Use Cases
AI Tools for Data Analysts
Build dashboards, automate KPI analysis, generate reports, and assess data quality.
391 playbooks across 3 categories
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.
Academic Research(137)
View all 137 →Academic Research Skills for Claude Code: Install & Workflow
The academic-research-skills plugin (Imbad0202/academic-research-skills on GitHub): deep research, literature review, paper writing, citation checks, and peer review for Claude Code — with a project brief that keeps every /ars command on-topic.
Research Paper Structure Editor
Improve the structural clarity of ML/CV/NLP research papers before submission — a reverse-outlining check that maps every paragraph's topic sentence back to the section thesis, section-by-section guidance for Abstract through Conclusion, a five-dimension adversarial self-review, and a claim-evidence map that catches unsupported claims in the Abstract and Introduction before a reviewer does.
Replication-First Coding
When working with existing code or papers, match the original exactly before extending. Verify against gold standard numbers to catch silent bugs.
Research Ideation Generator
Generate research questions, hypotheses, and empirical strategies. Brainstorm ideas systematically with structured prompts that push beyond obvious approaches.
Scholarly Writing Refiner
Polish academic English at the sentence level — a five-dimension review (grammar, word choice, voice, coherence, sentence structure) with concrete before/after tables for colloquial-to-academic substitutions, active/passive voice selection by scenario, transition-signal words by logical relationship, and section-specific tense and structure conventions for the Abstract and Introduction.
Scientific Benchling Integration
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.
Scientific Bindingdb Database
Query BindingDB for measured drug-target binding affinities (Ki, Kd, IC50, EC50). Search by target (UniProt ID), compound (SMILES/name), or pathogen. Essential for drug discovery, lead optimization, polypharmacology analysis, and structure-activit...
Scientific Biopython
Comprehensive molecular biology toolkit. Use for sequence manipulation, file parsing (FASTA/GenBank/PDB), phylogenetics, and programmatic NCBI/PubMed access (Bio.Entrez). Best for batch processing, custom bioinformatics pipelines, BLAST automation...
Scientific Biorxiv Database
Efficient database search tool for bioRxiv preprint server. Use this skill when searching for life sciences preprints by keywords, authors, date ranges, or categories, retrieving paper metadata, downloading PDFs, or conducting literature reviews.
Scientific Cellxgene Census
Query the CELLxGENE Census (61M+ cells) programmatically. Use when you need expression data across tissues, diseases, or cell types from the largest curated single-cell atlas. Best for population-scale queries, reference atlas comparisons. For ana...
Scientific Chembl Database
Query ChEMBL bioactive molecules and drug discovery data. Search compounds by structure/properties, retrieve bioactivity data (IC50, Ki), find inhibitors, perform SAR studies, for medicinal chemistry.
Scientific Clinical Decision Support
Generate professional clinical decision support (CDS) documents for pharmaceutical and clinical research settings, including patient cohort analyses (biomarker-stratified with outcomes) and treatment recommendation reports (evidence-based guidelin...
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.
Explore Other Roles
AI Tools for Researchers & Scientists
Accelerate literature review, data analysis, manuscript writing, and lab workflows.
AI Tools for Engineers & Developers
Automate changelogs, documentation, code review, CI/CD, and development 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.