Use Cases
AI Tools for Engineers & Developers
Automate changelogs, documentation, code review, CI/CD, and development workflows.
359 playbooks across 4 categories
Developer Tools(177)
View all 177 →Accessibility Engineering for Components
Build accessible UI components at the code level, not just the audit level — 14 concrete engineering principles (focus-visible over bare :focus, roving tabindex for composite widgets, inert-based modal focus trapping, WCAG 2.5.8 hit-area minimums), a common-mistakes table with fixes, and a severity-rated review format ending in a hard Block/Needs-changes/Approve verdict.
Adversary Emulation: MuddyWater
An intelligence-grounded, authorized purple-team emulation profile for MuddyWater (MITRE ATT&CK G0069), Iran's MOIS-linked cyber-espionage group — attribution, targeting, representative TTPs by ATT&CK tactic, emulation guidance mapped to generic red-team tooling, and paired detection/defense recommendations for every offensive technique, all under an explicit authorized-use caveat.
Adversary Emulation: Turla
An intelligence-grounded, authorized purple-team emulation profile for Turla (MITRE ATT&CK G0010), Russia's FSB-linked espionage group — attribution, distinctive TTPs (satellite C2 hijacking, steganographic email backdoors, parasitizing rival APT infrastructure), emulation guidance mapped to generic red-team tooling, and paired detection recommendations, under an explicit authorized-use and lab-only caveat for rootkit techniques.
AI Agent Red Team Methodology
A first-principles methodology for authorized red-team exercises against AI products, agents, MCP servers, skills, and repositories — capability and trust-boundary modeling, AI-specific attack hypothesis families (prompt injection, tool misuse, data leakage, SSRF), harmless-proof testing with canaries, one-variable-at-a-time adaptive iteration, and business-language evidence-based reporting.
Contribution PR Review
Review an external contributor's PR the way an open-source maintainer should — check automated bot security findings first (across every channel they might post to), watch specifically for suspicious AGENTS.md or workflow-permission changes, scale size and test-coverage expectations by contributor experience, and separate intent/scope alignment from code quality that bots already covered.
Datadog Error Triage to PR
Take Datadog Error Tracking issues from raw occurrence counts to a reviewable, tested PR — a five-class bug taxonomy that filters out infra noise and deploy-skew before ranking, a recency premium that catches fresh regressions early, a mandatory approval gate before any fix is written, and a test-first fix workflow that generalizes past the one reported occurrence.
React Native Video (v6 & v7)
Give correct react-native-video guidance by detecting the installed major version first — v6's imperative <Video> component and v7's completely different useVideoPlayer/VideoView player-object model share a name but no API, and mixing them up is the single most common mistake when helping with this library.
React Three Fiber Animation Reference
Animate React Three Fiber scenes correctly — useFrame fundamentals with render priority, full GLTF animation control via useAnimations (playback, crossfade, event listeners, speed-based blending between Idle/Walk/Run), @react-spring/three physics animations with gesture and chain integration, and the five performance rules that keep per-frame updates from triggering React re-renders.
Reshape PR Commits
Turn a branch's messy WIP/fixup commit history into a clean, logically-grouped set of commits before review — proposed regrouping with explicit approval, git reset --soft plus staged re-commits instead of interactive rebase, and hard guardrails (feature branches only, force-with-lease only, never touch another author's commits).
Planning with Files
Persistent, file-based planning for multi-step AI-agent work — task_plan.md, findings.md, and progress.md on disk, a 2-action rule for capturing multimodal findings before they're lost, a 3-strike error protocol, and a 5-question reboot test to verify state survives a compaction.
PR Queue Triage
Clear a backlog of open pull requests before a release by classifying every PR into an evidence-based disposition — never by title — with a real git merge-tree test against the actual release branch, not the platform's often-wrong mergeable flag.
Reproducible Database Lookup
A methodology for querying public database APIs — scientific, regulatory, financial, or otherwise — so another agent or human can repeat exactly what you did: bounded calls, count reconciliation, identifier-conversion tracking, and untrusted-data handling for every response.
Project Management(23)
View all 23 →Project Status Artifact
Generate and publish an opinionated, tabbed project status page for work too big for one update — success criteria, a workstream sequence, next steps, risks — then refresh it in place on the same URL, reporting only what changed instead of re-narrating the whole project.
Team Capacity & Resource Planner
Analyze team workload, identify capacity gaps, and model resource allocation scenarios for staffing decisions.
Product Feature Prioritization
Prioritize product features using RICE, weighted scoring, and value-vs-effort frameworks with stakeholder alignment.
