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bridge-operator/references/ai-skills.md
skillfactor-pipeline 35b2c0a866 feat: bridge-operator skill package v0.1.0
2026-08-14 19:17:18 +02:00

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External AI agent skills — bridge-operator

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
context-engineering core Context window monitoring and budget management. Keeps orchestrator at 15-30% context usage while subagents get full 200k tokens. Provides warnings at thresholds, context-aware summarization triggers, and wave-level budget planning. source
early-warning-monitor core Continuous supplier and supply chain risk monitoring with automated alerts source
vector-memory adjacent HNSW vector search for pattern similarity retrieval and knowledge graph maintenance with PageRank scoring, community detection, and 3-tier memory management. source
embedded-docs adjacent Embedded firmware documentation generation and maintenance using Doxygen and related tools. Expert skill for API documentation, hardware interface documentation, memory maps, and integration with documentation systems. source
fleet-analytics-dashboard adjacent Comprehensive fleet performance analytics skill tracking KPIs across fuel, utilization, maintenance, and driver performance source
predictive-maintenance-scheduler adjacent Predictive maintenance scheduling skill using telematics data and historical patterns to maximize fleet uptime source
api-inventory-scanner adjacent Discover and document existing API endpoints from code, logs, and traffic analysis source
inventory-optimizer adjacent Inventory management optimization skill with safety stock calculation, reorder point determination, and ABC analysis source

Source: affaan-m/everything-claude-code

Skill Tier What it adds Upstream
marketing-campaign core End-to-end marketing campaign planning and execution. Covers audience research, positioning, campaign angle definition, landing page copy, email sequences, social posts, ad copy, short-form video scripts, and content calendars. Use as the … source
quality-nonconformance adjacent Codified expertise for quality control, non-conformance investigation, root cause analysis, corrective action, and supplier quality management in regulated manufacturing. Informed by quality engineers with 15+ years experience across FDA, … source
agentic-os adjacent Build persistent multi-agent operating systems on Claude Code. Covers kernel architecture, specialist agents, slash commands, file-based memory, scheduled automation, and state management without external databases. source
autonomous-agent-harness adjacent Transform Claude Code into a fully autonomous agent system with persistent memory, scheduled operations, computer use, and task queuing. Replaces standalone agent frameworks (Hermes, AutoGPT) by leveraging Claude Code's native crons, … source

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: Ar9av/obsidian-wiki

Skill Tier What it adds Upstream
memory-bridge adjacent Browse and compare wiki knowledge by which AI tool originally produced it. Use this skill when the user says "/memory-bridge", "browse codex memory", "what did codex know about X", "show me claude knowledge", "cross-tool memory", "what … 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 adjacent 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-schema adjacent Schema lifecycle management for Basic Memory: discover unschemaed notes, infer schemas, create and edit schema definitions, validate notes, and detect drift. Use when working with structured note types (Task, Person, Meeting, etc.) to … source

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

Skill Tier What it adds Upstream
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

Source: davila7/claude-code-templates

Skill Tier What it adds Upstream
agent-memory-mcp adjacent A hybrid memory system that provides persistent, searchable knowledge management for AI agents (Architecture, Patterns, Decisions). source
c-pro adjacent Write efficient C code with proper memory management, pointer source
gcc adjacent 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
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: gooseworks-ai/goose-skills

Skill Tier What it adds Upstream
meeting-brief core 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
cwd-rollup core Roll up Claude Code sessions by working directory (project) from Agent Monitor data — session count, total cost, total tokens, and last-active timestamp per cwd — so per-project activity can be compared at a glance. Use when summarizing … source
fleet-runs core Summarize Workflow-tool fleet runs from the Agent Monitor — these fleets emit no hooks and are ingested from on-disk run journals. List recent runs with status and agents-per-run, then drill into a single run's per-agent detail. Reconciles … source
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
memory-review core Review the file-based memory store via the Agent Monitor Config Explorer API: the user and project CLAUDE.md plus per-project auto-memory files under ~/.claude/projects//memory/*.md. Groups by project, shows the index (MEMORY.md) vs … source
skill-inventory core Inventory the installed skills and which plugins contribute them, then flag overlap with the user's own skills — read through the Agent Monitor Config Explorer API. Reads /api/cc-config/skills and /api/cc-config/plugins. Use when managing … source
transcript-replay core Walk a Claude Code session transcript turn-by-turn from Agent Monitor data, summarizing each user, assistant, and tool message in order so a long conversation can be reviewed quickly. Anchors the recap to the session header (model, cost, … source

