commit 13d02f193d54d6ac3ef2a7df01ec4c9dc58ec0f9 Author: skillfactor-pipeline Date: Fri Aug 14 19:18:06 2026 +0200 feat: bus-route-supervisor skill package v0.1.0 diff --git a/PROVENANCE.md b/PROVENANCE.md new file mode 100644 index 0000000..32399ac --- /dev/null +++ b/PROVENANCE.md @@ -0,0 +1,31 @@ +# Data provenance — bus-route-supervisor + +Where the content of this skill package comes from, counted by +content items (tasks, competences, tools, evidence entries, curated +knowledge). Rendered live by Gitea: + +```mermaid +%%{init: {'theme':'base','themeVariables':{'pie1':'#f9a825','pie2':'#1e88e5','pie3':'#ff355e','pie4':'#d97757','pie5':'#8e24aa','pieOuterStrokeWidth':'0px','pieSectionTextColor':'#fff'}}}%% +pie showData + title Content sources — bus-route-supervisor + "ESCO (occupation & competences)" : 27 + "O*NET (tasks & tools)" : 59 + "Job boards (market evidence)" : 34 + "Anthropic official Claude skills" : 5 + "External AI skill packs (mapped)" : 189 +``` + +| Source | Items | Share | Files | +|---|---|---|---| +| ESCO (occupation & competences) | 27 | 8.6 % | references/profile.md, references/skills.md | +| O*NET (tasks & tools) | 59 | 18.8 % | references/tasks.md, references/tools.md | +| Job boards (market evidence) | 34 | 10.8 % | references/market.md (full report) + "Market evidence" headline sections | +| Wikipedia & AI expert curation | 0 | 0.0 % | glossary, literature, usecases, intake, quality, evals/ | +| Anthropic official Claude skills | 5 | 1.6 % | references/ai-skills.md, section "anthropics/skills" (official Claude Code skills) | +| External AI skill packs (mapped) | 189 | 60.2 % | references/ai-skills.md (per-source attribution inside) | +| Stack Exchange practitioner Q&A (CC-BY-SA) | 0 | 0.0 % | references/practitioner-qa.md (per-entry attribution inside) | + +Licensing: O*NET (USDOL/ETA, CC BY 4.0) · ESCO (© European Union) · +job-ad evidence via official APIs (JSearch/Adzuna) · Wikipedia content +paraphrased with source URLs — never copied · external AI skills are +linked, not copied (Apache-2.0/MIT/source-available, see ai-skills.md). diff --git a/SKILL.md b/SKILL.md new file mode 100644 index 0000000..f4fae6f --- /dev/null +++ b/SKILL.md @@ -0,0 +1,52 @@ +--- +name: bus-route-supervisor +description: "Occupational skill for the role 'bus route supervisor' (also: bus dispatcher, bus service manager, bus route manager, transit supervisor, coach route supervisor, coach route manager). Use when the user asks for typical bus route supervisor work such as: typical bus route supervisor responsibilities" +--- + +# Bus Route Supervisor + +Bus route supervisors coordinate vehicle movements, routes and drivers, and may supervise loading, unloading, and checking of baggage or express shipped by bus. + +## 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 work-related written reports +- communicate verbal instructions +- comply with policies for trolley bus driving +- geographical routes +- give instructions to staff +- have computer literacy +- investigate road accidents +- keep task records +- manage assignment of bus routes +- match vehicles with routes +- monitor condition of local roads +- monitor drivers +- national road network +- plan schedule +- prepare transportation routes + +## Hot technologies + +- Kronos Workforce Timekeeper +- Microsoft Access +- Microsoft Excel +- Microsoft Office software +- Microsoft Outlook +- Microsoft PowerPoint +- Microsoft Windows +- Microsoft Word +- SAP software + +--- +*Sources: ESCO v1.2.1 (http://data.europa.eu/esco/occupation/656674ac-9d4e-4a91-963f-c0b6edfd55a4), O*NET 30.3 (43-5032.00, manual nearest match). See manifest.json for licensing/attribution.* diff --git a/manifest.json b/manifest.json new file mode 100644 index 0000000..4b6a7ea --- /dev/null +++ b/manifest.json @@ -0,0 +1,298 @@ +{ + "name": "bus-route-supervisor", + "title": "bus route supervisor", + "version": "0.1.0", + "layer": "core", + "language": "en", + "generated": "2026-07-07", + "ids": { + "esco_uri": "http://data.europa.eu/esco/occupation/656674ac-9d4e-4a91-963f-c0b6edfd55a4", + "esco_code": "4323.4", + "isco_group": "4323", + "onet_soc": "43-5032.00", + "crosswalk_match": "manual nearest via ISCO 4323 (Dispatchers, Except Police, Fire, and Ambulance)" + }, + "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": 19, + "skills_optional": 7, + "software": 0 + }, + "enrichment_ai_skills": { + "generated": "2026-07-14", + "method": "deterministic mapping (ISCO prefix + title/competence keywords)", + "sources": { + "anthropics/skills": { + "repo": "https://github.com/anthropics/skills", + "commit": "f6656c1", + "license": "Apache-2.0; the document skills (docx/pdf/pptx/xlsx) are source-available \u2014 see the LICENSE.txt in the upstream skill folder", + "skills": 2 + }, + "wshobson/agents": { + "repo": "https://github.com/wshobson/agents", + "commit": "6fd3247", + "license": "MIT (c) Seth Hobson", + "skills": 1 + }, + "affaan-m/everything-claude-code": { + "repo": "https://github.com/affaan-m/everything-claude-code", + "commit": "ed38744", + "license": "MIT", + "skills": 2 + }, + "mukul975/Anthropic-Cybersecurity-Skills": { + "repo": "https://github.com/mukul975/Anthropic-Cybersecurity-Skills", + "commit": "673da1f", + "license": "Apache-2.0", + "skills": 6 + }, + "davila7/claude-code-templates": { + "repo": "https://github.com/davila7/claude-code-templates", + "commit": "fa79251", + "license": "MIT", + "skills": 6 + }, + "basicmachines-co/basic-memory": { + "repo": "https://github.com/basicmachines-co/basic-memory", + "commit": "53da71c", + "license": "custom (see upstream LICENSE)", + "skills": 2 + }, + "nexscope-ai/eCommerce-Skills": { + "repo": "https://github.com/nexscope-ai/eCommerce-Skills", + "commit": "56f3288", + "license": "MIT", + "skills": 3 + }, + "ruvnet/claude-code-flow": { + "repo": "https://github.com/ruvnet/claude-code-flow", + "commit": "73914bd", + "license": "MIT", + "skills": 2 + }, + "ruvnet/ruflo": { + "repo": "https://github.com/ruvnet/ruflo", + "commit": "73914bd", + "license": "MIT", + "skills": 2 + }, + "a5c-ai/babysitter": { + "repo": "https://github.com/a5c-ai/babysitter", + "commit": "44a5d58b", + "license": "MIT", + "skills": 6 + }, + "hoangsonww/Claude-Code-Agent-Monitor": { + "repo": "https://github.com/hoangsonww/Claude-Code-Agent-Monitor", + "commit": "8f87ce1", + "license": "MIT", + "skills": 1 + }, + "googleworkspace/cli": { + "repo": "https://github.com/googleworkspace/cli", + "commit": "a3768d0", + "license": "Apache-2.0", + "skills": 1 + }, + "jeremylongshore/claude-code-plugins-plus-skills": { + "repo": "https://github.com/jeremylongshore/claude-code-plugins-plus-skills", + "commit": "e112938a", + "license": "MIT", + "skills": 8 + }, + "mohitagw15856/pm-claude-skills": { + "repo": "https://github.com/mohitagw15856/pm-claude-skills", + "commit": "876fa30", + "license": "MIT", + "skills": 1 + }, + "honeydew-ai/honeydew-ai-coding-agents-plugins": { + "repo": "https://github.com/honeydew-ai/honeydew-ai-coding-agents-plugins", + "commit": "f4066d2", + "license": "Apache-2.0", + "skills": 1 + }, + "fcakyon/claude-codex-settings": { + "repo": "https://github.com/fcakyon/claude-codex-settings", + "commit": "44b7c00", + "license": "Apache-2.0", + "skills": 1 + }, + "foryourhealth111-pixel/Vibe-Skills": { + "repo": "https://github.com/foryourhealth111-pixel/Vibe-Skills", + "commit": "34429a8", + "license": "Apache-2.0", + "skills": 3 + }, + "brycewang-stanford/Auto-Empirical-Research-Skills": { + "repo": "https://github.com/brycewang-stanford/Auto-Empirical-Research-Skills", + "commit": "85bf545", + "license": "CC-BY-4.0", + "skills": 5 + }, + "inkline/inkline": { + "repo": "https://github.com/inkline/inkline", + "commit": "fcc2bf4", + "license": "no explicit license \u2014 referenced by link only", + "skills": 1 + }, + "wanshuiyin/Auto-claude-code-research-in-sleep": { + "repo": "https://github.com/wanshuiyin/Auto-claude-code-research-in-sleep", + "commit": "eb5c9d7", + "license": "MIT", + "skills": 1 + }, + "rockscy/solo-skills": { + "repo": "https://github.com/rockscy/solo-skills", + "commit": "80ec4cf", + "license": "MIT", + "skills": 1 + }, + "raintree-technology/apple-hig-skills": { + "repo": "https://github.com/raintree-technology/apple-hig-skills", + "commit": "431fd30", + "license": "MIT", + "skills": 1 + }, + "pedrohcgs/claude-code-my-workflow": { + "repo": "https://github.com/pedrohcgs/claude-code-my-workflow", + "commit": "be53c12", + "license": "MIT", + "skills": 1 + }, + "AgriciDaniel/claude-ads": { + "repo": "https://github.com/AgriciDaniel/claude-ads", + "commit": "669c760", + "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": 1 + }, + "K-Dense-AI/scientific-agent-skills": { + "repo": "https://github.com/K-Dense-AI/scientific-agent-skills", + "commit": "4d97e29", + "license": "MIT", + "skills": 1 + }, + "davepoon/buildwithclaude": { + "repo": "https://github.com/davepoon/buildwithclaude", + "commit": "3c94e0c", + "license": "MIT", + "skills": 2 + }, + "gooseworks-ai/goose-skills": { + "repo": "https://github.com/gooseworks-ai/goose-skills", + "commit": "94ec916", + "license": "no explicit license \u2014 referenced by link only", + "skills": 1 + }, + "Sushegaad/Claude-Skills-Governance-Risk-and-Compliance": { + "repo": "https://github.com/Sushegaad/Claude-Skills-Governance-Risk-and-Compliance", + "commit": "71d8920", + "license": "MIT", + "skills": 3 + }, + "jabrena/plinth": { + "repo": "https://github.com/jabrena/plinth", + "commit": "065eae8", + "license": "Apache-2.0", + "skills": 1 + }, + "avelikiy/great_cto": { + "repo": "https://github.com/avelikiy/great_cto", + "commit": "4fe1e39", + "license": "MIT", + "skills": 1 + }, + "infrasity-labs/dev-gtm-claude-skills": { + "repo": "https://github.com/infrasity-labs/dev-gtm-claude-skills", + "commit": "02cfefb", + "license": "MIT", + "skills": 1 + }, + "uxKero/anydesign": { + "repo": "https://github.com/uxKero/anydesign", + "commit": "1b47880", + "license": "MIT", + "skills": 1 + }, + "egorfedorov/claude-context-optimizer": { + "repo": "https://github.com/egorfedorov/claude-context-optimizer", + "commit": "c604d3a", + "license": "MIT", + "skills": 1 + }, + "muratcankoylan/Agent-Skills-for-Context-Engineering": { + "repo": "https://github.com/muratcankoylan/Agent-Skills-for-Context-Engineering", + "commit": "c578e85", + "license": "MIT", + "skills": 1 + }, + "parcadei/Continuous-Claude-v3": { + "repo": "https://github.com/parcadei/Continuous-Claude-v3", + "commit": "d07ff4b", + "license": "MIT", + "skills": 3 + }, + "vibeeval/vibecosystem": { + "repo": "https://github.com/vibeeval/vibecosystem", + "commit": "cea9462", + "license": "MIT", + "skills": 3 + }, + "shanraisshan/claude-code-best-practice": { + "repo": "https://github.com/shanraisshan/claude-code-best-practice", + "commit": "67c2696", + "license": "MIT", + "skills": 1 + } + }, + "total_skills": 80, + "tiers": { + "core": 27, + "adjacent": 53 + } + }, + "provenance": { + "items": { + "esco": 27, + "onet": 59, + "jobads": 34, + "wiki_ai": 0, + "anthropic": 5, + "ai_skills": 189, + "stackx": 0 + }, + "share_percent": { + "esco": 8.6, + "onet": 18.8, + "jobads": 10.8, + "wiki_ai": 0.0, + "anthropic": 1.6, + "ai_skills": 60.2, + "stackx": 0.0 + }, + "method": "content items per source category" + }, + "collar": "white", + "computer_work": true +} \ No newline at end of file diff --git a/references/ai-skills.md b/references/ai-skills.md new file mode 100644 index 0000000..e856556 --- /dev/null +++ b/references/ai-skills.md @@ -0,0 +1,402 @@ +# External AI agent skills — bus-route-supervisor + +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: wshobson/agents + +- Repository: [https://github.com/wshobson/agents](https://github.com/wshobson/agents) (commit `6fd3247`, retrieved 2026-07-14) +- License: MIT (c) Seth Hobson + +| Skill | Tier | What it adds | Upstream | +|---|---|---|---| +| `file-conversion` | adjacent | Convert files between formats — PDF to Word, HEIC to JPG, MP4 to MP3, CSV to JSON, EPUB to MOBI, and 999 total routes across images, video, audio, documents, data, fonts, ebooks, and archives. Free via changethisfile.com, no API key or … | [source](https://github.com/wshobson/agents/tree/main/plugins/file-conversion/skills/file-conversion) | + +## 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 | +|---|---|---|---| +| `route-optimization-engine` | core | AI-powered route planning and optimization skill using advanced algorithms (VRP, TSP) to minimize transportation costs, reduce delivery times, and maximize vehicle utilization | [source](https://github.com/a5c-ai/babysitter/tree/44a5d58b/library/specializations/domains/business/logistics/skills/route-optimization-engine) | +| `driver-scheduling-optimizer` | adjacent | Automated driver assignment and hours of service compliance skill ensuring regulatory compliance and operational efficiency | [source](https://github.com/a5c-ai/babysitter/tree/44a5d58b/library/specializations/domains/business/logistics/skills/driver-scheduling-optimizer) | +| `fleet-analytics-dashboard` | adjacent | Comprehensive fleet performance analytics skill tracking KPIs across fuel, utilization, maintenance, and driver performance | [source](https://github.com/a5c-ai/babysitter/tree/44a5d58b/library/specializations/domains/business/logistics/skills/fleet-analytics-dashboard) | +| `shipment-visibility-tracker` | adjacent | Real-time shipment monitoring and exception management skill with proactive alerting and customer communication | [source](https://github.com/a5c-ai/babysitter/tree/44a5d58b/library/specializations/domains/business/logistics/skills/shipment-visibility-tracker) | +| `labor-productivity-optimizer` | adjacent | AI-powered workforce planning and task assignment skill to maximize warehouse labor efficiency | [source](https://github.com/a5c-ai/babysitter/tree/44a5d58b/library/specializations/domains/business/logistics/skills/labor-productivity-optimizer) | +| `session-memory` | adjacent | Mandatory memory persistence system across session resets using three markdown surfaces in .claude/cc10x/. Iron law - every workflow must load at start and update at end. | [source](https://github.com/a5c-ai/babysitter/tree/44a5d58b/library/methodologies/cc10x/skills/session-memory) | + +## 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 | +|---|---|---|---| +| `autonomous-agent-harness` | core | Transform Claude Code into a fully autonomous agent system with persistent memory, scheduled operations, computer use, and task queuing. Replaces standalone agent frameworks (Hermes, AutoGPT) by leveraging Claude Code's native crons, … | [source](https://github.com/affaan-m/everything-claude-code/tree/ed38744/skills/autonomous-agent-harness) | +| `carrier-relationship-management` | adjacent | Codified expertise for managing carrier portfolios, negotiating freight rates, tracking carrier performance, allocating freight, and maintaining strategic carrier relationships. Informed by transportation managers with 15+ years … | [source](https://github.com/affaan-m/everything-claude-code/tree/ed38744/skills/carrier-relationship-management) | + +## Source: AgriciDaniel/claude-ads + +- Repository: [https://github.com/AgriciDaniel/claude-ads](https://github.com/AgriciDaniel/claude-ads) (commit `669c760`, retrieved 2026-07-14) +- License: MIT + +| Skill | Tier | What it adds | Upstream | +|---|---|---|---| +| `ads-microsoft` | adjacent | Audit Microsoft Advertising measurement, UET, search and audience campaigns, Google imports, syndication, keywords, creative, bidding, budgets, Copilot inventory, and policy. Use for Microsoft Ads, Bing Ads, UET, Microsoft Audience … | [source](https://github.com/AgriciDaniel/claude-ads/tree/669c760/skills/ads-microsoft) | + +## 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 | +|---|---|---|---| +| `anydesign` | adjacent | Analyze images, websites, and Figma files to extract their design and generate a `design.md` with token system, component inventory, and reconstruction notes. Use this skill whenever the user wants to understand, document, replicate, or … | [source](https://github.com/avelikiy/great_cto/tree/4fe1e39/skills/anydesign) | + +## 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-onboarding` | adjacent | Guide someone new to Basic Memory through designing and building a complete personal knowledge system — interview them about what they want to track, propose a structure, build it with schemas and instruction notes, teach them to use it, … | [source](https://github.com/basicmachines-co/basic-memory/tree/53da71c/skills/memory-onboarding) | + +## 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 | +|---|---|---|---| +| `create-talk` | core | Generate Beamer presentations for the sewage-house-prices project by dispatching the Storyteller agent (creator) and Discussant agent (critic). Supports 4 formats — job market, seminar, short, lightning. Derives all content from the paper. | [source](https://github.com/brycewang-stanford/Auto-Empirical-Research-Skills/tree/85bf545/skills/41-sticerd-eee-sewage-econometrics-check/skills/create-talk) | +| `research-lit` | core | Search and analyze research papers, find related work, summarize key ideas. Use when user says "find papers", "related work", "literature review", "what does this paper say", or needs to understand academic papers. | [source](https://github.com/brycewang-stanford/Auto-Empirical-Research-Skills/tree/85bf545/skills/42-wanshuiyin-ARIS/skills/research-lit) | +| `system-profile` | adjacent | Profile a target (script, process, GPU, memory, interconnect) using external tools and code instrumentation. Produces structured performance reports with actionable recommendations. Use when user says "profile", "benchmark", "bottleneck", … | [source](https://github.com/brycewang-stanford/Auto-Empirical-Research-Skills/tree/85bf545/skills/42-wanshuiyin-ARIS/skills/system-profile) | +| `diverga-memory` | adjacent | Diverga Memory System v7.0 - Context-persistent research support with checkpoint auto-trigger and cross-session continuity. Triggers: memory, remember, context, recall, checkpoint, decision, persist, 기억, 맥락, 세션, 체크포인트 | [source](https://github.com/brycewang-stanford/Auto-Empirical-Research-Skills/tree/85bf545/skills/25-HosungYou-Diverga/skills/memory) | +| `review` | adjacent | All quality reviews — routes to appropriate critics based on target file type and flags. Replaces /paper-excellence, /proofread, /econometrics-check, /review-r, /review-paper. | [source](https://github.com/brycewang-stanford/Auto-Empirical-Research-Skills/tree/85bf545/skills/16-hsantanna88-clo-author/dot-claude/skills/review) | + +## 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) | +| `ops-speedup` | adjacent | Cross-platform, hardware-adaptive system optimizer. Auto-detects macOS / Linux / WSL / Windows (MINGW/Cygwin/MSYS2) and CPU/RAM/disk/GPU profile, then picks the right cleanup strategy. Scans reclaimable disk space, memory pressure, runaway … | [source](https://github.com/davepoon/buildwithclaude/tree/3c94e0c/plugins/claude-ops/skills/ops-speedup) | + +## 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 | +|---|---|---|---| +| `gcc` | core | Git Context Controller (GCC) - Manages agent memory as a versioned file system under .GCC/. This skill should be used when working on multi-step projects that benefit from structured memory persistence, milestone tracking, branching for … | [source](https://github.com/davila7/claude-code-templates/tree/fa79251/cli-tool/components/skills/git/git-context-controller) | +| `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) | +| `doc` | core | Use when the task involves reading, creating, or editing `.docx` documents, especially when formatting or layout fidelity matters; prefer `python-docx` plus the bundled `scripts/render_docx.py` for visual checks. | [source](https://github.com/davila7/claude-code-templates/tree/fa79251/cli-tool/components/skills/document-processing/doc) | +| `benchling-integration` | core | 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) | +| `get-available-resources` | adjacent | This skill should be used at the start of any computationally intensive scientific task to detect and report available system resources (CPU cores, GPUs, memory, disk