Lessons Learned Documentation
Facilitate and document project retrospectives with structured lessons learned, root causes, and actionable improvements.
Product Roadmap Communication
Transform product roadmaps into audience-specific communications for executives, customers, sales teams, and engineering.
Project Charter & Kickoff Documentation
Create project charters with scope definition, stakeholder analysis, risk assessment, and kickoff materials for new initiatives.
Project Status & Health Reporting
Generate project health dashboards with RAG status, milestone tracking, risk updates, and stakeholder-ready summaries.
Requirements Documentation
Transform stakeholder needs into structured requirements documents with user stories, acceptance criteria, and traceability matrices.
Sprint Planning & Backlog Refinement
Structure sprint planning sessions with story estimation, capacity planning, sprint goals, and backlog grooming frameworks.
Stakeholder Analysis & Communication Planning
Map project stakeholders by influence and interest, design tailored communication strategies, and build engagement plans.
Project Management Bootstrapper
Initialize a comprehensive project management system with folder structures, TODO tracking, resource catalogs, and Claude-specific project configuration.
Spec-Driven Project Manager (CCPM)
A complete PRD-to-shipped-code workflow: write PRDs, parse them into technical epics, decompose into GitHub issues, launch parallel agents via git worktrees, and track it all with deterministic status scripts.
Productivity(82)
View all 82 →PDF to Readable HTML
Convert a PDF into one self-contained, readable HTML file that preserves images, tables, charts, and reading order — optionally translating it while keeping every figure intact.
AI Prompt Builder
Turn rough ideas into optimized, high-performance prompts for any AI model — eliminates ambiguity, adds the right context, and structures output expectations so you get better results on the first try.
Processize Before You Productize
Turn any product idea into a manual process you can deliver today — before writing a line of code. Document the 'magic piece of paper,' charge for it, then automate only what you've proven works.
Recall
Recall marketing learnings.
Region Config
Configure regional settings.
Calendar & Schedule Optimizer
Analyze your calendar to find time waste, optimize meeting load, and redesign your week for strategic priorities.
Meeting Facilitation Planner
Design effective meetings with timed agendas, facilitation guides, discussion frameworks, and backup plans.
Meeting Notes to Action Items
Transform raw meeting notes into structured summaries, action item tables, and follow-up emails in minutes.
Weekly Status Report Generator
Transform scattered notes, emails, and task updates into polished weekly status reports in minutes instead of hours.
Save Knowledge
Save brand knowledge to memory.
Prompt Auditor & Refiner
Audit existing prompts against quality checklists for substance and structure, then output targeted improvements without rewriting from scratch.
Quarterly Goals Tracker
Track quarterly objectives with progress scoring, evidence gathering from multiple sources, and interactive deadline management.
Data & Reporting(77)
View all 77 →Performance Check
Pull live metrics for a performance snapshot.
Performance Report
Generate performance reports.
Prompt Test
A/B test content variations.
Quality Report
Generate quality trends report.
Roi Calculator
Calculate marketing ROI.
Automated Report Generator
Generate professional data reports with charts, tables, and visualizations
SaaS Metrics Dashboard
SaaS business metrics analysis - MRR, ARR, Churn, LTV, CAC, cohort analysis, and investor reporting
Cohort & Segment Analysis
Perform cohort analysis and customer segmentation to identify behavioral patterns, retention trends, and high-value groups.
Customer Feedback Synthesizer
Synthesize customer feedback from multiple channels into actionable themes, sentiment analysis, and product insights.
Dashboard Narrative Generator
Transform dashboard data and KPI snapshots into compelling written narratives that explain the story behind the numbers.
Data Cleanup & Formatting
Clean, standardize, and validate messy data files — fix formats, remove duplicates, and get analysis-ready datasets.
Data Quality Assessment
Assess data quality across completeness, accuracy, consistency, and timeliness with remediation priorities.
Explore Other Roles
AI Tools for Researchers & Scientists
Accelerate literature review, data analysis, manuscript writing, and lab workflows.
Claude for Executives & Directors
Strategic analysis, competitive intelligence, board presentations, and decision support.
AI Tools for Startup Founders
Launch faster with marketing, market research, legal, hiring, and sales playbooks.
Claude for Teachers, Students & Educators
Study smarter with research assistance, note organization, and learning workflows.
AI Tools for Operations Managers
Streamline SOPs, compliance audits, vendor evaluation, and process documentation.
AI Tools for Marketers
Generate ad copy, manage campaigns, analyze competitors, and scale content production.