Agent cases
Case hub
20 categories 5 each 100 cases
Common agent use cases by theme—aligned with OpenClaw-style skill orchestration and MCP-style tool boundaries. Combine with individual skills as needed.
Each page describes when to trigger, what to deliver, and when you’re done. Entries are reference examples you can merge or split for your team. Category names and order follow delivery → data → security → growth → general office patterns for scanning.
R&D & quality
Code review and pre-merge checklist
Review checklists, risk hotspots, merge gates, and CI alignment.
Unit test coverage gap remediation
Backfill tests, edge cases, coverage targets, and gap lists.
Dependency and open-source license compliance scan
Dependency tree, license conflicts, compliance reports, upgrade guidance.
API contract and interface documentation sync
OpenAPI/contract changes, docs vs implementation consistency.
Stack migration and compatibility plan
Migration paths, compat layers, rollback points, phased sign-off.
Engineering & architecture
Legacy module refactor and boundary split
Module boundaries, dependency direction, interface convergence, incremental refactors.
CI/CD notes and release changelog generation
Change summaries, release notes, rollback notes, audience-specific versions.
Issue / PR auto-triage and labeling
Label policy, templates, routing rules, automation conditions.
Database migration scripts and rollback plan
DDL/DML, lock risks, rollback SQL, verification steps.
Microservice boundaries and bounded context
Domain boundaries, event contracts, data ownership, anti-corruption layers.
Product & UX
UI copy and microcopy guidelines
Buttons, empty states, errors, voice.
Product PRD structuring
Context, scope, acceptance, dependencies.
User stories and acceptance criteria
Given/When/Then, boundaries, acceptance.
Visual specs and illustration briefs
Sizes, style, brand, deliverables.
Brand tone and multilingual style
Terminology, tone, banned words, localization.
Creative & planning
Interactive narrative and branching options
Branches, consequences, cast, pacing.
Marketing landing page structure
Hero, proof, trust, forms, CTA.
Product naming and slogan options
Candidates, pronunciation, domains, trademark risk.
Accessibility and readability checklist
Contrast, focus, semantics, ARIA.
Brainstorming and competitive feature teardown
Matrix, deltas, opportunities, risks.
Data & analytics
Natural language to SQL and data notes
Schema, filters, aliases, metric definitions.
Business metrics dashboards and anomaly readouts
Metric definitions, trends, anomaly attribution, actions.
GIS spatial analysis and layer scripts
CRS, buffers, layer overlays, query examples.
Excel / tables synced with databases
Field mapping, incremental sync, unique keys, conflict handling.
Funnel, retention, and user path analysis
Conversion steps, cohorts, paths, funnel diagnosis.
Experiments & insight
Competitive data collection and briefs
Collection dimensions, price/feature comparison, conclusions.
Feature engineering and model documentation
Feature sources, transforms, missingness, model inputs.
Data quality rules and cleansing playbook
Rules, outliers, cleansing logs, replay validation.
A/B experiment design and results
Hypotheses, sample size, significance, business readout.
Metric definitions and alignment page
Numerator/denominator, windows, exclusion rules, versions.
Observability & incidents
Log aggregation summaries and error clusters
Patterns, fingerprints, top errors, sample logs.
Incident RCA and impact triage
Timelines, dependencies, user impact, hypotheses.
Rollback, scale-out, and change drafts
Steps, risks, rollback verification, comms.
On-call handoff and summary
Open items, runbooks, escalation chain.
Patrol checklists and recurring reminders
Check items, thresholds, anomalies, tickets.
Platform & release
Configuration drift vs baseline
Drifts, impact, rollback, change records.
Container / K8s resources and cost hints
Requests/limits, HPA, waste, recommendations.
Disaster recovery drills and RTO/RPO
Drill scripts, outcomes, gaps, improvements.
Certificate and domain expiry alerts
Expiry dates, renewal, automation, rollback.
Release windows and change comms
Windows, blast radius, rollback, support scripts.
Security & vulnerability response
Dependency vulnerabilities and CVE triage
CVSS, exploitability, patches, mitigations.
Security scan findings and remediation list
Findings, false positives, owners, SLAs.
Privacy and PII compliance checks
Minimization, consent, cross-border, retention.
Least privilege and exposure review
IAM, exposure, secrets, audit.
Security awareness and phishing drill scripts
Cases, metrics, review, training.
Compliance & audit
Audit log sampling and compliance notes
Sampling, evidence chains, retention, retrieval.