Source: hypnguyen1209/offensive-claude

Skill Tier What it adds Upstream
malware-analysis adjacent 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

Source: indranilbanerjee/digital-marketing-pro

Skill Tier What it adds Upstream
campaign-audit core Audit a brand's existing live campaigns across every active channel — paid, organic, email, social, content, SEO. Produce a current-state inventory, quick-wins backlog, and red-flags list. Use during agency onboarding or before any … source

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

Skill Tier What it adds Upstream
brief-outline-generator adjacent Generates a fully structured SEO content outline (not a finished brief) and exports it as a formatted .docx Word document. The output is a skeleton for a writer to fill in — section headings, topic prompts, angles — not pre-written … source
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
starter-templates adjacent Anatomy and maintenance of inkline-starter-* repos and examples — the two starter flavors, what every starter must include, per-framework specifics, and the clone-to-rendered-component-under-2-minutes bar. Use when creating or maintaining … 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: JasonColapietro/suede-creator-skills

Skill Tier What it adds Upstream
suede-campaign-in-a-box core Turn a song or release into a full artist campaign: hooks, rituals, visuals, merch, rollout calendar, email, site copy, and fan actions. source

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

Skill Tier What it adds Upstream
flexport-incident-runbook core Execute Flexport incident response for API outages, webhook failures, and supply chain data sync issues with triage and mitigation steps. Trigger: "flexport incident", "flexport outage", "flexport down", "flexport emergency". source
customerio-webhooks-events core 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
finta-install-auth core Set up Finta fundraising CRM account and configure integrations. Use when onboarding to Finta, connecting email/calendar, or configuring investor pipeline automation. Trigger with phrases like "install finta", "setup finta", "finta … source
finta-sdk-patterns core Integration patterns for Finta fundraising CRM with email and calendar APIs. Use when building automated investor outreach, syncing data from Finta exports, or creating custom fundraising dashboards. Trigger with phrases like "finta … source
meeting-prep core Prepare briefings for today's meetings \u2014 attendee research, email\ \ history, past meeting notes, LinkedIn, and company context. Use when running the\ \ daily meeting prep cron, or when user asks to prepare for meetings, review who\ \ … source
tracking-resource-usage core 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
twinmind-observability core Monitor TwinMind transcription quality, meeting coverage, action item extraction rates, and memory vault health. Use when implementing observability, or managing TwinMind meeting AI operations. Trigger with phrases like "twinmind … source
obsidian-performance-tuning adjacent Optimize Obsidian plugin performance for smooth operation in large vaults. Use when experiencing lag, memory issues, slow startup, or optimizing plugin code for vaults with thousands of files. Trigger with phrases like "obsidian … source
twinmind-data-handling adjacent Handle TwinMind meeting data with GDPR compliance: transcript storage, memory vault management, data export, and deletion policies. Use when implementing data handling, or managing TwinMind meeting AI operations. Trigger with phrases like … source
flexport-data-handling adjacent Implement data handling for Flexport supply chain data including PII redaction, shipment data retention, GDPR compliance, and secure document management. Trigger: "flexport data handling", "flexport PII", "flexport GDPR", "flexport data … source
snowflake-known-pitfalls adjacent 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
warden-recon adjacent Security reconnaissance — full inventory of secrets management, IAM, dependencies, auth, encryption, audit logging, and compliance gaps. Use when asked about "security posture", "how secure is this", or "security assessment". source

Source: microsoft/skills

Skill Tier What it adds Upstream
azure-ai-translation-document-py adjacent Azure AI Document Translation SDK for batch translation of documents with format preservation. Use for translating Word, PDF, Excel, PowerPoint, and other document formats at scale. Triggers: "document translation", "batch translation", … source
azure-mgmt-apicenter-dotnet adjacent Azure API Center SDK for .NET. Centralized API inventory management with governance, versioning, and discovery. Use for creating API services, workspaces, APIs, versions, definitions, environments, deployments, and metadata schemas. … source

