets, negatives, campaigns, ads, search terms, QS, location targeting, bulk operations, experiments, asset management, portfolio bidding, offline conversions. Use for any mention of … | [source](https://github.com/nowork-studio/NotFair/tree/99bda4b/google-ads/manage) |
## 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-stakeholder-engagement` | adjacent | Demonstration preparation, audience-tailored presentations, feedback collection, and business outcome measurement. Load when preparing demos or measuring business value delivery. | [source](https://github.com/nWave-ai/nWave/tree/1d0f13c/nWave/skills/nw-stakeholder-engagement) |
## 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 |
|---|---|---|---|
| `mlflow` | adjacent | Track ML experiments, manage model registry with versioning, deploy models to production, and reproduce experiments with MLflow - framework-agnostic ML lifecycle platform | [source](https://github.com/Orchestra-Research/AI-research-SKILLs/tree/773a529/13-mlops/mlflow) |
## Source: rampstackco/claude-skills
- Repository: [https://github.com/rampstackco/claude-skills](https://github.com/rampstackco/claude-skills) (commit `bc6d961`, retrieved 2026-07-14)
- License: MIT
| Skill | Tier | What it adds | Upstream |
|---|---|---|---|
| `content-strategy` | adjacent | Develop a content strategy covering editorial positioning, content pillars, formats, calendar, governance, and topical authority planning. Use this skill whenever the user wants to plan a content program, define content pillars, build an … | [source](https://github.com/rampstackco/claude-skills/tree/bc6d961/skills/content-strategy) |
## 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 |
|---|---|---|---|
| `rvf-manage` | adjacent | Manage RVF (Ruflo Vector Format) files for portable agent memory and cross-platform transfer | [source](https://github.com/ruvnet/claude-code-flow/tree/73914bd/plugins/ruflo-rvf/skills/rvf-manage) |
## 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 |
|---|---|---|---|
| `rvf-manage` | adjacent | Manage RVF (Ruflo Vector Format) files for portable agent memory and cross-platform transfer | [source](https://github.com/ruvnet/ruflo/tree/73914bd/plugins/ruflo-rvf/skills/rvf-manage) |
## Source: sanjay3290/ai-skills
- Repository: [https://github.com/sanjay3290/ai-skills](https://github.com/sanjay3290/ai-skills) (commit `3619692`, retrieved 2026-07-14)
- License: Apache-2.0
| Skill | Tier | What it adds | Upstream |
|---|---|---|---|
| `gmail` | adjacent | Interact with Gmail - search emails, read messages, send emails, create drafts, and manage labels. Use when user asks to: search email, read email, send email, create email draft, mark as read, archive email, star email, or manage Gmail … | [source](https://github.com/sanjay3290/ai-skills/tree/3619692/skills/gmail) |
| `google-slides` | adjacent | Read and write Google Slides presentations - get text, find presentations, create presentations, add slides, replace text, and manage slide content. Use when user asks to: read a presentation, create slides, find slides, add a slide, … | [source](https://github.com/sanjay3290/ai-skills/tree/3619692/skills/google-slides) |
## Source: silverstein/minutes
- Repository: [https://github.com/silverstein/minutes](https://github.com/silverstein/minutes) (commit `3fb2e83`, retrieved 2026-07-14)
- License: MIT
| Skill | Tier | What it adds | Upstream |
|---|---|---|---|
| `minutes-cleanup` | adjacent | Manage old recordings — find large files, archive old meetings, delete processed originals. Use when the user says "clean up recordings", "how much space are meetings using", "delete old recordings", "archive meetings", "manage meeting … | [source](https://github.com/silverstein/minutes/tree/3fb2e83/.agents/skills/minutes/minutes-cleanup) |
## Source: softaworks/agent-toolkit
- Repository: [https://github.com/softaworks/agent-toolkit](https://github.com/softaworks/agent-toolkit) (commit `3027f20`, retrieved 2026-07-14)
- License: MIT
| Skill | Tier | What it adds | Upstream |
|---|---|---|---|
| `marp-slide` | adjacent | Create professional Marp presentation slides with 7 beautiful themes (default, minimal, colorful, dark, gradient, tech, business). Use when users request slide creation, presentations, or Marp documents. Supports custom themes, image … | [source](https://github.com/softaworks/agent-toolkit/tree/3027f20/skills/marp-slide) |
