Alt-Text Generator
Generates concise, descriptive alt-text for images.
Open source · MIT · No signup
500 AI skills, ready to paste.
A curated bank of reusable roles and behaviors with stable IDs, built for Claude Code, Codex CLI, Gemini CLI, Kimi CLI, Aider and Cline. Find a skill by task or ID, copy one line, and keep the ID in your notes so the behavior stays reproducible.
500Skills
10Categories
6CLI platforms
MITSelf-hosted
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Alt text, accessibility audits, screen-reader testing, scene description and multimodal reasoning.
Image-to-Scene Summarizer
Summarizes scenes from images for blind/low-vision users.
Floor Plan Verbalizer
Describes floor plans and spatial layouts.
Indoor Navigation Instruction Writer
Writes turn-by-turn indoor navigation instructions.
Spatial Relationship Explainer
Explains spatial relations between objects.
Object Descriptor for Assistive Use
Describes objects with orientation and affordances.
Safety-Aware Scene Commentator
Highlights obstacles, hazards, and safe paths in scenes.
Multimodal Question Answering Assistant
Answers questions grounded in images or diagrams.
Text-Simplification for Screen Readers
Simplifies text for easier screen reader use.
Structure-Preserving HTML/Markdown Rewriter
Rewrites content to preserve heading structure for accessibility.
Color Contrast Explainer
Explains color contrast issues from designs.
Caption Writing Assistant
Writes captions for videos and animations.
Audio Description Script Writer
Writes audio description scripts.
Keyboard Navigation Helper
Suggests keyboard navigation patterns for UIs.
AR/VR Accessibility Scenario Writer
Suggests how to adapt experiences in AR/VR.
Form Accessibility Checker
Reviews forms for accessible labels and flows.
Table Accessibility Reformatter
Rewrites complex tables into accessible linear text.
Screen Reader Testing Checklist Writer
Designs checklists for screen reader testing.
Landmark & Heading Structure Advisor
Suggests ARIA landmarks and heading structures.
Alternative Input Method Advisor
Suggests accommodations for alternative input methods.
Cognitive Load Reducer
Simplifies instructions and tasks.
Dyslexia-Friendly Text Rewriter
Rewrites for dyslexia-friendly layout and wording.
Language Complexity Annotator
Annotates where text may be too complex.
Accessibility Acceptance Criteria Writer
Writes accessibility ACs for user stories.
Accessibility Training Scenario Writer
Creates scenarios for training on accessibility.
Multi-Modal Teaching Companion
Combines text + visual + spatial explanations.
Tactile / Haptic Representation Ideator
Suggests tactile representations for info.
Vision-Language Evaluation Prompt Designer
Designs evaluation prompts for VLMs in accessibility tasks.
Accessibility Bug Triage Helper
Helps triage accessibility bugs by severity.
Assistive Tech Integration Planner
Plans integrations with screen readers and AT.
Non-Visual Map Explainer
Explains maps in non-visual terms.
Indoor Wayfinding Hint Generator
Produces hints for landmarks and routes.
Multimodal Safety Check Assistant
Flags risky content in images for assistive use.
Floor Plan Annotation Guide Writer
Guides annotation for accessible navigation.
Multimodal Dataset Documentation Assistant
Writes dataset docs focusing on accessibility.
Scene-to-Dialogue Narrativizer
Turns visual scenes into narrative descriptions.
Icon & Symbol Description Helper
Describes icons and abstract symbols.
UI Change Verbal Diff Generator
Describes UI changes between versions in text.
Temporal Navigation Assistant
Helps describe sequences of steps or animations.
Audio-Only UX Planner
Suggests audio-only flows for tasks.
Multimodal Prompt Pattern Library Curator
Curates prompt patterns for VLM tasks.
Safe Object Detection Task Framer
Frames detection tasks with safety and consent in mind.
Indoor Navigation Error Explainer
Explains navigation failures and edge cases.
Spatial Memory Aid Designer
Designs prompts that help users build mental maps.
Route Comparison Assistant
Compares routes for safety, complexity, and accessibility.
Wayfinding Dialogue Script Writer
Scripts dialogues for turn-by-turn assistance.
Sensor Fusion Explanation Assistant
Explains how vision, depth, and other sensors combine.
Assistive Agent Persona Configurator
Defines personas for assistive navigation agents.
Multimodal Evaluation Report Writer
Writes evaluation reports for multimodal models.
Accessibility-First Agent Orchestrator
Coordinates multiple skills to support blind/low-vision users safely.
Implementation, refactoring, testing, code review, debugging and security passes.
Language-Agnostic Code Explainer
Explains what a code snippet does in human terms.
Code Comment Writer
Adds high-quality comments to existing code without changing logic.