space). It creates a JSON file with resource information and strategic … | [source](https://github.com/davila7/claude-code-templates/tree/fa79251/cli-tool/components/skills/scientific/get-available-resources) | +| `it-operations` | adjacent | 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) | + +## Source: egorfedorov/claude-context-optimizer + +- Repository: [https://github.com/egorfedorov/claude-context-optimizer](https://github.com/egorfedorov/claude-context-optimizer) (commit `c604d3a`, retrieved 2026-07-14) +- License: MIT + +| Skill | Tier | What it adds | Upstream | +|---|---|---|---| +| `cco-overhead` | adjacent | Audit the fixed context overhead every session starts with — system prompt, MCP tools, agents, CLAUDE.md, memory — measured from real transcript usage | [source](https://github.com/egorfedorov/claude-context-optimizer/tree/c604d3a/skills/cco-overhead) | + +## Source: fcakyon/claude-codex-settings + +- Repository: [https://github.com/fcakyon/claude-codex-settings](https://github.com/fcakyon/claude-codex-settings) (commit `44b7c00`, retrieved 2026-07-14) +- License: Apache-2.0 + +| Skill | Tier | What it adds | Upstream | +|---|---|---|---| +| `doc` | core | Use when the task involves reading, creating, or editing `.docx` documents, especially when formatting or layout fidelity matters; prefer `python-docx` plus the bundled `scripts/render_docx.py` for visual checks. | [source](https://github.com/fcakyon/claude-codex-settings/tree/44b7c00/plugins/openai-office-skills/skills/doc) | + +## 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 | +|---|---|---|---| +| `doc` | core | Use when the task involves reading, creating, or editing `.docx` documents, especially when formatting or layout fidelity matters; prefer `python-docx` plus the bundled `scripts/render_docx.py` for visual checks. | [source](https://github.com/foryourhealth111-pixel/Vibe-Skills/tree/34429a8/bundled/skills/doc) | +| `get-available-resources` | adjacent | This skill should be used at the start of any computationally intensive scientific task to detect and report available system resources (CPU cores, GPUs, memory, disk space). It creates a JSON file with resource information and strategic … | [source](https://github.com/foryourhealth111-pixel/Vibe-Skills/tree/34429a8/bundled/skills/get-available-resources) | +| `hive-mind-advanced` | adjacent | Advanced Hive Mind collective intelligence system for queen-led multi-agent coordination with consensus mechanisms and persistent memory | [source](https://github.com/foryourhealth111-pixel/Vibe-Skills/tree/34429a8/bundled/skills/hive-mind-advanced) | + +## 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 | +|---|---|---|---| +| `recipe-plan-weekly-schedule` | core | Review your Google Calendar week, identify gaps, and add events to fill them. | [source](https://github.com/googleworkspace/cli/tree/a3768d0/skills/recipe-plan-weekly-schedule) | + +## Source: gooseworks-ai/goose-skills + +- Repository: [https://github.com/gooseworks-ai/goose-skills](https://github.com/gooseworks-ai/goose-skills) (commit `94ec916`, retrieved 2026-07-14) +- License: no explicit license — referenced by link only + +| Skill | Tier | What it adds | Upstream | +|---|---|---|---| +| `meeting-brief` | adjacent | Daily meeting preparation system that checks your calendar each morning, deeply researches external attendees (LinkedIn, company info, GitHub, past notes), and sends you personalized briefs via email (1 per person). Use when you want … | [source](https://github.com/gooseworks-ai/goose-skills/tree/94ec916/skills/sales/composites/meeting-brief) | + +## Source: hoangsonww/Claude-Code-Agent-Monitor + +- Repository: [https://github.com/hoangsonww/Claude-Code-Agent-Monitor](https://github.com/hoangsonww/Claude-Code-Agent-Monitor) (commit `8f87ce1`, retrieved 2026-07-14) +- License: MIT + +| Skill | Tier | What it adds | Upstream | +|---|---|---|---| +| `hook-inventory` | core | Inventory hooks across the user, project, and project-local settings plus the ~/.claude/hooks scripts directory — read through the Agent Monitor Config Explorer API — and flag hooks that POST to the network or run arbitrary commands. Reads … | [source](https://github.com/hoangsonww/Claude-Code-Agent-Monitor/tree/8f87ce1/plugins/ccam-config/skills/hook-inventory) | + +## Source: honeydew-ai/honeydew-ai-coding-agents-plugins + +- Repository: [https://github.com/honeydew-ai/honeydew-ai-coding-agents-plugins](https://github.com/honeydew-ai/honeydew-ai-coding-agents-plugins) (commit `f4066d2`, retrieved 2026-07-14) +- License: Apache-2.0 + +| Skill | Tier | What it adds | Upstream | +|---|---|---|---| +| `context-item-creation` | core | Guides you through creating context items — instructions, skills, knowledge pointers, and memory events — that give the AI analyst persistent knowledge about your organization. Covers when to create each type, naming conventions, folder … | [source](https://github.com/honeydew-ai/honeydew-ai-coding-agents-plugins/tree/f4066d2/skills/context-item-creation) | + +## 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 | +|---|---|---|---| +| `anydesign` | adjacent | Analyze images, websites, and Figma files to extract their design and generate a `design.md` with token system, component inventory, and reconstruction notes. Use this skill whenever the user wants to understand, document, replicate, or … | [source](https://github.com/infrasity-labs/dev-gtm-claude-skills/tree/02cfefb/.claude/skills/anydesign) | + +## Source: inkline/inkline + +- Repository: [https://github.com/inkline/inkline](https://github.com/inkline/inkline) (commit `fcc2bf4`, retrieved 2026-07-14) +- License: no explicit license — referenced by link only + +| Skill | Tier | What it adds | Upstream | +|---|---|---|---| +| `docs-writing-style` | core | How Inkline documentation is written and kept true — the doc surface, pointers-not-duplicates, the drift watch with its current inventory, voice rules, and the future docs website. Use for any docs/, AGENTS.md, README, or apps/website work. | [source](https://github.com/inkline/inkline/tree/fcc2bf4/.claude/skills/docs-writing-style) | + +## Source: jabrena/plinth + +- Repository: [https://github.com/jabrena/plinth](https://github.com/jabrena/plinth) (commit `065eae8`, retrieved 2026-07-14) +- License: Apache-2.0 + +| Skill | Tier | What it adds | Upstream | +|---|---|---|---| +| `003-skills-inventory` | adjacent | Use when you need to generate a checklist document with Java system prompts from skills.xml, following the embedded section template and producing INVENTORY-SKILLS-JAVA.md. This should trigger for requests such as Create Java system … | [source](https://github.com/jabrena/plinth/tree/065eae8/skills/003-skills-inventory) | + +## 