Third-party integration and supply chain review
Questionnaires, SLAs, data flows, contract clauses.
Key rotation and KMS process
Rotation cadence, dual-active, rollback, drills.
Pentest summary and remediation tracking
Critical/High items, retests, evidence, closure.
Data classification and redaction draft
Classification, redaction, access, audit.
Academics & exam prep
Paper deep-read and summary cards
Methods, contributions, limits, related work.
Literature review and citation hygiene
Citation style, deduping, review structure.
Exam outline and practice plan
Topics, difficulty, schedule, error review.
Algorithm walkthroughs and complexity
Approach, edge cases, complexity, variants.
Language learning and correction
Grammar, idioms, natural phrasing, practice.
Industry & knowledge
Industry research summaries and comparisons
Thesis, data, sectors, comparisons.
Patent search and technical takeaways
Claims, novelty, citations, summary.
Open-source license comparison and selection
Permissive/copyleft, commercial use, compatibility.
Course / meeting notes structured
Outline, actions, resources, review.
Concept map and knowledge outline
Concept maps, hierarchy, confusions, examples.
Content marketing
Long-form outline and polish (WeChat / Zhihu)
Structure, pacing, citations, readability.
Short video script and titles (Xiaohongshu-style)
Hooks, shot list, voiceover, CTA.
Multi-platform syndication copy
Platform variants, summary length, links, tags.
SEO title, description, and keywords
Meta, H1, long-tail keywords, internal links.
Headline rewrites and A/B variants
Voice variants, audience tests, selection criteria.
Audio/video & community
Podcast / interview transcript cleanup
Timestamps, speakers, fixes, readable segments.
Press release and PR structure
Inverted pyramid, quotes, media kit, channels.
Course outline and slide key points
Learning objectives, exercises, duration, resources.
Livestream script and engagement beats
Open, pitch beats, Q&A, engagement rhythm.
Community campaign and topic plan
Topic calendar, creators, incentives, UGC prompts.
Growth ops
Campaign landing pages and rules copy
Rules, eligibility, prizes, risk disclaimers.
Coupon and promotion rules
Stacking rules, thresholds, validity, edge cases.
Community FAQ curation and updates
Top questions, taxonomy, versions, links.
Churn prevention and re-engagement scripts
Segments, channels, incentives, A/B tests.
Support QA sampling and scoring
Sampling rules, deductions, coaching, closure.
Customer support
Ticket replies with knowledge base lookup
Retrieved snippets, confidence, escalation, citations.
Multi-turn empathy and de-escalation scripts
Empathy, paraphrase, resolutions, escalation paths.
Returns and policy interpretation
Conditions, timelines, fees, exceptions.
SKU / inventory lookup playbooks
Stock status, replenishment, substitute SKUs, scripts.
User segmentation and outreach strategy
Segments, channels, frequency, A/B tests.
Commerce & supply chain
RFQ draft and quoting notes
Specs, lead times, terms, price breakdown.
Vendor evaluation and comparison memo
Scorecard dimensions, samples, risks, decisions.
E-commerce listing and PDP copy
Selling points, specs, compliance words, conversion.
Shipping, aftercare, and SLA copy
Shipping templates, returns, SLAs, liability.
Membership points and tier rules
Points earn/burn, tier benefits, exceptions.
Enterprise business
Invoice and tax FAQ
Tax rates, invoicing, reversals, compliance.
RFP / bid section highlights
Eligibility, technical response, deviations, format.
Business plan (BP) outline draft
Market, finance, team, milestones.
Cross-border and customs Q&A
HS codes, duties, logistics, compliance.
Contract negotiation notes and risks
Clauses, risks, tactics, red lines.
Office automation
Email drafting, summary, and tone alignment
Subject lines, body structure, tone, recipient tiers.
Structured meeting notes and action tracking
Decisions, action items, owners, due dates.
Calendar conflict detection and draft schedule
Availability, time zones, alternate slots, invite wording.
PDF merge/split and table extraction
Page order, bookmarks, table export, format checks.
Excel formulas and pivot assist
Formula review, pivot dimensions, error values, template notes.
Business & admin
Translation and glossary maintenance
Glossaries, consistency, variants, review workflow.
Contract draft and clause diff
Clause mapping, risks, redlines, executive summary.
Expense and approval documentation
Receipt lists, GL codes, approval chains, templates.
Customer visit notes and follow-ups
Customer highlights, pipeline, follow-ups, internal sync.
Weekly/monthly reports and OKR draft
Progress, blockers, risks, next-week plan.