Refactoring Specialist
Refactors code for readability and maintainability while preserving behavior.
Complexity Reducer
Identifies complex regions and simplifies with clearer structure or patterns.
Documentation-First Coder
Writes docstrings and README-level docs before proposing code changes.
Test Case Generator
Generates unit tests, edge cases, and property-based tests.
Bug Reproducer & Minimizer
Isolates the minimal repro case for a bug from logs and descriptions.
Debugging Assistant
Proposes hypotheses and diagnostic steps for code issues.
Code Review Partner
Performs a human-style code review with comments and priority labels.
Performance Profiler (Static)
Inspects code for likely performance bottlenecks and hot paths.
Secure Coding Checker
Flags potential security issues and suggests safer patterns.
API Contract Enforcer
Checks if code adheres to a described API contract.
Type-System Advisor
Suggests typing improvements (e.g., TypeScript, Python typing).
Language Migration Assistant
Helps translate code between languages while preserving semantics.
Framework Migration Assistant
Guides migration between frameworks (e.g., React to Next.js).
CLI Tool Designer
Designs CLI UX and scaffolds code for command-line tools.
REST API Designer
Proposes REST endpoints, models, and error formats.
GraphQL Schema Designer
Designs GraphQL schemas and example queries.
Database Schema Normalizer
Normalizes database schemas and suggests indexes.
ORM Query Optimizer
Improves ORM queries to avoid N+1 and similar pitfalls.
Code Style Harmonizer
Aligns code with a given style guide or linter.
Legacy Code Archaeologist
Explains legacy code and proposes modernization paths.
Microservice Boundary Advisor
Suggests service boundaries and communication patterns.
Error-Handling Strategist
Designs consistent error-handling conventions across a codebase.
Logging Strategy Designer
Proposes logging levels, structure, and redaction rules.
DevEx Scripting Helper
Writes small scripts to speed up developer workflows.
IDE Prompt Snippet Generator
Generates prompt snippets/macros for editor integration.
Codebase Tour Guide
Creates onboarding tours for new contributors to a repo.
Git Workflow Advisor
Suggests branch, review, and release workflows.
CI/CD Pipeline Designer
Proposes CI/CD configurations and checks.
Containerization Assistant
Helps write Dockerfiles and compose setups.
Infrastructure-as-Code Helper
Assists with Terraform/CloudFormation patterns.
Security Threat Modeling Assistant
Helps model threats and mitigations for an app.
Codebase Search Strategist
Suggests search queries and patterns to explore large repos.
Repo Readme & Docs Generator
Drafts initial repo documentation and contributing guides.
API Client Generator
Generates API client code from OpenAPI or specs.
LLM Tooling Integrator
Suggests how to integrate Claude into existing dev workflows.
Safe Code Example Curator
Extracts and sanitizes examples for documentation.
Polyglot Snippet Translator
Produces the same snippet in multiple languages.
Code Pattern Library Curator
Builds a small pattern library from a codebase.
Regression Risk Estimator
Assesses risk of change and suggests extra tests.
Code Ownership Mapper
Suggests ownership boundaries and CODEOWNERS entries.
Static Analysis Rule Author
Proposes custom linting or static-analysis rules.
Coding Interview Question Generator
Generates coding problems with solutions.
Coding Interview Answer Analyzer
Reviews candidate solutions with rubric-style feedback.
Code Snippet Explainer for Non-Engineers
Explains code in business or product terms.
Prompt-to-Code Prototyper
Quickly turns natural language into draft code.
Code-to-Prompt Reverse Engineer
Infers original task/prompt from existing code.
Repository Refactoring Planner
Designs a multi-step refactor plan for a large repo.
Claude Code Session Guide
Defines patterns for using Claude as an in-IDE coding copilot.
Brainstorming, naming, concept development, constraints and structured creative exploration.
Brainstorm Facilitator
Leads structured idea generation sessions.
Divergent Thinking Booster
Forces unusual and diverse idea directions.
Convergent Idea Refiner
Helps narrow many ideas into promising ones.
Creative Constraint Game Designer
Adds playful constraints to spur creativity.
“What If” Scenario Generator
Generates speculative scenarios.
Analogy & Metaphor Brainstormer
Proposes metaphors for concepts or products.
Story Prompt Generator
Generates creative writing prompts.
Character & World Builder
Helps build characters and worlds for fiction.
Plot Twist Ideator
Suggests plot twists and complications.
Creative Writing Coach
Gives feedback on creative writing.
Visual Concept Brainstormer
Ideates visual concepts for designers.
Branding Concept Generator
Generates brand concepts and territories.
Campaign Concept Writer
Writes campaign concepts and taglines.
Workshop Activity Ideator
Suggests creative workshop activities.
Icebreaker Question Generator
Generates icebreaker questions.
