Analyze BRD and existing corpus to identify knowledge gaps, then generate prioritized research tasks for filling those gaps
Score 70/100
Execute research tasks autonomously by searching for sources, evaluating reliability, ingesting content, and resolving knowledge gaps
Score 70/100
Execute research workflow orchestration - processes pending research tasks sequentially
Score 70/100
Display comprehensive project progress including BRD status, corpus statistics, research progress, and writing progress with recommendations for next actions
Score 70/100
Use when you need to generate many creative options before systematically narrowing to the best choices.
Score 70/100
Experiment design expert using pretotyping and lean validation for both new product concepts and existing product features.
Score 70/100
Design experiments to test assumptions for an existing product — prototypes, A/B tests, spikes, and other low-effort validation methods.
Score 70/100
Design lean startup experiments (pretotypes) for a new product. Creates XYZ hypotheses and suggests low-effort validation methods like landing pages, explainer videos, and…
Score 70/100
Use when requirements specify risky technical assumptions, unfamiliar APIs, or complex integrations before implementing full features - creates sequential POC plans with parallel…
Score 70/100
Generate multiple viable solution options after research is complete, before converging on a single approach.
Score 70/100
Guides researchers through structured ideation frameworks to discover high-impact research directions.
Score 70/100
Access BRENDA enzyme database via SOAP API. Retrieve kinetic parameters (Km, kcat), reaction equations, organism data, and substrate-specific enzyme information for biochemical…
Score 70/100
Browse Bluesky content via API and firehose - search posts, fetch user activity, sample trending topics, read feeds and lists, analyze and categorize accounts.
Score 70/100
Generate phylogenies from genome assemblies using BUSCO/compleasm-based single-copy orthologs with scheduler-aware workflow generation
Score 70/100
Generate phylogenies from genome assemblies using BUSCO/compleasm-based single-copy orthologs with scheduler-aware workflow generation
Score 70/100
Skriptoteket-specific brutalist/academic UI design for the Vue 3 + Vite SPA. Uses Tailwind v4 utilities mapped to HuleEdu tokens and SPA primitives.
Score 70/100
Display LOCAL BTR statistics (NOT ByteRover/brv). Use when the user asks "how much time saved", "context statistics", "usage metrics", "BTR statistics", "BTR metrics", "BTR…
Score 70/100
Use this agent when you need to create budget plans, analyze spending allocation, model burn rate scenarios, or review budget-to-actual variance.
Score 70/100
Calculate precise buffer recipes with accurate mass and volume measurements for molecular biology and biochemistry.
Score 70/100
Reproduce bugs and gather evidence for root cause analysis. Use when investigating a bug report to confirm reproduction and collect detailed information about the failure.
Score 70/100
Load automatically when planning, researching, or implementing Medusa Admin dashboard UI (widgets, custom pages, forms, tables, data loading, navigation).
Score 70/100
Use when creating reusable GitLab CI/CD configurations, building component catalog entries, or packaging pipeline templates for sharing - provides systematic guide following…
Score 70/100
Router for 3D building game mechanics in Three.js. Use when creating survival games, sandbox builders, base builders, or any game with player-constructed structures.
Score 70/100
Load automatically when planning, researching, or implementing Medusa storefront features (calling custom API routes, SDK integration, React Query patterns, data fetching).
Score 70/100
Builds live parameter tuning panels as floating developer overlays with sliders, toggles, color pickers, dropdowns, and spring controls wired to app values for real-time visual…
Score 70/100
Load automatically when planning, researching, or implementing ANY Medusa backend features (custom modules, API routes, workflows, data models, module links, business logic).
Score 70/100
Guide Claude through omicverse's bulk RNA-seq DEG pipeline, from gene ID mapping and DESeq2 normalization to statistical testing, visualization, and pathway enrichment.
Score 70/100
Use when generating multiple curriculum-aligned concept files in parallel (5+ concepts) - researches curriculum, creates concept list, spawns parallel generation agents,…
Score 70/100
Generate phylogenies from genome assemblies using BUSCO/compleasm-based single-copy orthologs with scheduler-aware workflow generation
Score 70/100
Guide to interpreting BUSCO completeness statuses: why Duplicated BUSCOs count as complete, parsing output files, computing/comparing completeness across proteomes/genomes, common…
Score 70/100
Business analysis skill for requirements gathering, market research, strategic analysis, and project brief creation.
