manastalukdar

Extract requirements one targeted question at a time before any plan or code starts — hypothesizes user intent, scores confidence, and…

Discover, deduplicate, prioritize, and label incoming GitHub issues and discussions — produce a structured priority queue with one-line…

Record, list, search, and apply cross-session learnings — capture insights from completed work as JSONL entries so patterns persist across…

Instrument code with structured logging, metrics, and OpenTelemetry tracing — define the on-call questions first, then work backward to…

Run a YC-style office hours session before writing code — six forcing questions that surface wrong premises, missing constraints, and…

Browser automation workflows with Playwright MCP integration

Herd open pull requests through review, CI, and merge — surface aging PRs, trigger minimal-fix on CI failures, nudge for rebases, and…

Internal health check skill for AI DevStudio project.

Design, optimize, and evaluate prompts for LLM applications — system prompts, few-shot examples, chain-of-thought, structured outputs, and…

Scan skill files, CLAUDE.md, MCP configs, and agent prompts for prompt injection patterns

Design and implement Retrieval-Augmented Generation systems — chunking strategy, embedding selection, vector store setup, retrieval…

Generate comprehensive README files from code analysis