Naming Workshop Facilitator
Facilitates structured naming exercises.
Game Mechanic Ideator
Suggests game mechanics for serious or casual games.
Narrative Design Assistant
Helps design narratives in games or products.
Constraint-Based Brainstorm Partner
Brainstorms within tight constraints.
Multi-Perspective Idea Evaluator
Evaluates ideas from many stakeholder perspectives.
Remix & Mashup Assistant
Combines existing ideas into new mashups.
Unconventional Use Case Generator
Lists non-obvious use cases.
Opposite-Day Ideator
Asks “what if we did the opposite?” of assumptions.
Trend + Counter-Trend Scout
Combines trends with counter-trends for ideas.
Fictional Tech Concept Ideator
Invents speculative technologies.
Ethical Design Brainstormer
Brainstorms ideas with ethical constraints foregrounded.
Ritual & Habit Designer
Designs rituals to support behaviors.
User Delight Moment Ideator
Identifies moments where delightful touches could live.
Workshop Agenda Creative Planner
Plans creative workshop agendas.
Set & Setting Imagination Partner
Imagines contexts for experiences.
Multi-Sensory Experience Ideator
Thinks in sight, sound, touch, etc.
Constraint Relaxation Advisor
Suggests which constraints to relax for new ideas.
Creative Brief Writer
Writes creative briefs for teams.
Alternative History Scenario Writer
Invents alternate historical outcomes.
“Future History” Scenario Writer
Writes future timelines.
Character Relationship Mapper
Maps relationships and conflicts.
Creative Block Breaker
Suggests exercises to overcome creative block.
Mood & Tone Board Writer
Describes mood boards in words.
Cross-Industry Inspiration Finder
Pulls analogies from other industries.
Brainstorm Output Structurer
Organizes brainstorm output into themes.
Idea Pre-Mortem Assistant
Imagines how a creative idea might fail.
Creative Pairings Generator
Suggests interesting pairings of concepts.
Story Arc Analyzer
Analyzes story arcs and suggests improvements.
Creative Parameter Tuner
Suggests parameters to tweak (tone, scale, audience).
Constraint-Stacking Challenge Maker
Stacks multiple constraints for advanced ideation.
“Borrowed Structure” Idea Maker
Borrows structures from other domains.
Backstory Generator
Generates backstories for characters/products.
Pose & Scene Idea Generator
For visual or narrative scenes.
Multi-Ending Story Ideator
Suggests branching endings.
Creative Systems Designer
Helps design systems that continually generate new ideas.
Exploratory analysis, statistics, data quality, experiment design and quantitative reasoning.
Data Question Clarifier
Clarifies what the user wants to learn from data before analysis.
Dataset Documentation Generator
Writes dataset cards and documentation.
Column Dictionary Builder
Infers meanings of columns and units from context.
EDA Strategist
Designs an exploratory data analysis plan.
Chart Type Recommender
Suggests chart types suitable for different relationships.
Hypothesis Framer
Helps frame testable hypotheses from vague questions.
Metric Definition Assistant
Defines metrics precisely, including numerator, denominator, and window.
A/B Test Planner
Designs A/B tests with metrics and guardrails.
A/B Test Result Interpreter
Interprets test output and caveats in business terms.
Experiment Log Summarizer
Summarizes multiple experiments into a single narrative.
SQL Query Explainer
Explains what a SQL query does and its pitfalls.
SQL Query Refiner
Optimizes SQL for clarity and performance.
Time-Series Analysis Assistant
Helps with trends, seasonality, and anomalies.
Forecasting Plan Designer
Suggests forecasting approaches and validation strategies.
KPI Tree Builder
Builds metric trees showing how KPIs break down into drivers.
Dashboard Spec Writer
Writes specs for BI dashboards.
Causal Inference Advisor
Flags where causal claims are unwarranted.
Sampling & Survey Design Helper
Advises on survey/sampling designs and biases.
Statistical Test Selector
Suggests appropriate statistical tests for a situation.
Result Communication Coach
Helps write clear analytical memos for non-technical readers.
Query-to-Question Mapper
Checks that your queries really answer your business question.
Data Quality Checklist Generator
Lists checks for missingness, duplicates, corruption.
Unit Consistency Checker
Finds potential unit mismatches and conversion issues.
Outlier Handling Strategist
Suggests ways to treat or explain outliers.
Feature Ideation Assistant
Brainstorms features for ML problems.
Feature Importance Explainer
Explains feature importance results in plain language.
Model Evaluation Explainer
Interprets metrics like AUC, F1, calibration.
Error Analysis Designer
Suggests slices and drill-downs to understand model errors.
Bias & Fairness Auditor
Helps reason about fairness metrics and bias checks.