Source: mohitagw15856/pm-claude-skills

Skill Tier What it adds Upstream
pr-description adjacent Write a clear pull-request description that gets reviewed fast and merged with confidence. Use when opening a PR, summarizing a change for review, or asked to write a PR/merge-request description. Produces a structured PR: what changed and … source
rfp-response adjacent Write a compliant, competitive response to an RFP/RFQ/ITT (government or enterprise procurement). Use when responding to a request for proposal, bidding on a tender, or answering a procurement questionnaire. Produces a … source
ai-feature-prd adjacent Write a PRD for an AI-powered feature, covering the things normal PRDs miss. Use when asked to spec an AI/LLM feature, write a PRD for a feature that uses a model, or plan an AI capability (assistant, summarizer, generator, classifier). … 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
detecting-shadow-api-endpoints adjacent Discover and inventory shadow API endpoints that operate outside documented specifications using traffic analysis, code scanning, and API discovery platforms. source
performing-api-inventory-and-discovery adjacent Performs API inventory and discovery to identify all API endpoints in an organization''s environment including documented, undocumented, shadow, zombie, and deprecated APIs. The tester uses passive traffic analysis, active scanning, DNS … 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

Source: nexscope-ai/eCommerce-Skills

Skill Tier What it adds Upstream
ecommerce-email-marketing-builder core 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
shopify-inventory-management adjacent Multi-location inventory — transfers, low stock alerts, demand forecasting, safety stock, ABC analysis source

Source: OpenSenseNova/SenseNova-Skills

Skill Tier What it adds Upstream
sn-search-market-cn adjacent Use when researching China market, industry, macro, trade, procurement, listed-company disclosure, regulation, IP, healthcare, logistics, energy, environment, or industrial-operation information using free official sources with no … source

Source: pedrohcgs/claude-code-my-workflow

Skill Tier What it adds Upstream
triage-inbox core Triage academic email and calendar (Gmail / Google Calendar via the session's MCP) into a prioritized digest plus a referee-obligations tracker — classifying referee requests, R&R and editor correspondence, co-author threads, seminar and … source

Source: qdrant/skills

Skill Tier What it adds Upstream
qdrant-monitoring core Guides Qdrant monitoring and observability setup. Use when someone asks 'how to monitor Qdrant', 'what metrics to track', 'is Qdrant healthy', 'optimizer stuck', 'why is memory growing', 'requests are slow', or needs to set up Prometheus, … source

Source: redis/agent-skills

Skill Tier What it adds Upstream
redis-observability core Redis observability guidance — which metrics to monitor (memory, connections, hit ratio, ops/sec, rejected connections), which built-in commands to reach for during incident triage (SLOWLOG, INFO, MEMORY DOCTOR, CLIENT LIST, FT.PROFILE), … source

Source: ruvnet/claude-code-flow

Skill Tier What it adds Upstream
memory-management adjacent 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
Hooks Automation adjacent Automated coordination, formatting, and learning from Claude Code operations using intelligent hooks with MCP integration. Includes pre$post task hooks, session management, Git integration, memory coordination, and neural pattern training … source
memory-bridge adjacent Bridge Claude Code auto-memory into AgentDB with ONNX embeddings, deduplicate, and enable unified cross-project search source
AgentDB Memory Patterns adjacent Implement persistent memory patterns for AI agents using AgentDB. Includes session memory, long-term storage, pattern learning, and context management. Use when building stateful agents, chat systems, or intelligent assistants. source

Source: ruvnet/ruflo

Skill Tier What it adds Upstream
memory-management adjacent 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
Hooks Automation adjacent Automated coordination, formatting, and learning from Claude Code operations using intelligent hooks with MCP integration. Includes pre$post task hooks, session management, Git integration, memory coordination, and neural pattern training … source
memory-bridge adjacent Bridge Claude Code auto-memory into AgentDB with ONNX embeddings, deduplicate, and enable unified cross-project search source
AgentDB Memory Patterns adjacent Implement persistent memory patterns for AI agents using AgentDB. Includes session memory, long-term storage, pattern learning, and context management. Use when building stateful agents, chat systems, or intelligent assistants. source

Source: samber/cc-skills-golang

Skill Tier What it adds Upstream
golang-security adjacent Security best practices and vulnerability prevention for Golang. Covers injection (SQL, command, XSS), cryptography, filesystem safety, network security, cookies, secrets management, memory safety, and logging. Apply when writing, … source

Source: sanjay3290/ai-skills

Skill Tier What it adds Upstream
gmail core 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

Source: secondsky/claude-skills

Skill Tier What it adds Upstream
mobile-app-debugging adjacent Mobile app debugging for iOS, Android, cross-platform frameworks. Use for crashes, memory leaks, performance issues, network problems, or encountering Xcode instruments, Android Profiler, React Native debugger, native bridge errors. source

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

Skill Tier What it adds Upstream
cis-controls core 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