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 | +|---|---|---|---| +| `apify-cost-tuning` | core | 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) | +| `hyperflow-status` | core | 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) | +| `snowflake-known-pitfalls` | core | Identify and avoid Snowflake anti-patterns and common mistakes in SQL, warehouse management, data loading, and access control. Use when reviewing Snowflake configurations, onboarding new users, or auditing existing Snowflake deployments … | [source](https://github.com/jeremylongshore/claude-code-plugins-plus-skills/tree/e112938a/plugins/saas-packs/snowflake-pack/skills/snowflake-known-pitfalls) | +| `customerio-webhooks-events` | adjacent | Implement Customer.io webhook and reporting event handling. Use when processing email delivery events, click/open tracking, bounce handling, or streaming to a data warehouse. Trigger: "customer.io webhook", "customer.io events", … | [source](https://github.com/jeremylongshore/claude-code-plugins-plus-skills/tree/e112938a/plugins/saas-packs/customerio-pack/skills/customerio-webhooks-events) | +| `flexport-reference-architecture` | adjacent | Implement Flexport reference architecture for supply chain integrations with best-practice project layout, service boundaries, and data flow. Trigger: "flexport architecture", "flexport project structure", "flexport system design". | [source](https://github.com/jeremylongshore/claude-code-plugins-plus-skills/tree/e112938a/plugins/saas-packs/flexport-pack/skills/flexport-reference-architecture) | +| `tracking-resource-usage` | adjacent | Track and optimize resource usage across application stack including CPU, memory, disk, and network I/O. Use when identifying bottlenecks or optimizing costs. Trigger with phrases like "track resource usage", "monitor CPU and memory", or … | [source](https://github.com/jeremylongshore/claude-code-plugins-plus-skills/tree/e112938a/plugins/performance/resource-usage-tracker/skills/tracking-resource-usage) | +| `flexport-migration-deep-dive` | adjacent | Execute major migration strategies for Flexport including migrating from legacy freight forwarders, ERP system integration, and strangler fig patterns. Trigger: "flexport migration", "migrate to flexport", "flexport ERP integration". | [source](https://github.com/jeremylongshore/claude-code-plugins-plus-skills/tree/e112938a/plugins/saas-packs/flexport-pack/skills/flexport-migration-deep-dive) | +| `freshie-inventory` | adjacent | Manage the freshie ecosystem inventory database \u2014 a CMDB tracking\ \ all plugins,\nskills, packs, and compliance grades across 50 SQLite tables. Use\ \ when checking\necosystem health, running discovery scans, validating compliance,\ … | [source](https://github.com/jeremylongshore/claude-code-plugins-plus-skills/tree/e112938a/plugins/database/freshie-inventory-manager/skills/freshie-inventory) | + +## Source: K-Dense-AI/claude-scientific-skills + +- Repository: [https://github.com/K-Dense-AI/claude-scientific-skills](https://github.com/K-Dense-AI/claude-scientific-skills) (commit `4d97e29`, retrieved 2026-07-14) +- License: MIT + +| Skill | Tier | What it adds | Upstream | +|---|---|---|---| +| `get-available-resources` | adjacent | This skill should be used at the start of any computationally intensive scientific task to detect and report available system resources (CPU cores, GPUs, memory, disk space). It creates a JSON file with resource information and strategic … | [source](https://github.com/K-Dense-AI/claude-scientific-skills/tree/4d97e29/skills/get-available-resources) | + +## Source: K-Dense-AI/scientific-agent-skills + +- Repository: [https://github.com/K-Dense-AI/scientific-agent-skills](https://github.com/K-Dense-AI/scientific-agent-skills) (commit `4d97e29`, retrieved 2026-07-14) +- License: MIT + +| Skill | Tier | What it adds | Upstream | +|---|---|---|---| +| `get-available-resources` | adjacent | This skill should be used at the start of any computationally intensive scientific task to detect and report available system resources (CPU cores, GPUs, memory, disk space). It creates a JSON file with resource information and strategic … | [source](https://github.com/K-Dense-AI/scientific-agent-skills/tree/4d97e29/skills/get-available-resources) | + +## 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 | +|---|---|---|---| +| `content-calendar` | core | Generate a structured content calendar for any brand, product, or creator. Use when asked for a content plan, editorial calendar, social media schedule, or weekly/monthly content strategy. Produces a calendar with topics, formats, … | [source](https://github.com/mohitagw15856/pm-claude-skills/tree/876fa30/plugins/pm-gtm/skills/content-calendar) | + +## Source: mukul975/Anthropic-Cybersecurity-Skills + +- Repository: [https://github.com/mukul975/Anthropic-Cybersecurity-Skills](https://github.com/mukul975/Anthropic-Cybersecurity-Skills) (commit `673da1f`, retrieved 2026-07-14) +- License: Apache-2.0 + +| Skill | Tier | What it adds | Upstream | +|---|---|---|---| +| `analyzing-macro-malware-in-office-documents` | core | Analyzes malicious VBA macros embedded in Microsoft Office documents (Word, Excel, PowerPoint) to identify download cradles, payload execution, persistence mechanisms, and anti-analysis techniques. Uses olevba, oledump, and VBA … | [source](https://github.com/mukul975/Anthropic-Cybersecurity-Skills/tree/673da1f/skills/analyzing-macro-malware-in-office-documents) | +| `collecting-volatile-evidence-from-compromised-host` | adjacent | Collect volatile forensic evidence from a compromised system following order of volatility, preserving memory, network connections, processes, and system state before they are lost. | [source](https://github.com/mukul975/Anthropic-Cybersecurity-Skills/tree/673da1f/skills/collecting-volatile-evidence-from-compromised-host) | +| `detecting-rootkit-activity` | adjacent | Detects rootkit presence on compromised systems by identifying hidden processes, hooked system calls, modified kernel structures, hidden files, and covert network connections using memory forensics, cross-view detection, and integrity … | [source](https://github.com/mukul975/Anthropic-Cybersecurity-Skills/tree/673da1f/skills/detecting-rootkit-activity) | +| `analyzing-linux-kernel-rootkits` | adjacent | Detect kernel-level rootkits in Linux memory dumps using Volatility3 linux plugins (check_syscall, lsmod, hidden_modules), rkhunter system scanning, and /proc vs /sys discrepancy analysis to identify hooked syscalls, hidden kernel modules, … | [source](https://github.com/mukul975/Anthropic-Cybersecurity-Skills/tree/673da1f/skills/analyzing-linux-kernel-rootkits) | +| `analyzing-supply-chain-malware-artifacts` | adjacent | Investigate supply chain attack artifacts including trojanized software updates, compromised build pipelines, and sideloaded dependencies to identify intrusion vectors and scope of compromise. | [source](https://github.com/mukul975/Anthropic-Cybersecurity-Skills/tree/673da1f/skills/analyzing-supply-chain-malware-artifacts) | +| `performing-thick-client-application-penetration-test` | adjacent | Conduct a thick client application penetration test to identify insecure local storage, hardcoded credentials, DLL hijacking, memory manipulation, and insecure API communication in desktop applications using dnSpy, Procmon, and Burp Suite. | [source](https://github.com/mukul975/Anthropic-Cybersecurity-Skills/tree/673da1f/skills/performing-thick-client-application-penetration-test) | + +## Source: muratcankoylan/Agent-Skills-for-Context-Engineering + +- Repository: [https://github.com/muratcankoylan/Agent-Skills-for-Context-Engineering](https://github.com/muratcankoylan/Agent-Skills-for-Context-Engineering) (commit `c578e85`, retrieved 2026-07-14) +- License: MIT + +| Skill | Tier | What it adds | Upstream | +|---|---|---|---| +| `memory-systems` | adjacent | This skill should be used for persistent semantic memory in agent systems: cross-session knowledge retention, entity tracking, temporal validity, graph or vector retrieval, memory consolidation, and memory benchmark selection. Route … | [source](https://github.com/muratcankoylan/Agent-Skills-for-Context-Engineering/tree/c578e85/skills/memory-systems) | + +## Source: nexscope-ai/eCommerce-Skills + +- Repository: [https://github.com/nexscope-ai/eCommerce-Skills](https://github.com/nexscope-ai/eCommerce-Skills) (commit `56f3288`, retrieved 2026-07-14) +- License: MIT + +| Skill | Tier | What it adds | Upstream | +|---|---|---|---| +| `inventory-tracking-software` | core | — | [source](https://github.com/nexscope-ai/eCommerce-Skills/tree/56f3288/inventory-tracking-software) | +| `ecommerce-email-marketing-builder` | adjacent | E-commerce email marketing system builder. Creates complete email automation flows with full copywriting, subject lines, ESP setup instructions, segmentation rules, and annual campaign calendars. Generates copy-paste-ready email sequences … | [source](https://github.com/nexscope-ai/eCommerce-Skills/tree/56f3288/ecommerce-email-marketing-builder) | +| `dynamic-pricing-ecommerce` | adjacent | Design a controlled dynamic-pricing or repricing system for ecommerce products. Use when a seller asks for demand-based, inventory-based, competitor-responsive, or time-based price rules; SKU eligibility; price floors and ceilings; … | [source](https://github.com/nexscope-ai/eCommerce-Skills/tree/56f3288/dynamic-pricing-ecommerce) | + +## Source: parcadei/Continuous-Claude-v3 + +- Repository: [https://github.com/parcadei/Continuous-Claude-v3](https://github.com/parcadei/Continuous-Claude-v3) (commit `d07ff4b`, retrieved 2026-07-14) +- License: MIT + +| Skill | Tier | What it adds | Upstream | +|---|---|---|---| +| `mot` | adjacent | System health check (MOT) for skills, agents, hooks, and memory | [source](https://github.com/parcadei/Continuous-Claude-v3/tree/d07ff4b/.claude/skills/mot) | +| `recall` | adjacent | Query the memory system for relevant learnings from past sessions | [source](https://github.com/parcadei/Continuous-Claude-v3/tree/d07ff4b/.claude/skills/recall) | +| `remember` | adjacent | Store a learning, pattern, or decision in the memory system for future recall | [source](https://github.com/parcadei/Continuous-Claude-v3/tree/d07ff4b/.claude/skills/remember) | + +## Source: pedrohcgs/claude-code-my-workflow + +- Repository: [https://github.com/pedrohcgs/claude-code-my-workflow](https://github.com/pedrohcgs/claude-code-my-workflow) (commit `be53c12`, retrieved 2026-07-14) +- License: MIT + +| Skill | Tier | What it adds | Upstream | +|---|---|---|---| +| `promote-memory` | core | Review candidate `[LEARN]` entries in `.claude/state/personal-memory.md` (gitignored) and run them through a five-critic council in parallel: generality, staleness, redundancy, evidence, format. Majority vote (3+ of 5) promotes the entry … | [source](https://github.com/pedrohcgs/claude-code-my-workflow/tree/be53c12/.claude/skills/promote-memory) | + +## Source: raintree-technology/apple-hig-skills + +- Repository: [https://github.com/raintree-technology/apple-hig-skills](https://github.com/raintree-technology/apple-hig-skills) (commit `431fd30`, retrieved 2026-07-14) +- License: MIT + +| Skill | Tier | What it adds | Upstream | +|---|---|---|---| +| `hig-components-dialogs` | core | Apple HIG guidance for presentation components including alerts, action sheets, popovers, sheets, and digit entry views. Use this skill when the user says "should I use an alert or a sheet," "how do I show a confirmation dialog," "when … | [source](https://github.com/raintree-technology/apple-hig-skills/tree/431fd30/skills/hig-components-dialogs) | + +## Source: rockscy/solo-skills + +- Repository: [https://github.com/rockscy/solo-skills](https://github.com/rockscy/solo-skills) (commit `80ec4cf`, retrieved 2026-07-14) +- License: MIT + +| Skill | Tier | What it adds | Upstream | +|---|---|---|---| +| `changelog-from-commits` | core | Generate a user-facing CHANGELOG entry from raw git log output. Use when the user is preparing a release, says "what changed since last version", asks to write release notes, or wants to summarize a batch of commits for end users. | [source](https://github.com/rockscy/solo-skills/tree/80ec4cf/skills/changelog-from-commits) | + +## Source: 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 | +|---|---|---|---| +| `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) | +| `hive-mind-advanced` | adjacent | Advanced Hive Mind collective intelligence system for queen-led multi-agent coordination with consensus mechanisms and persistent memory | [source](https://github.com/ruvnet/claude-code-flow/tree/73914bd/.agents/skills/hive-mind-advanced) | + +## 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 | +|---|---|---|---| +| `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) | +| `hive-mind-advanced` | adjacent | Advanced Hive Mind collective intelligence system for queen-led multi-agent coordination with consensus mechanisms and persistent memory | [source](https://github.com/ruvnet/ruflo/tree/73914bd/.agents/skills/hive-mind-advanced) | + +## Source: shanraisshan/claude-code-best-practice + +- Repository: [https://github.com/shanraisshan/claude-code-best-practice](https://github.com/shanraisshan/claude-code-best-practice) (commit `67c2696`, retrieved 2026-07-14) +- License: MIT + +| Skill | Tier | What it adds | Upstream | +|---|---|---|---| +| `presentation-structure` | adjacent | Knowledge about the presentation slide format, weight system, navigation, and section structure | [source](https://github.com/shanraisshan/claude-code-best-practice/tree/67c2696/.claude/skills/presentation/presentation-structure) | + +## Source: Sushegaad/Claude-Skills-Governance-Risk-and-Compliance + +- Repository: [https://github.com/Sushegaad/Claude-Skills-Governance-Risk-and-Compliance](https://github.com/Sushegaad/Claude-Skills-Governance-Risk-and-Compliance) (commit `71d8920`, retrieved 2026-07-14) +- License: MIT + +| Skill | Tier | What it adds | Upstream | +|---|---|---|---| +| `tsa-compliance` | adjacent | Expert TSA cybersecurity compliance advisor for critical infrastructure owners and operators. Use this skill whenever a user asks about TSA Security Directives for pipelines, freight railroads, passenger rail, public transit, or bus … | [source](https://github.com/Sushegaad/Claude-Skills-Governance-Risk-and-Compliance/tree/71d8920/plugins/tsa-compliance/skills/tsa-compliance) | +| `cis-controls` | adjacent | Expert CIS Controls v8 (CIS Top 18) advisor — implementation group scoping (IG1/IG2/IG3), control gap assessments, safeguard-level guidance, asset inventory, software inventory, data protection, secure configuration, account management, … | [source](https://github.com/Sushegaad/Claude-Skills-Governance-Risk-and-Compliance/tree/71d8920/plugins/cis-controls/skills/cis-controls) | +| `ism` | adjacent | Expert Australian Information Security Manual (ISM) advisor for government entities and their supply chains. Use for ISM control selection, gap analysis, system authorisation, IRAP assessment preparation, security documentation, and ASD … | [source](https://github.com/Sushegaad/Claude-Skills-Governance-Risk-and-Compliance/tree/71d8920/plugins/ism/skills/ism) | + +## Source: uxKero/anydesign + +- Repository: [https://github.com/uxKero/anydesign](https://github.com/uxKero/anydesign) (commit `1b47880`, retrieved 2026-07-14) +- License: MIT + +| Skill | Tier | What it adds | Upstream | +|---|---|---|---| +| `anydesign` | adjacent | Analyze images, websites, and Figma files to extract their design and generate a `design.md` with token system, component inventory, and reconstruction notes. Use this skill whenever the user wants to understand, document, replicate, or … | [source](https://github.com/uxKero/anydesign/tree/1b47880) | + +## 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 | +|---|---|---|---| +| `mot` | adjacent | System health check (MOT) for skills, agents, hooks, and memory | [source](https://github.com/vibeeval/vibecosystem/tree/cea9462/skills/mot) | +| `recall` | adjacent | Query the memory system for relevant learnings from past sessions using semantic search. | [source](https://github.com/vibeeval/vibecosystem/tree/cea9462/skills/recall) | +| `remember` | adjacent | Store a learning, pattern, or decision in the memory system for future recall. | [source](https://github.com/vibeeval/vibecosystem/tree/cea9462/skills/remember) | + +## 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 | +|---|---|---|---| +| `research-lit` | core | Search and analyze research papers, find related work, summarize key ideas. Use when user says "find papers", "related work", "literature review", "what does this paper say", or needs to understand academic papers. | [source](https://github.com/wanshuiyin/Auto-claude-code-research-in-sleep/tree/eb5c9d7/skills/research-lit) | diff --git a/references/market.md b/references/market.md new file mode 100644 index 0000000..59846a2 --- /dev/null +++ b/references/market.md @@ -0,0 +1,78 @@ +# Market evidence report — bus-route-supervisor + +Source: **19 real job ads** (JSearch API, countries: us 19), extracted into the MSSQL evidence store; as of 2026-07-09. +This report contains extracted, aggregated facts only — no ad text is +reproduced (copyright / platform terms). + +## Seniority distribution + +| Seniority | Ads | Share | +|---|---|---| +| mid | 18 | 95 % | +| n/a | 1 | 5 % | + +## Tools — full market ranking + +| # | Item | Ads | Share | +|---|---|---|---| + +## Hard skills — full market ranking + +| # | Item | Ads | Share | +|---|---|---|---| +| 1 | data entry | 3 | 16 % | +| 2 | dispatching | 3 | 16 % | +| 3 | record keeping | 3 | 16 % | + +## Methods — full market ranking + +| # | Item | Ads | Share | +|---|---|---|---| + +## Responsibilities — full market ranking + +| # | Item | Ads | Share | +|---|---|---|---| +| 1 | driver communication | 4 | 21 % | + +## Regional breakdown + +> **Corpus note:** 19 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** — 19 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 | +|---|---| +| Dispatcher/Bus Backer | 2 | +| Bus Dispatch Lead - On-Time Routes & Driver Coaching | 1 | +| Bus Dispatch Specialist On-Time Routes, Growth & Benefits | 1 | +| Bus Dispatch Specialist: -Time Routes & Driver Coaching | 1 | +| Bus Dispatcher - 185 Days | 1 | +| Bus Dispatcher - On-Time Routes & Driver Coaching | 1 | +| Bus Dispatcher & Backer — Keep Buses On Time, Union Station | 1 | +| Dispatcher at Tri County Council for the Lower Eastern Shore of Maryland Salisbury, MD | 1 | +| Hanover Dispatcher/Router | 1 | +| Looking for school transportation in Washington DC | 1 | +| Remote School Bus Dispatcher | 1 | +| School Bus Dispatcher Time Routes & Driver Coaching | 1 | +| School Transportation Dispatcher — On-Time Bus Runs | 1 | +| Transit Dispatcher (Part-Time) | 1 | +| Transportation Dispatch Lead | 1 | +| Transportation Dispatcher - Seasonal | 1 | +| Transportation Supervisor | 1 | +| Transportation/Dispatch Specialist | 1 | + +Methodology: entities extracted per ad ({hard_skills, tools, methods, responsibilities, seniority}), normalized, counted as DISTINCT ads per entity; report threshold ≥ 3 ads. Headline sections in skills.md/tools.md use the stricter ≥ 20 % threshold. diff --git a/references/profile.md b/references/profile.md new file mode 100644 index 0000000..e2884cd --- /dev/null +++ b/references/profile.md @@ -0,0 +1,23 @@ +# Occupation profile — bus route supervisor + +- **ESCO URI:** http://data.europa.eu/esco/occupation/656674ac-9d4e-4a91-963f-c0b6edfd55a4 +- **ESCO code:** 4323.4 +- **ISCO-08 group:** 4323 — Transport clerks + +## Description (ESCO) + +Bus route supervisors coordinate vehicle movements, routes and drivers, and may supervise loading, unloading, and checking of baggage or express shipped by bus. + +## Definition + +nan + +## Alternative labels + +- bus dispatcher +- bus service manager +- bus route manager +- transit supervisor +- coach route supervisor +- coach route manager +- supervisor of bus routes diff --git a/references/skills.md b/references/skills.md new file mode 100644 index 0000000..2704da0 --- /dev/null +++ b/references/skills.md @@ -0,0 +1,53 @@ +# Competences — bus route supervisor + +Source: ESCO v1.2.1 occupation-skill relations (http://data.europa.eu/esco/occupation/656674ac-9d4e-4a91-963f-c0b6edfd55a4). + +## Essential + +- **analyse work-related written reports** (skill/competence) +- **communicate verbal instructions** (skill/competence) +- **comply with policies for trolley bus driving** (skill/competence) +- **geographical routes** (knowledge) +- **give instructions to staff** (skill/competence) +- **have computer literacy** (skill/competence) +- **investigate road accidents** (skill/competence) +- **keep task records** (skill/competence) +- **manage assignment of bus routes** (skill/competence) +- **match vehicles with routes** (skill/competence) +- **monitor condition of local roads** (skill/competence) +- **monitor drivers** (skill/competence) +- **national road network** (knowledge) +- **plan schedule** (skill/competence) +- **prepare transportation routes** (skill/competence) +- **road traffic laws** (knowledge) +- **road transport legislation** (knowledge) +- **schedule and dispatch drivers** (skill/competence) +- **supervise movement of passengers** (skill/competence) + +## Optional + +- conduct drug abuse tests (skill/competence) +- ensure implementation of safe driving practices (skill/competence) +- mechanics of trolley buses (knowledge) +- prepare road directions (skill/competence) +- recruit bus drivers (skill/competence) +- train employees (skill/competence) +- write work-related reports (skill/competence) + + + +## Market evidence (job-ad analysis, 19 ads, as of 2026-07-09) + +Share of analyzed job ads mentioning the item (threshold ≥ 20 %). Source: JSearch/Adzuna APIs. + +### Hard skills + +- data entry — **16 %** +- dispatching — **16 %** +- record keeping — **16 %** + +### Responsibilities + +- driver communication — **21 %** + + diff --git a/references/tasks.md b/references/tasks.md new file mode 100644 index 0000000..76620af --- /dev/null +++ b/references/tasks.md @@ -0,0 +1,34 @@ +# Tasks & work activities — bus route supervisor + +Source: O*NET 30.3, occupation 43-5032.00 (Dispatchers, Except Police, Fire, and Ambulance) — manual nearest-occupation mapping via ISCO group 4323; the official ESCO crosswalk has no entry for this ESCO occupation. + +## Task statements + +- **[Core]** Schedule or dispatch workers, work crews, equipment, or service vehicles to appropriate locations, according to customer requests, specifications, or needs, using radios or telephones. +- **[Core]** Arrange for necessary repairs to restore service and schedules. +- **[Core]** Relay work orders, messages, or information to or from work crews, supervisors, or field inspectors, using telephones or two-way radios. +- **[Core]** Confer with customers or supervising personnel to address questions, problems, or requests for service or equipment. +- **[Core]** Prepare daily work and run schedules. +- **[Core]** Receive or prepare work orders. +- **[Supplemental]** Oversee all communications within specifically assigned territories. +- **[Core]** Monitor personnel or equipment locations and utilization to coordinate service and schedules. +- **[Core]** Record and maintain files or records of customer requests, work or services performed, charges, expenses, inventory, or other dispatch information. +- **[Core]** Determine types or amounts of equipment, vehicles, materials, or personnel required, according to work orders or specifications. +- **[Core]** Advise personnel about traffic problems, such as construction areas, accidents, congestion, weather conditions, or other hazards. +- **[Supplemental]** Order supplies or equipment and issue them to personnel. + +## Detailed work activities + +- Coordinate operational activities. +- Distribute materials to employees or customers. +- Maintain operational records. +- Operate communications equipment or systems. +- Order materials, supplies, or equipment. +- Prepare documentation for contracts, transactions, or regulatory compliance. +- Prepare employee work schedules. +- Provide information to coworkers. +- Relay information between personnel. +- Respond to customer problems or complaints. +- Schedule operational activities. +- Select resources needed to accomplish tasks. +- Track goods or materials. diff --git a/references/tools.md b/references/tools.md new file mode 100644 index 0000000..eedbf90 --- /dev/null +++ b/references/tools.md @@ -0,0 +1,39 @@ +# Tools & technology — bus route supervisor + +Source: O*NET 30.3, occupation 43-5032.00 (Dispatchers, Except Police, Fire, and Ambulance) — manual nearest-occupation mapping via ISCO group 4323; the official ESCO crosswalk has no entry for this ESCO occupation. + +| Software | Category | Hot technology | +|---|---|---| +| Kronos Workforce Timekeeper | Time accounting 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 Windows | Operating system software | yes | +| Microsoft Word | Word processing software | yes | +| SAP software | Enterprise resource planning ERP software | yes | +| Air-Trak Cloudberry | Mobile location based services software | | +| Bornemann Associates Flight Plan | Aviation ground support software | | +| Command Alkon COMMANDconcrete | Customer relationship management CRM software | | +| Computer aided dispatch software | Helpdesk or call center software | | +| Computer aided dispatching auto routing software | Expert system software | | +| Database software | Data base user interface and query software | | +| Digital Gateway e-automate | Customer relationship management CRM software | | +| Dr. Dispatch | Mobile location based services software | | +| Email software | Electronic mail software | | +| ESRI ArcIMS | Geographic information system | | +| Geomechanical design analysis GDA software | Map creation software | | +| Global positioning system GPS software | Mobile location based services software | | +| Locomotive distribution software | Data base reporting software | | +| Microsoft Dynamics | Enterprise resource planning ERP software | | +| Rail Traffic Track Warrant Control System | Expert system software | | +| Resource management software | Mobile location based services software | | +| Routing software | Route navigation software | | +| Sabre travel agent software | Aviation ground support software | | +| Scheduling software | Calendar and scheduling software | | +| Situation resource tracking software | Mobile location based services software | | +| Tangier Sky Scheduler View | Data base user interface and query software | | +| TMW PowerSuite | Enterprise resource planning ERP software | | +| Transportation management software | Mobile location based services software | | +| Web browser software | Internet browser software | |