ML Experiment Journal Writer
Structures experiment logs and notes.
Probability & Bayes Coach
Explains probability problems and Bayesian ideas.
Optimization Problem Framer
Turns informal goals into optimization formulations.
Constraint Programming Sketcher
Sketches constraints for scheduling and allocation problems.
Numerical Stability Advisor
Flags numerically fragile approaches.
Approximation & Heuristic Designer
Suggests heuristics when exact solutions are infeasible.
Math Proof Outliner
Outlines proof strategies without fully solving olympiad-style tasks.
Formula Explainer
Breaks down a complex formula into intuitive components.
LaTeX Equation Formatter
Outputs math cleanly in LaTeX inline or display format.
Dimension & Unit Checker
Checks dimensional consistency in physics/math problems.
Back-of-the-Envelope Estimator
Performs quick Fermi-style estimates.
Uncertainty Explainer
Explains confidence intervals, credible intervals, and uncertainty.
Metric Drift Watcher
Designs simple procedures to monitor metric drift.
Data Access Risk Assessor
Flags privacy and security risks in data usage.
Synthetic Dataset Generator (Safe)
Creates synthetic examples for demos (no real user data).
Data Storyboard Writer
Turns findings into a narrative with “setup-conflict-resolution” structure.
Visual Annotation Assistant
Suggests annotations and callouts for charts.
Notebook Structure Coach
Proposes structure for analytic notebooks (intro, setup, EDA, results).
Data Contract Drafting Assistant
Helps define data contracts between services/teams.
Metric Library Curator
Organizes a shared library of metric definitions.
Analytics Request Triage Bot
Categorizes incoming analytics requests and suggests next steps.
Lesson design, explanations at the right level, assessment writing and study support.
Adaptive Tutor
Adjusts explanations based on learner’s responses.
Learning Objectives Writer
Crafts clear learning objectives.
Lesson Plan Designer
Designs lesson plans for specific topics.
Curriculum Outliner
Outlines multi-week curricula.
Concept Explanation Levels
Explains at multiple levels (novice, intermediate, advanced).
Homework Problem Generator
Creates practice problems with solutions.
Quiz & Test Writer
Writes quizzes with answer keys.
Rubric Designer
Designs grading rubrics.
Feedback Comment Bank Generator
Generates reusable feedback comments.
Study Plan Designer
Designs study plans for a goal or exam.
Misconception Detector
Detects and corrects common misconceptions.
Peer Instruction Question Writer
Writes conceptual clicker-style questions.
Flipped Classroom Content Helper
Helps design pre-class materials.
Active Learning Activity Designer
Suggests interactive classroom activities.
Educational Analogy Maker
Creates analogies tailored to learner background.
Learner Progress Summarizer
Summarizes progress over time.
Exam Review Session Planner
Plans a structured review session.
Bloom’s Taxonomy Question Generator
Generates questions at different cognitive levels.
Socratic Dialogue Script Writer
Scripts Socratic dialogues on a topic.
Concept Prerequisite Mapper
Maps prerequisite relationships among concepts.
Multimodal Teaching Strategy Designer
Suggests text, visual, and interactive teaching methods.
Classroom Scenario Simulator
Simulates classroom dynamics for planning.
Accessibility-Aware Instructor Assistant
Suggests accommodations and accessible materials.
Educational Game Mechanic Ideator
Invents simple game mechanics for learning.
Course Syllabus Writer
Writes syllabi including policies and schedules.
Feedback-to-Action Translator
Helps teachers turn feedback into course changes.
Learning Reflection Prompt Writer
Creates prompts for learner reflection.
Concept Check Quiz Creator
Generates quick checks to verify understanding.
Remediation Plan Designer
Designs remediation plans for struggling learners.
Peer Review Activity Designer
Designs peer review activities.
Study Guide Generator
Generates study guides from course material.
Interactive Notebook Helper
Suggests interactive notebook activities.
Office Hours Companion
Suggests how to structure office hours time.
Grade Explanation Writer
Helps explain grades transparently.
Academic Integrity Scenario Writer
Creates scenarios to discuss integrity.
Cross-Disciplinary Link Finder
Finds connections between subjects.
Language Tutor for Technical Topics
Tutors language learning via technical content.
Study Technique Coach
Suggests effective study techniques.
Learning Disability-Aware Assistant
Suggests accommodations strategies.
Parent/Guardian Communication Writer
Drafts communications about learner progress.
Lab Manual Assistant
Helps write or clarify lab manuals.
Group Project Structure Designer
Designs group project structures and roles.
Discussion Question Writer
Writes questions for in-class discussion.
MOOC Content Planner
Helps plan online course content.
Knowledge Check Bot
Conducts quick checks in chat form.
Certification Exam Blueprint Helper
Assists in designing exam blueprints.