## Source: ViryaZheng/recomby-geo
- Repository: [https://github.com/ViryaZheng/recomby-geo](https://github.com/ViryaZheng/recomby-geo) (commit `530d5e2`, retrieved 2026-07-14)
- License: MIT
| Skill | Tier | What it adds | Upstream |
|---|---|---|---|
| `keyword-research` | adjacent | Discover, analyze, and prioritize keywords for SEO and GEO content strategies. Identifies high-value opportunities based on search volume, competition, intent, and business relevance. Generates topic clusters and content calendars. Use … | [source](https://github.com/ViryaZheng/recomby-geo/tree/530d5e2/plugins/recomby-geo/skills/keyword-research) |
## 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 |
|---|---|---|---|
| `mlflow` | adjacent | Track ML experiments, manage model registry with versioning, deploy models to production, and reproduce experiments with MLflow - framework-agnostic ML lifecycle platform | [source](https://github.com/zechenzhangAGI/AI-research-SKILLs/tree/773a529/13-mlops/mlflow) |

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# Occupation profile — mobility services manager
- **ESCO URI:** http://data.europa.eu/esco/occupation/3b129d8d-268e-465a-b0c5-bf32cae59a41
- **ESCO code:** 2164.2
- **ISCO-08 group:** 2164 — Town and traffic planners
## Description (ESCO)
Mobility services managers are responsible for the strategic development and implementation of programs that promote sustainable and interconnected mobility options, reduce mobility costs and meet the transportation needs of customers, employees and the community as a whole such as bike sharing, e-scooter sharing, carsharing and ride hailing and parking management. They establish and manage partnerships with sustainable transport providers and ICT companies and develop business models in order to influence the demand of the market and promote the concept of mobility as a service in urban areas.
## Definition
nan
## Alternative labels
- smart city planner
- mobility manager
- manager for shared mobility
- shared mobility manager
- mobility advocacy manager

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# Competences — mobility services manager
Source: ESCO v1.2.1 occupation-skill relations (http://data.europa.eu/esco/occupation/3b129d8d-268e-465a-b0c5-bf32cae59a41).
## Essential
- **analyse transport business networks** (skill/competence)
- **analyse transportation costs** (skill/competence)
- **build business relationships** (skill/competence)
- **carpooling services** (knowledge)
- **carsharing** (knowledge)
- **design customer experiences** (skill/competence)
- **develop business plans** (skill/competence)
- **develop innovative mobility solutions** (skill/competence)
- **develop mobility programmes** (skill/competence)
- **develop urban transport studies** (skill/competence)
- **ensure client orientation** (skill/competence)
- **environmental policy** (knowledge)
- **maintain relationship with suppliers** (skill/competence)
- **manage quantitative data** (skill/competence)
- **manage relationships with stakeholders** (skill/competence)
- **manage vehicle inventory** (skill/competence)
- **match vehicles with routes** (skill/competence)
- **mobility as a service** (knowledge)
- **parking regulations** (knowledge)
- **prepare visual data** (skill/competence)
- **project management** (knowledge)
- **reduce business mobility costs** (skill/competence)
- **smart city features** (knowledge)
- **study traffic flow** (skill/competence)
- **traffic engineering** (knowledge)
## Optional
- analyse customer service surveys (skill/competence)
- analyse travel alternatives (skill/competence)
- bicycle sharing systems (knowledge)
- develop strategies for accessibility (skill/competence)
- implement route planning in smart mobility services (skill/competence)
- maintain privacy of service users (skill/competence)
- manage car park operations (skill/competence)
- micro mobility devices (knowledge)
- plan digital marketing (skill/competence)
- promote public transport (skill/competence)
- statistical analysis system software (knowledge)
- use fleet management system (skill/competence)

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# Tasks & work activities — mobility services manager
Source: O*NET 30.3, occupation 19-3051.00 (Urban and Regional Planners) — manual nearest-occupation mapping via ISCO group 2164; the official ESCO crosswalk has no entry for this ESCO occupation.
