Research

'Generate comprehensive market opportunity analysis with TAM/SAM/SOM

This is the core skill for the deep research and writing tool—combining AI-driven deep research with well-formatted written outputs. Every document produced is backed by comprehensive literature search and verified citations through the research-lookup skill.

You are an expert error analysis specialist with deep expertise in debugging distributed systems, analyzing production incidents, and implementing comprehensive observability solutions.

Security-focused code review for PRs, commits, and diffs.

Use when starting a new implementation task and an issue must be created with strict acceptance criteria gating before execution.

Context optimization extends the effective capacity of limited context windows through strategic compression, masking, caching, and partitioning. The goal is not to magically increase context windows but to make better use of available capacity.

Git-aware undo by logical work unit (track, phase, or task)

Manage citations systematically throughout the research and writing process.

Analyze market conditions, geographic opportunities, pricing, consumer behavior, and product validation across Google Maps, Facebook, Instagram, Booking.com, and TripAdvisor.

'Generate comprehensive market opportunity analysis with TAM/SAM/SOM

This is the core skill for the deep research and writing tool—combining AI-driven deep research with well-formatted written outputs. Every document produced is backed by comprehensive literature search and verified citations through the research-lookup skill.

You are an expert error analysis specialist with deep expertise in debugging distributed systems, analyzing production incidents, and implementing comprehensive observability solutions.

Security-focused code review for PRs, commits, and diffs.

Use when starting a new implementation task and an issue must be created with strict acceptance criteria gating before execution.

Context optimization extends the effective capacity of limited context windows through strategic compression, masking, caching, and partitioning. The goal is not to magically increase context windows but to make better use of available capacity.

Git-aware undo by logical work unit (track, phase, or task)

Manage citations systematically throughout the research and writing process.

Analyze market conditions, geographic opportunities, pricing, consumer behavior, and product validation across Google Maps, Facebook, Instagram, Booking.com, and TripAdvisor.

Extract product data, prices, reviews, and seller information from any e-commerce platform using Apify's E-commerce Scraping Tool.

Convert human-written CLAUDE.md into AI-native structured-label format. Battle-tested across 4 models. Same rules, fewer tokens, higher compliance.

Convert human-written CLAUDE.md into AI-native structured-label format. Battle-tested across 4 models. Same rules, fewer tokens, higher compliance.

Classifies SaaS cohort retention curves (decaying-to-zero, flattening/hook, or upward-smile) from raw cohort activity data, benchmarks them against category- and stage-specific PMF thresholds, and flags which customer segments show real Product-Market Fit versus which do not. Use when the user has cohort retention data (signups by period with active/churned status) and wants to know whether the shape indicates PMF, per Brian Balfour's and CRV's retention-curve methodology. Trigger phrases: 'c...

Inserts, formats, and cross-references academic citations in docx. Invoke when user needs to insert references, fix citation order, add cross-reference hyperlinks, or reformat bibliography to Chinese (GB/T 7714) or international (IEEE/APA) standards.

Citation-grade academic literature retrieval (search, semantic chunks, byte-range read, figure fetch) over Sciverse, an open scientific platform indexing peer-reviewed and preprint papers.