Learning Analytics Question Crafter
Crafts questions to ask of learning analytics.
Study Habit Tracker Prompt Designer
Designs prompts for habit tracking.
Research Skill Trainer
Teaches basic research skills and information literacy.
Tutor Persona Configurator
Helps define custom tutor personas for specific domains.
Planning, reasoning, requirement clarification, decision hygiene and meta-workflows.
Structured General Assistant
Default Claude assistant that responds clearly, step-by-step, and asks for clarification when needed.
Socratic Questioner
Guides the user by asking probing questions instead of giving direct answers immediately.
Clarifying Requirements Bot
Specializes in rewriting vague tasks into precise, testable requirements.
Task Decomposer
Breaks complex goals into ordered subtasks with dependencies and milestones.
Planning & Execution Orchestrator
Creates a multi-phase plan, then executes one phase at a time with checkpoints.
Constraint Enforcer
Ensures all outputs obey explicit constraints like word limits, formats, or style rules.
Safety & Red-Team Checker
Reviews ideas and prompts for safety, privacy, and policy concerns before execution.
Persona Switchboard
Suggests and manages different personas (teacher, critic, coach) for a given task.
Prompt Optimizer
Takes a rough prompt and rewrites it into a clearer, more structured version.
Output Evaluator
Scores and critiques Claude’s own answer quality against explicit criteria.
XML-Tag Response Formatter
Wraps responses in custom XML tags for easy downstream parsing.
JSON Schema Filler
Fills a given JSON schema strictly, refusing to add extra fields.
Markdown Formatter
Ensures all responses are clean, well-structured Markdown (headings, lists, tables).
Role-Play Controller
Maintains a role-play persona while still complying with system constraints.
Thought-Trace Summarizer
Produces a concise summary of internal reasoning without exposing raw chain-of-thought.
“Think Step by Step” Enforcer
Always structures solutions as numbered reasoning steps.
Multi-Option Generator
Always proposes 3–5 distinct options with pros and cons.
Decision Helper
Helps pick between options using explicit decision criteria and scoring.
Assumption Highlighter
Flags hidden assumptions in user questions and proposed solutions.
Risk & Edge-Case Spotter
Lists failure modes, edge cases, and ways to mitigate them.
Meta-Critic
Critiques its own previous answer and proposes a better version.
Explain-Like-I’m-Five Translator
Turns complex explanations into very simple, intuitive language.
Jargon Buster
Rewrites an explanation with minimal jargon, defining all technical terms.
Style Mimic
Imitates a given writing or reasoning style from examples provided by the user.
Cross-Cultural Sensitivity Checker
Reviews content for cultural assumptions and potential offense.
Error Message Interpreter
Explains confusing AI or system error messages in plain language.
Session Memory Summarizer
Summarizes a long conversation into a reusable brief for future sessions.
Goal Alignment Checker
Checks if a proposed plan truly targets the stated user goal.
Time-Boxed Planner
Designs a plan that fits within strict time limits (e.g., 30 minutes).
Resource-Aware Planner
Plans tasks given constraints like skills, tools, and budget.
Cross-Model Prompt Portability Advisor
Suggests how to adapt a prompt for different LLM providers.
Localization Advisor
Points out what needs changing to adapt content for another locale or language.
Content Policy Sanity Checker
Simulates a content-policy review of a draft.
Multi-Persona Debate Moderator
Orchestrates a debate among multiple named Claude personas.
Priority Negotiator
Helps users trade off priorities like cost, speed, and quality.
Iterative Refinement Partner
Always proposes an improved next iteration, then asks for feedback.
“Rubber Duck” Listener
Lets user talk through a problem and mirrors it back without prematurely solving.
Constraints-First Designer
Starts by listing constraints, then designs within them.
Analogy Maker
Explains a concept with multiple analogies tailored to user background.
Output Length Controller
Keeps responses within a target token/word range.
Format-Aware Router
Chooses between list, table, narrative, or diagram depending on task.
Multi-Language Switcher
Can switch languages mid-conversation while preserving technical accuracy.
Critique-Then-Create Pattern
First critiques existing work, then uses critique to create a better version.
Traceability Enforcer
Ensures every recommendation points back to explicit evidence or assumptions.
Checklist Generator
Converts complex procedures into actionable checklists.
API Output Post-Processor
Cleans and structures raw tool/API output for human consumption.
Conversation Boundary Setter
Clarifies what will and won’t be covered in a session.
Feedback Summarizer
Aggregates multiple pieces of feedback into themes and action items.
Logging & Note-Taking Assistant
Turns a live discussion into structured notes or minutes.
Meta-Prompt Designer
Helps design custom prompts and skill definitions for this very skills bank.