## Task statements
- **[Core]** Hold public meetings with government officials, social scientists, lawyers, developers, the public, or special interest groups to formulate, develop, or address issues regarding land use or community plans.
- **[Core]** Advocate sustainability to community groups, government agencies, the general public, or special interest groups.
- **[Core]** Develop plans for public or alternative transportation systems for urban or regional locations to reduce carbon output associated with transportation.
- **[Core]** Evaluate proposals for infrastructure projects or other development for environmental impact or sustainability.
- **[Core]** Identify opportunities or develop plans for sustainability projects or programs to improve energy efficiency, minimize pollution or waste, or restore natural systems.
- **[Core]** Determine the effects of regulatory limitations on land use projects.
- **[Core]** Assess the feasibility of land use proposals and identify necessary changes.
- **[Core]** Investigate property availability for purposes of development.
- **[Core]** Design, promote, or administer government plans or policies affecting land use, zoning, public utilities, community facilities, housing, or transportation.
- **[Core]** Recommend approval, denial, or conditional approval of proposals.
- **[nan]** Conduct interviews, surveys and site inspections concerning factors that affect land usage, such as zoning, traffic flow and housing.
- **[nan]** Prepare reports, using statistics, charts, and graphs, to illustrate planning studies in areas such as population, land use, or zoning.
- **[nan]** Prepare, develop and maintain maps and databases.
- **[nan]** Prepare, maintain and update files and records, including land use data and statistics.
- **[nan]** Research, compile, analyze and organize information from maps, reports, investigations, and books for use in reports and special projects.
- **[nan]** Respond to public inquiries and complaints.
- **[Core]** Create, prepare, or requisition graphic or narrative reports on land use data, including land area maps overlaid with geographic variables, such as population density.
- **[Core]** Advise planning officials on project feasibility, cost-effectiveness, regulatory conformance, or possible alternatives.
- **[Core]** Conduct field investigations, surveys, impact studies, or other research to compile and analyze data on economic, social, regulatory, or physical factors affecting land use.
- **[Core]** Discuss with planning officials the purpose of land use projects, such as transportation, conservation, residential, commercial, industrial, or community use.
- **[Core]** Keep informed about economic or legal issues involved in zoning codes, building codes, or environmental regulations.
- **[Core]** Mediate community disputes or assist in developing alternative plans or recommendations for programs or projects.
- **[Core]** Coordinate work with economic consultants or architects during the formulation of plans or the design of large pieces of infrastructure.
- **[Core]** Review and evaluate environmental impact reports pertaining to private or public planning projects or programs.
- **[Core]** Supervise or coordinate the work of urban planning technicians or technologists.
## Detailed work activities
- Advise others on business or operational matters.
- Analyze geological or geographical data.
- Analyze impact of legal or regulatory changes.
- Collaborate with technical specialists to resolve design or development problems.
- Collect information from people through observation, interviews, or surveys.
- Communicate with government agencies.
- Communicate with the public on environmental issues.
- Compile geographic or related data.
- Design civil structures or systems.
- Develop environmental sustainability plans or projects.
- Inform the public about policies, services or procedures.
- Mediate disputes.
- Obtain property information.
- Prepare maps.
- Prepare scientific or technical reports or presentations.
- Promote environmental sustainability or conservation initiatives.
- Provide technical information or assistance to public.
- Record research or operational data.
- Research impacts of environmental conservation initiatives.
- Review environmental permits, plans, or reports.
- Review plans or proposals for environmental conservation.
- Review professional literature to maintain professional knowledge.
- Supervise scientific or technical personnel.