Score 70/100
Perform comprehensive competitor analysis for any business. Produces an executive-summary markdown report with target customer profile, market positioning, pricing/business model,…
Score 70/100
Use this agent when you need to validate a business idea through structured market research, competitive analysis, and business model assessment.
Score 70/100
Align DNA short reads to reference genomes using bwa-mem2, the faster successor to BWA-MEM. Use when aligning DNA short reads to a reference genome.
Score 70/100
Use when designing, updating, or exploring system architecture with C3 methodology - iterative scoping through hypothesis, exploration, and discovery across…
Score 70/100
Opinionated C99 game-engine guidelines: caller-owns-memory, inverse mass, SoA layouts, builder patterns. Apply when editing `.c`/`.h` files in game or engine directories.
Score 70/100
Analyzes the codex cache and generates comprehensive statistics about cache performance, storage usage, and health status. Delegates to fractary CLI for cache analysis operations.
Score 70/100
Interactive sample size calculator for medical research. Decision-tree guided test selection, reproducible R/Python code, effect size interpretation, and IRB-ready justification…
Score 70/100
Search and query Calibre library databases. Use when the user asks about books, TBR (to-be-read), reading lists, Calibre library queries, book searches, or mentions Calibre.
Score 70/100
Homer L3 — Epic Research Muse. Deep synthesis from web + local research sources. Zeus dispatches Calliope as a parallel subagent when a plan includes a research subtask.
Score 70/100
Generates 15-25+ cold outbound campaign ideas with targeting strategies, AI personalization approaches, and value propositions.
Score 70/100
Cancer Research (AACR) figures: resolution (300-1200 DPI), formats (EPS/TIFF/AI), hierarchical panel labels (Ai, Aii, Bi), figure/table limits, legend requirements with replicate…
Score 70/100
Evaluate GitHub contributors for MLOps/engineering roles. Use when analyzing candidates, researching GitHub profiles, or updating CONTRIBUTORS.md with hiring assessments.
Score 70/100
Career Advisor agent for PhD application planning and career management. Helps with university research, application tracking, professor matching, and career documentation.
Score 70/100
End-to-end career support for job seekers at all levels. Optimizes LinkedIn profiles, rewrites CVs for ATS systems, provides interview preparation with cited answers, researches…
Score 70/100
Clinical Research Bias Assessment - Case-Control Study (NOS) v2.3.0. Use when you need to assess the bias of a case-control study using the Newcastle-Ottawa Scale (NOS) criteria,…
Score 70/100
Research events and conditions data for Catskill Crew newsletter. Use when gathering Instagram events, fetching sun/moon/weather data, or preparing data for newsletter writing.
Score 70/100
North star principles from CATY equity research project - professional HTML standards, external source citations, audit-grade documentation, and target profile frameworks that…
Score 70/100
Causal mediation analysis to identify which model components mediate specific behaviors. Use when investigating how information flows through the network and which neurons or…
Score 70/100
Comprehensive toolkit for detecting and eliminating "AI slop" - generic, low-quality AI-generated patterns in natural language, code, and design.
Score 70/100
Automatically discover API design skills when working with REST APIs, GraphQL schemas, API authentication, OAuth, JWT, rate limiting, API versioning, error handling, or endpoint…
Score 70/100
Automatically discover build system skills when working with build systems. Activates for build-systems development tasks.
Score 70/100
Automatically discover caching and performance skills when working with caching. Activates for caching development tasks.
Score 70/100
Automatically discover CI/CD and automation skills when working with CI/CD. Activates for cicd development tasks.
Score 70/100
Automatically discover cloud computing and serverless skills when working with cloud. Activates for cloud development tasks.
Score 70/100
Automatically discover collaboration and teamwork skills when working with collaboration. Activates for collaboration development tasks.
Score 70/100
Automatically discover container and Docker skills when working with Docker. Activates for containers development tasks.
Score 70/100
Automatically discover data pipeline and ETL skills when working with ETL. Activates for data development tasks.
Score 70/100
Automatically discover database skills when working with SQL, PostgreSQL, MongoDB, Redis, database schema design, query optimization, migrations, connection pooling, ORMs, or…
Score 70/100
Automatically discover debugging and profiling skills when working with debugging. Activates for debugging development tasks.
Score 70/100