Daily planning, meeting prep, documentation, risk tracking and repeatable operations.
Daily Planning Assistant
Helps plan daily tasks with priorities.
Weekly Review Guide
Guides a weekly review ritual.
Project Plan Drafting Assistant
Drafts project plans with milestones.
Risk Register Draft Helper
Builds risk registers for projects.
Task Prioritization Helper
Applies prioritization frameworks to to-do lists.
Meeting Agenda & Prep Assistant
Prepares agenda and pre-reads.
Action Item Tracker
Extracts action items from notes or transcripts.
SOP Writer
Writes standard operating procedures.
Checklist Library Builder
Builds checklist libraries for recurring tasks.
Process Improvement Brainstormer
Brainstorms process improvement ideas.
Time-Boxed Sprint Planner
Plans sprints with capacities and goals.
Retrospective Facilitator Script
Scripts retro questions and flow.
Dependency Mapper
Maps dependencies across tasks.
Work-In-Progress Limit Advisor
Suggests WIP limits and policies.
Documentation Gap Finder
Identifies missing documentation areas.
Handoff Plan Writer
Writes handoff plans when shifting ownership.
Vendor Evaluation Checklist Writer
Drafts vendor evaluation criteria.
Runbook Author
Writes incident runbooks.
Incident Postmortem Writer
Helps write postmortems with action items.
Communication Cadence Planner
Plans cadence for status updates.
Template Library Curator
Suggests a library of internal templates.
Budget Narrative Writer
Explains budgets and cost allocations.
Ops Risk Scenario Planner
Envisions risk scenarios and mitigations.
Meeting Load Optimizer
Suggests meeting reductions and async options.
Workflow Automation Ideator
Identifies candidates for automation.
Integration Spec Writer
Writes integration specs between systems.
SLA / SLO Draft Writer
Drafts service level agreements/objectives.
Capacity Planning Helper
Assists with rough capacity planning.
Knowledge Base Article Writer
Writes internal KB entries.
Policy & Procedure Harmonizer
Harmonizes overlapping policies.
Delegation Planner
Helps plan what to delegate and to whom.
Role & Responsibility Clarifier
Clarifies RACI or role definitions.
Onboarding Plan Writer
Designs onboarding plans for roles.
Offboarding Checklist Writer
Creates offboarding checklists.
Compliance Document Draft Helper
Assists with compliance docs.
Audit Prep Organizer
Organizes info for audits.
Multi-Team Coordination Planner
Plans cross-team coordination.
SLA Breach Communication Helper
Drafts customer comms for SLA breaches.
Process KPI Selector
Suggests KPIs for operational processes.
Workload Balancing Advisor
Suggests ways to balance team workload.
Async Collaboration Playbook Writer
Writes a playbook for async work.
Documentation Template Designer
Designs templates for docs.
Time Audit Companion
Helps conduct personal or team time audits.
Meeting Notes Formatter
Formats raw notes into clean summaries.
Recurring Rituals Planner
Designs recurring planning/review rituals.
Vendor Risk Assessment Helper
Helps assess vendor risk.
Internal FAQ & Wiki Organizer
Structures internal wikis.
Operational Run Simulation Designer
Designs tabletop exercises and drills.
Burnout Risk Spotter
Flags burnout risks in schedules/plans.
Personal Productivity Coach
Coaches users on productivity habits.
Product specs, user stories, UX review, positioning and business analysis.
Product Requirements Writer
Drafts clear PRDs from feature ideas.
User Story Generator
Writes user stories with acceptance criteria.
Jobs-To-Be-Done Mapper
Maps features to jobs-to-be-done.
Opportunity Solution Tree Helper
Helps build opportunity solution trees.
Product Vision Articulator
Writes concise product visions and narratives.
Roadmap Drafting Assistant
Drafts roadmap options with tradeoffs.
Feature Prioritization Helper
Guides prioritization using frameworks (RICE, MoSCoW).
Experiment Idea Generator
Suggests experiments for validating product ideas.
Onboarding Flow Designer
Proposes onboarding flows for new users.
UX Writing Assistant
Writes UI copy, tooltips, and microcopy.
User Journey Mapper
Maps journeys from awareness to retention.
Persona Builder
Helps construct realistic user personas.
Support Macro Writer
Writes customer support macros.
Incident Communication Writer
Drafts incident/status updates for users.
Churn Risk Hypothesis Generator
Suggests reasons for churn and tests.
Pricing Experiment Planner
Suggests pricing tests and metrics.
Competitive Landscape Summarizer
Summarizes competitors and differentiators.
SWOT & Strategy Assistant
Builds SWOT analyses.
OKR Drafting Assistant
Helps define OKRs and key results.
Meeting Facilitation Script Writer
Drafts facilitation scripts for product meetings.
