热门技能
当前社区里最受关注、增长最快的技能。
ship-commits
phase-rs
Use when shipping local commits to main via the merge queue. Creates an isolated worktree based on origin/main, cherry-picks the named commits into a fresh branch, pushes with --no-verify, opens a PR with gh pr create --fill, and enqueues with gh pr merge --auto. Outbound counterpart to pr-contribution-handler. Use when the user says "ship this", "push to main", "send through the queue", "PR this work", or has finished a chunk of work and wants it on main.
project-reference
phase-rs
Reference lookup for phase.rs — build/test/cargo/clippy commands, cargo aliases, WASM build, card-data pipeline and jq lookups, frontend (pnpm) commands, coverage report, crate/workspace architecture, engine internals, WASM bridge, AI engine, multiplayer server, frontend layers, environment variables, releasing (cargo-release), and CI. Use when you need to look up how to build, test, run, generate card data, release, or where a crate, module, command, or env var lives.
harmony-batch-correction
jaechang-hits
"Batch correction for single-cell RNA-seq (and other omics) with Harmony. Removes technical batch effects from PCA embeddings while preserving biological variation. Use after PCA, before UMAP/neighbors. Fast and scalable to millions of cells. Python (harmonypy, scanpy integration) and R (Seurat) APIs."
validate-ui-scenario
microsoft
Use when reproducing a UI bug or verifying a fix by driving a real VS Code window end to end and capturing evidence. Writes a scenario file, runs it against a dev build or installed Insiders, and produces a captioned video, per-step screenshots, a Playwright trace, and an HTML report to attach to an issue or pull request.
github-copilot-upgrader
microsoft
Use this to update the Github Copilot CLI/SDK
i18n
akiver
Add or update translated strings in the CS Demo Manager UI using LinguiJS. Use when adding user-visible text, labels, placeholders, error messages, or any string that should be localized. Handles Trans, useLingui, Plural, msg macros, context disambiguation, and the extract workflow.
datadog-automation
aAAaqwq
"Automate Datadog tasks via Rube MCP (Composio): query metrics, search logs, manage monitors/dashboards, create events and downtimes. Always search tools first for current schemas."
agent-builder
shareAI-lab
Design and build AI agents for any domain. Use when users: (1) ask to "create an agent", "build an assistant", or "design an AI system" (2) want to understand agent architecture, agentic patterns, or autonomous AI (3) need help with capabilities, subagents, planning, or skill mechanisms (4) ask about Claude Code, Cursor, or similar agent internals (5) want to build agents for business, research, creative, or operational tasks Keywords: agent, assistant, autonomous, workflow, tool use, multi-step, orchestration
mcp-builder
shareAI-lab
Build MCP (Model Context Protocol) servers that give Claude new capabilities. Use when user wants to create an MCP server, add tools to Claude, or integrate external services.
review-r
pedrohcgs
Read-only R code review protocol for .R scripts. Checks code quality, reproducibility, domain correctness, tidyverse idioms, and professional standards; produces a report without editing. Use when user says "review this R script", "check the R code", "audit the analysis code", "code review on the R", or when an R file is touched as part of a paper submission. NOT for running the code — pair with /audit-reproducibility for numeric verification.
adjudicate-review
pedrohcgs
Turn an incoming set of findings — from an AI reviewer, a referee report, a code review, a linter, or a second model — into verified fixes, without letting a confident misread damage correct work. Every finding is a CANDIDATE until checked against the actual source. Use whenever you receive review comments, audit findings, or a critique you did not write yourself, especially when the reviewer is a model or when the volume is too large to check by feel.
stata-replication
pedrohcgs
End-to-end Stata replication pipeline — scaffolds numbered .do files in scripts/stata/, executes them via the stata-mcp MCP server, captures logs and outputs to scripts/stata/_outputs/, and produces publication-ready tables (esttab) and figures (graph export). Mirrors /data-analysis for R-first projects. Use when user says "stata replication", "set up Stata pipeline", "scaffold the .do files", "run Stata analysis", "AEA replication package in Stata", or when a project's analysis language is Stata not R.
data-analysis
pedrohcgs
End-to-end R data analysis pipeline — exploration → cleaning → regression → publication-ready tables and figures. Use when user says "analyze this dataset", "run a regression on X", "explore this CSV", "full analysis workflow", "get me summary stats and a regression", or points at a .csv/.rds/.dta and asks for empirical results. Produces numbered R scripts in scripts/R/ and outputs to scripts/R/_outputs/.
lit-review
pedrohcgs
Structured literature search + synthesis with citation extraction, thematic clustering, and gap identification. Use when user says "find papers on X", "do a lit review", "what's the literature on...", "summarize what we know about...", "where's the gap in this field", "review recent work on Y". Produces a written review with BibTeX-ready citations. Uses WebSearch/WebFetch for recent work.
data-management-plan
pedrohcgs
Draft a funder-compliant Data Management Plan (NSF DMP, NIH DMS Policy 2023, ERC, Horizon Europe) by composing the confidential-data and environment-capture primitives. Sections cover data description, formats/metadata, storage/backup, access/sharing, preservation/archiving, and roles. Use when user says "data management plan", "DMP", "DMSP", "NIH data sharing plan", "write the data plan for my grant", or when a grant proposal needs a data-management section. NOT a submission tool — produces a draft the user pastes into the funder portal (DMPTool, NIH ASSIST, Horizon Europe portal).
literature-review
IncarnaMind
Writes a literature review across the User's Documents on the Question's topic, synthesised by theme rather than one Document after another, showing where the Documents agree and disagree and what they leave out, with every claim cited. Use when the User asks for a literature review, a review of related work, a state-of-the-art overview or a synthesis of several Documents.
summarise-document
IncarnaMind
Writes a structured summary of one Document, or of each Document in the Question's Search scope, with sections that suit the kind of Document (a paper's claims, method and limitations; an agreement's parties, term and obligations) and each point with a Citation. Use when the User asks to summarise, digest or give an overview of a paper, report, contract or other Document.
mind-to-report
IncarnaMind
Turns the User's Mind, meaning the Notes, Questions and earlier Answers above the Question, into a structured report draft with a title, a summary, sections and a conclusion, keeping their Citations and inventing no sources. Use when the User asks to write up, draft a report, compile or turn their notes or this Mind into a document.
typescript-advanced-types
jasonraimondi
Master TypeScript's advanced type system including generics, conditional types, mapped types, template literals, and utility types for building type-safe applications. Use when implementing complex type logic, creating reusable type utilities, or ensuring compile-time type safety in TypeScript projects.
tuist-swift-review
tuist
Project-specific pull request review rules for the tuist/tuist Swift codebases. Focuses on the things only this repo knows, including preferring value types, the testing framework choice, and migration of XCTest to Swift Testing.
establishing-code-ownership
PostHog
Determine which PostHog team owns a file, directory, or code path, or enumerate all code a team owns (via distributed owners.yaml, products/*/product.yaml, and .github/CODEOWNERS). Use when assigning a reviewer, attributing a bug or slow query to a team, routing work, scoping a team-wide audit, or answering "who owns X" / "what does team Y own".
1k-dev-commands
OneKeyHQ
OneKey development commands plus branch, commit, validation, and PR conventions.
1k-perf-optimizer
OneKeyHQ
"Diagnose and optimize OneKey iOS startup and Wallet Home performance using timing metrics, call counts, profiling, and regression baselines."
1k-trade-swap-market
OneKeyHQ
Implement and debug OneKey Swap, Bridge, Limit, and Stock/Market trades, including quotes, review, execution, fees, and history. Excludes Perps and chart communication.