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2026-08-14 19:18:06 +02:00

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

Source: wshobson/agents

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

Source: a5c-ai/babysitter

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
driver-scheduling-optimizer adjacent Automated driver assignment and hours of service compliance skill ensuring regulatory compliance and operational efficiency source
fleet-analytics-dashboard adjacent Comprehensive fleet performance analytics skill tracking KPIs across fuel, utilization, maintenance, and driver performance source
shipment-visibility-tracker adjacent Real-time shipment monitoring and exception management skill with proactive alerting and customer communication source
labor-productivity-optimizer adjacent AI-powered workforce planning and task assignment skill to maximize warehouse labor efficiency source
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

Source: affaan-m/everything-claude-code

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
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

Source: AgriciDaniel/claude-ads

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

Source: avelikiy/great_cto

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

Source: basicmachines-co/basic-memory

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
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

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

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
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
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
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
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

Source: davepoon/buildwithclaude

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
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

Source: davila7/claude-code-templates

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
agent-memory-mcp core A hybrid memory system that provides persistent, searchable knowledge management for AI agents (Architecture, Patterns, Decisions). source
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
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
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
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

Source: egorfedorov/claude-context-optimizer

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

Source: fcakyon/claude-codex-settings

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

Source: foryourhealth111-pixel/Vibe-Skills

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
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
hive-mind-advanced adjacent Advanced Hive Mind collective intelligence system for queen-led multi-agent coordination with consensus mechanisms and persistent memory source

Source: googleworkspace/cli

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

Source: gooseworks-ai/goose-skills

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

Source: hoangsonww/Claude-Code-Agent-Monitor

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

Source: honeydew-ai/honeydew-ai-coding-agents-plugins

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

Source: infrasity-labs/dev-gtm-claude-skills

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

Source: inkline/inkline

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

Source: jabrena/plinth

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

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

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
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
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
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
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
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
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
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

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

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

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

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

Source: mohitagw15856/pm-claude-skills

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

Source: mukul975/Anthropic-Cybersecurity-Skills

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

Source: muratcankoylan/Agent-Skills-for-Context-Engineering

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

Source: nexscope-ai/eCommerce-Skills

Skill Tier What it adds Upstream
inventory-tracking-software core source
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
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

Source: parcadei/Continuous-Claude-v3

Skill Tier What it adds Upstream
mot adjacent System health check (MOT) for skills, agents, hooks, and memory source
recall adjacent Query the memory system for relevant learnings from past sessions source
remember adjacent Store a learning, pattern, or decision in the memory system for future recall source

Source: pedrohcgs/claude-code-my-workflow

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

Source: raintree-technology/apple-hig-skills

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

Source: rockscy/solo-skills

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

Source: ruvnet/claude-code-flow

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
hive-mind-advanced adjacent Advanced Hive Mind collective intelligence system for queen-led multi-agent coordination with consensus mechanisms and persistent memory source

Source: ruvnet/ruflo

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
hive-mind-advanced adjacent Advanced Hive Mind collective intelligence system for queen-led multi-agent coordination with consensus mechanisms and persistent memory source

Source: shanraisshan/claude-code-best-practice

Skill Tier What it adds Upstream
presentation-structure adjacent Knowledge about the presentation slide format, weight system, navigation, and section structure source

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

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
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
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

Source: uxKero/anydesign

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

Source: vibeeval/vibecosystem

Skill Tier What it adds Upstream
mot adjacent System health check (MOT) for skills, agents, hooks, and memory source
recall adjacent Query the memory system for relevant learnings from past sessions using semantic search. source
remember adjacent Store a learning, pattern, or decision in the memory system for future recall. source

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

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