Customer Interview Guide Writer
Designs interview guides and question sets.
Voice of Customer Synthesizer
Synthesizes feedback into themes.
Product Risk Register Helper
Lists product risks and mitigations.
UX Research Plan Writer
Drafts research plans and methods.
Usability Test Script Writer
Writes tasks and prompts for usability tests.
Beta Program Planner
Designs beta/early-access program structure.
Launch Checklist Generator
Generates launch checklists.
Release Notes Writer
Drafts user-friendly release notes.
Customer Journey Email Writer
Writes lifecycle email sequences.
Sales Enablement Content Helper
Drafts one-pagers and battlecards.
Partner Pitch Deck Narrative
Helps shape the narrative for pitch decks.
Market Sizing Estimator
Guides top-down and bottom-up sizing.
Business Model Canvas Assistant
Fills in BMC blocks with user input.
KPI Definition & Alignment Helper
Aligns KPIs with business goals.
Product Strategy Narrative Writer
Craft strategy memos.
Experiment Result Memo Writer
Summarizes experimental findings for stakeholders.
Product-Tech Bridge Explainer
Translates technical constraints for product folks.
Product Accessibility Advocate
Highlights accessibility implications in designs.
Roadmap Communication Coach
Helps communicate roadmaps empathetically.
Customer-Centric Requirement Reframer
Rewrites requirements from the user’s viewpoint.
Beta Feedback Analyzer
Synthesizes feedback from beta users.
Sunsetting Communication Planner
Plans communication for feature deprecations.
Feature Naming Assistant
Helps name features clearly and memorably.
UX Anti-Pattern Spotter
Flags potential UX anti-patterns.
Value Proposition Refiner
Improves value propositions for clarity and resonance.
Customer Objection Handler
Suggests responses to common objections.
Internal Alignment Memo Writer
Writes alignment memos for cross-functional teams.
Product-Analytics Bridge
Connects product questions to analytics tasks.
UX Metrics & NPS Interpreter
Interprets UX metrics and survey data.
Strategy Review Companion
Guides regular review of strategy and roadmap.
Literature search, paper reading, synthesis, evidence mapping and research planning.
Literature Search Planner
Designs a search strategy across engines and databases.
Query Refiner for Search
Refines keyword queries for better search results.
Paper Abstract Explainer
Explains an abstract in accessible language.
Full-Paper Summarizer
Summarizes long papers into structured briefs (context, method, results).
Related Work Mapper
Maps how papers relate (citations, families, competing methods).
Terminology Glossary Builder
Extracts and defines key terms from a paper.
Method Comparison Assistant
Compares methods across multiple papers.
Result Sanity Checker
Spots surprising or suspicious results needing further scrutiny.
Literature Gap Identifier
Suggests potential unexplored gaps or extensions.
Research Question Refiner
Converts broad ideas into sharp research questions.
Hypothesis Cataloguer
Lists candidate hypotheses and their testability.
Experimental Design Critic
Reviews experimental design and suggests improvements.
Reproducibility Checklist Builder
Creates a checklist for reproducing a paper.
Citation Recommendation Assistant
Suggests citations to support a claim.
Reference Manager Formatter
Formats references for various styles.
Review Response Draft Helper
Helps draft responses to reviewer comments.
Literature Review Outliner
Outlines sections for a literature review.
Trend Summarizer
Summarizes trends across a body of work in a field.
Paper Reading Coach
Guides how to read a specific paper efficiently.
Note-Taking Template Designer
Designs note templates for reading.
Multi-Paper Matrix Builder
Suggests comparison matrices across multiple works.
Controversy Mapper
Identifies areas of disagreement in a literature.
Method Selection Advisor
Helps choose methods aligning with constraints and data.
Bibliography Gap Checker
Flags obvious missing citations in a draft.
Conference Fit Advisor
Suggests which venues fit a given project.
Research Roadmap Planner
Outlines a multi-stage research roadmap.
Dataset & Benchmark Hunter
Suggests relevant datasets and benchmarks.
Evaluation Metric Advisor
Suggests evaluation metrics aligned to task goals.
Replication Study Planner
Designs a replication study.
Threats to Validity Analyzer
Lists internal, external, and construct validity threats.
Open Problems Cataloguer
Helps catalog open questions in a domain.
Survey Instrument Designer
Assists in designing questionnaires and interview guides.
IRB / Ethics Draft Helper
Helps draft ethical considerations sections.
Prior-Art Search for Patents
Structures patent-style prior art searches.
Patent Claim Structurer
Helps sketch structured claims for an invention.
Grant Proposal Outliner
Outlines proposals with aims, novelty, and impact.
Impact Statement Writer
Helps write impact statements for research.
Negative Result Narrativizer
Helps write up negative or null findings constructively.
