Productivity

Validate material sample annotations against ontology constraints — check that class names and property names exist in the ontology, verify domain and range…

Explore and optimize simulation parameters via design of experiments (DOE), sensitivity analysis, and optimizer selection — generate Latin Hypercube…

Identify computational bottlenecks, analyze parallel scaling, estimate memory requirements, and generate optimization recommendations for materials…

Extract, analyze, and summarize simulation output data — pull spatial fields at specific timesteps, compute time-series trends and detect steady state…

Orchestrate multi-simulation campaigns — generate parameter sweep configurations (grid, linspace, or Latin Hypercube sampling), initialize and track batch job…

Validate simulations across three stages — run pre-flight checks on configuration files (parameter ranges, required fields, disk space), monitor runtime logs…

Map computational materials tasks onto workflow engines such as atomate2, jobflow, AiiDA, pyiron, or a simple one-off script.

Author a self-contained unattended dispatch for a generate-and-select loop (generate candidates, grade, iterate, keep the best for human selection), or for a…

Calls the getyoutubetranscript.com API, which is metered - 1 credit per successful request; a new account gets 100 free credits, then plans start at $5/month…

generate, refine, validate, and render diagrams from natural language, notes, code snippets, schemas, tables, or existing diagram source.

Turn a finished, flat ad image back into editable layers — background, product shot, logo, headline, body copy and CTA, each returned as its own asset with…

Resize a finished, flat ad image into other sizes with the layout redone for each shape, not cropped or stretched — feed, story, landscape, banner…

建立或修改 subagent 定義檔（~/.claude/agents/*.md 或專案 .claude/agents/*.md）前必讀的流程 skill——frontmatter 欄位語意、tools 欄陷阱、載入時機、上線前 smoke test。觸發：「建 / 寫 / 加一個 agent」「改 agent…

Evaluate whether a popular or hyped agent/dev tool is worth adopting or borrowing from, measured against the user's OWN existing stack — never in the abstract.

Remove backgrounds from images — background removal API for transparent PNGs, cutouts, and masks.

Use when answering a factual question about a named repo, package, library, framework, SDK, API, version, release note, deprecation, company, product, market…

Use when writing or designing any inline/dynamic Claude Code Workflow script, including short single-pass scripts, Ultracode or multi-agent orchestration…

Etsy product detail scraper: given an Etsy listing URL, returns full product detail including listingId, title, priceCurrent, priceOriginal, currency, images…

Personally identifiable information (PII) leak prevention for EverClaw.

Scrape Product Hunt daily/weekly/monthly/yearly leaderboard launches with full product details, maker profiles, and website contact info.

TikTok hashtag video scraper: input a hashtag name → output paginated video list with full metadata (author profile, engagement stats, music, video meta…

Fetch Xiaohongshu (RedNote / xhs) note detail and comments by note ID, returning title, description, author info, engagement stats, tags, and paginated…

Search Xiaohongshu (RedNote / xhs) notes by keyword and return a paginated list with title, author, engagement stats (likes, collects, comments), cover image…

Search Xiaohongshu (XHS / RedNote) notes by keyword with full field extraction including body text, topics/tags, image list URLs, video stream URL, publish…