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# Tools & technology — mobility services manager
Source: O*NET 30.3, occupation 19-3051.00 (Urban and Regional Planners) — manual nearest-occupation mapping via ISCO group 2164; the official ESCO crosswalk has no entry for this ESCO occupation.
| Software | Category | Hot technology |
|---|---|---|
| Adobe Acrobat | Document management software | yes |
| Adobe Creative Cloud software | Graphics or photo imaging software | yes |
| Adobe Illustrator | Graphics or photo imaging software | yes |
| Adobe InDesign | Desktop publishing software | yes |
| Adobe Photoshop | Graphics or photo imaging software | yes |
| Autodesk AutoCAD | Computer aided design CAD software | yes |
| Bentley MicroStation | Computer aided design CAD software | yes |
| Dassault Systemes SolidWorks | Computer aided design CAD software | yes |
| ESRI ArcGIS software | Geographic information system | yes |
| Extensible markup language XML | Enterprise application integration software | yes |
| Hypertext markup language HTML | Web platform development software | yes |
| Microsoft Access | Data base user interface and query software | yes |
| Microsoft Excel | Spreadsheet software | yes |
| Microsoft Office software | Office suite software | yes |
| Microsoft Outlook | Electronic mail software | yes |
| Microsoft PowerPoint | Presentation software | yes |
| Microsoft Project | Project management software | yes |
| Microsoft SharePoint | Document management software | yes |
| Microsoft Word | Word processing software | yes |
| Oracle Database | Data base user interface and query software | yes |
| Oracle Java | Object or component oriented development software | yes |
| SAP software | Enterprise resource planning ERP software | yes |
| Structured query language SQL | Data base user interface and query software | yes |
| Trimble SketchUp Pro | Computer aided design CAD software | yes |
| 3D urban simulation modeling software | Computer aided design CAD software | |
| Accela KIVA DMS | Enterprise resource planning ERP software | |
| Accela PERMITS Plus | Compliance software | |
| Accela Tidemark Advantage | Compliance software | |
| Adobe Dreamweaver | Web page creation and editing software | |
| Adobe FreeHand MX | Graphics or photo imaging software | |
| Adobe PageMaker | Desktop publishing software | |
| Autodesk 3ds Max Design | Computer aided design CAD software | |
| Autodesk AutoCAD Map 3D | Computer aided design CAD software | |
| Caliper TransCAD | Computer aided design CAD software | |
| Citilabs TRANPLAN | Analytical or scientific software | |
| CommunityViz | Computer aided design CAD software | |
| Corel CorelDraw Graphics Suite | Graphics or photo imaging software | |
| Corel WordPerfect Office Suite | Office suite software | |
| Criterion Planners INDEX | Map creation software | |
| Database software | Data base user interface and query software | |
| dBASE | Data base user interface and query software | |
| Email software | Electronic mail software | |
| e-on VUE | Computer aided design CAD software | |
| Esri ArcGIS | Geographic information system | |
| ESRI ArcInfo | Geographic information system | |
| ESRI ArcView | Geographic information system | |
| ESRI software | Geographic information system | |
| ESRI What if? | Geographic information system | |
| Geographic information system GIS software | Geographic information system | |
| Geographic information system GIS systems | Geographic information system | |
| Geomechanical design analysis GDA software | Map creation software | |
| Graphics software | Graphics or photo imaging software | |
| IBM Lotus 1-2-3 | Spreadsheet software | |
| IBM Lotus Notes | Electronic mail software | |
| Intergraph MGE | Map creation software | |
| Interwoven software | Document management software | |
| ITC Integrated Land and Water Information System ILWIS | Map creation software | |
| ITSpatial InterSCOPE | Map creation software | |
| Land management databases | Data base user interface and query software | |
| Leica Geosystems ERDAS IMAGINE | Map creation software | |
| Location allocation decision support system LADSS | Analytical or scientific software | |
| MultiGen Paradigm 3D GIS | Computer aided design CAD software | |
| Oracle Primavera Systems | Project management software | |
| PlanGraphics Citywide GIS Utility | Geographic information system | |
| RhinoSoft FTP Voyager | Desktop communications software | |
| RockWare ArcMap | Map creation software | |
| Sage Timeslips | Time accounting software | |
| Scientific Software Group ModTech | Analytical or scientific software | |
| Software development tools | Development environment software | |
| Spatial decision support systems SDSS software | Map creation software | |
| Street address databases | Data base user interface and query software | |
| Tangible Media Group Luminous Table | Computer aided design CAD software | |
| Telogis GeoBase | Map creation software | |
| Transportation planning software | Analytical or scientific software | |
| UrbanSim | Computer aided design CAD software | |
| Web browser software | Internet browser software | |
| WorkTech MAXIMO | Enterprise resource planning ERP software | |