Workshop & Special Session Ideator
Suggests workshop themes around a line of work.
Cross-Domain Transfer Scout
Spots how ideas transfer between domains.
Reading Group Facilitator
Prepares reading group questions and structure.
Research Log Companion
Helps maintain a daily or weekly research log.
Concept Map Builder
Builds concept maps linking ideas in a subfield.
Claims-Evidence Mapper
Maps claims to supporting evidence and gaps.
Position Paper Coach
Helps structure arguments for a position paper.
Survey / Tutorial Writer Assistant
Assists in designing survey/tutorial-style papers.
Meta-Analysis Outliner
Outlines a meta-analysis plan for a question.
Dataset Limitations Explainer
Helps articulate dataset biases and limitations.
Relevance Filter for Sources
Ranks sources by relevance to a specific question.
Research-to-Product Bridge
Helps translate research results into product ideas.
Drafting, structure, editing, tone, argumentation and publication-ready prose.
Structure-First Essay Planner
Plans essays with clear sections before drafting.
Thesis Statement Crafter
Crafts strong thesis statements.
Argument Strengthener
Identifies weak arguments and suggests support.
Coherence & Flow Editor
Improves paragraph transitions and flow.
Clarity & Brevity Editor
Makes writing more concise without dropping key content.
Tone Shifter
Adjusts writing tone (formal, friendly, neutral, assertive).
Grammar & Style Checker
Corrects grammar, punctuation, and style.
Executive Summary Writer
Produces tight executive summaries.
Outline-to-Draft Expander
Expands outlines into full drafts.
Draft-to-Outline Distiller
Distills a long draft back into an outline.
Email Polisher
Polishes emails for clarity and tone.
Cold Outreach Email Writer
Drafts outreach emails with customized hooks.
Meeting Agenda Writer
Writes clear agendas and desired outcomes.
Meeting Minutes Writer
Converts raw notes into structured minutes.
Blog Post Planner
Helps plan a blog post structure and angle.
Blog Post SEO Assistant
Suggests headings and keywords.
Social Post Generator
Produces short posts for multiple platforms.
Headline / Title Generator
Suggests multiple headline options.
Tagline & Slogan Generator
Generates concise taglines.
Style Guide Enforcer
Edits text according to a custom style guide.
Accessibility-First Writer
Writes content for broad accessibility (plain language).
Legalese Simplifier
Makes legal text more understandable.
Policy Document Drafter
Drafts internal policies in clear language.
FAQ Generator
Generates FAQs from a body of content.
Q&A Pair Generator
Extracts key questions and answers.
Translator + Context Keeper
Translates while preserving technical nuance.
Consistency Checker
Checks for inconsistencies in terminology and claims.
Style Mimic Writer
Mimics a writing style given examples.
Long-Form Report Writer
Generates structured reports from notes and data.
White Paper Assistant
Helps with white paper structure and tone.
Proposal Writer
Assists in writing business or project proposals.
Slide Narrative Writer
Writes the narrative to accompany slides.
Script Writer (Talk/Video)
Drafts scripts for talks or videos.
Resume & CV Editor
Improves resumes for clarity and impact.
Cover Letter Writer
Writes tailored cover letters.
Peer Review Comment Generator
Helps reviewers phrase constructive feedback.
Sensitivity Reader Assistant
Checks content for inclusive language.
Multilingual Copy Harmonizer
Keeps messaging consistent across languages.
Reference & Citation Inserter
Suggests where to reference sources in text.
Reading Level Adjuster
Adjusts text to a target reading level.
Dialogue Writer
Crafts natural dialogue for stories.
Narrative Point-of-View Shifter
Changes POV (first, third, omniscient).
Story Beat Outliner
Outlines story beats for fiction or case studies.
Editing Checklist Companion
Provides a checklist for reviewing drafts.
Plagiarism-Aware Rewriter
Rewrites while avoiding copying phrasing.
Abstract & Summary Harmonizer
Aligns abstract/summary with full text.
Localization Copy Adapter
Adapts copy to cultural context.
Call-to-Action Optimizer
Improves calls-to-action in text.
Multi-Audience Versioning Helper
Creates versions of content for different audiences.
Prompted Writing Tutor
Uses prompts to coach the user’s own writing practice.
No skill matches that.
Try a shorter phrase, an ID such as CS-009, or clear the filters.
One bank, every agent.
The bank groups 50 skills into each of ten categories: accessibility and multimodal work, coding and review, creativity, data and math, education, general reasoning, operations, product and UX, research and reading, and writing.
Every entry has a stable ID, a human-readable name and a one-line description. The repository ships the same 500 skills as Markdown, plus configuration packs for six AI coding CLIs. MIT licensed, no account and no hosted service.