注释
代码注释与标注
issue-triage
dotnet
Queries and triages open GitHub issues that need attention. Helps identify issues needing milestones, labels, or investigation.
learn-from-pr
dotnet
Analyzes a completed PR to extract lessons learned from agent behavior. Use after any PR with agent involvement - whether the agent failed, succeeded slowly, or succeeded quickly. Identifies patterns to reinforce or fix, and generates actionable recommendations for instruction files, skills, and documentation.
contributing
apache
Guides the contribution workflow for Apache Beam, including creating PRs, issue management, code review process, and release cycles. Use when contributing code, creating PRs, or understanding the contribution process.
license-compliance
apache
Ensures all new files include proper Apache 2.0 license headers. Use when creating any new file in the Apache Beam repository.
code-compaction
dotnet
Use when a code/test/comment diff is called bloated, slop, LLM slop, bullshit, WTF, crap, rubbish, embarrassing, overengineered, adhoc, or "not paid by LOC"; or when symptoms include bloated comments, superfluous planning .md / .tools / one-time setup / phase-or-sprint tags, huge-file growth instead of new-file extraction, 5 copy-pasted tests that should be 1 parametrized test, duplicated test setup, reinvented helpers, near-duplicate logic across files, low reuse, 4+ new module-level helpers for one bugfix, fresh whole-AST/IR/syntax-tree walkers, or 150+ added LOC for one bugfix. Also use proactively before opening a PR whose diff smells like any of the above.
pr-description
dotnet
Use when drafting, proposing, creating, or editing prose for a dotnet/fsharp GitHub PR or issue — body, title, comment, review summary, edits — including bare asks like "open a PR", "ship this", "write up what I did", "summarise the change", "reply on the PR", "edit the issue body", "gh pr create", "gh pr comment", "gh pr edit --body", "gh issue comment", "gh pr review --body". Primary use case is PR descriptions; same rules apply to PR/issue comments and review summaries. Not for labels, reviewers, merging, or code-review findings (just the prose write-up of them).
vera-language
aallan
Write programs in the Vera programming language. Use when asked to write, edit, debug, or review Vera code (.vera files). Vera is a statically typed, purely functional language with algebraic effects, mandatory contracts, and typed slot references (@T.n) instead of variable names.
writing-hashql-jexpr
hashintel
"HashQL J-Expr syntax for writing queries. Use when writing J-Expr code, using #literal/#struct/#list constructs, understanding function call syntax, or working with HashQL query files (.jsonc)."
handling-rust-errors
hashintel
HASH error handling patterns using error-stack crate. Use when working with Result types, Report types, defining custom errors, propagating errors with change_context, adding context with attach, implementing Error trait, or documenting error conditions in Rust code.
testing-hashql
hashintel
HashQL testing strategies including compiletest (UI tests), unit tests, and snapshot tests. Use when writing tests for HashQL code, using //~ annotations, running --bless, debugging test failures, or choosing the right testing approach.
managing-cargo-dependencies
hashintel
Cargo.toml dependency management patterns for HASH workspace. Use when adding, updating, or removing dependencies, organizing Cargo.toml sections, configuring version pinning and default features, or managing public dependencies.
kotlin-types-value-class
vitorpamplona
Use when writing or reviewing Kotlin type declarations to choose @JvmInline value class over data class where appropriate, including Compose stability implications. Technique-layer skill — complements the codebase-specific kotlin-expert.
compose-stability-diagnostics
vitorpamplona
Use when writing or reviewing Jetpack Compose parameter stability, compiler reports, skippability, unstable UI state classes, collection parameters, or Kotlin 2.0+ strong skipping behavior. Technique-layer skill — complements the codebase-specific compose-expert and kotlin-expert.
searchable-events
vitorpamplona
The NIP-50 indexing surface of Quartz — the SearchableEvent interface, which event kinds are searchable, exactly what text each kind's indexableContent() contributes, how the SQLite/filesystem stores consume it, and the NIP-50 SearchQuery extension grammar plus SearchRelayListEvent (kind 10007). Use when making a kind searchable, changing what a kind indexes, diffing the searchable set at a Quartz version bump (external search engines mirror this table), debugging why an event is or isn't found by search, or working with search extensions (include:spam, domain:, …).
notion
atrislabs
Notion integration via AtrisOS API. Search pages, read/create/update pages, query databases, manage blocks and comments. Use when user asks about Notion, pages, databases, wikis, or docs.
deft-directive-portfolio-priority
deftai
Pre-promotion portfolio prioritization: cluster competing open RFCs/issues from the local github-issue cache, emit a propose-not-apply priority brief (conflict matrix, shortlist, park), with epistemic citation gates, then hand off for operator dispose. Use when the operator asks for portfolio priority, a priority brief, competing RFCs, or to cluster open issues. Do NOT trigger on single-item "what's next?" ranking (deft-directive-triage / triage:queue) or post-promotion capacity prioritization (#1419/#1511).
imaging-data-commons
ImagingDataCommons
Query and download public cancer imaging data from NCI Imaging Data Commons using idc-index. Invoke for any question about IDC collections, cancer imaging datasets, DICOM data access, radiology (CT, MR, PET) or pathology AI training sets, metadata queries, visualization, or license checks — even when the user doesn't explicitly mention "IDC". No authentication required.
Do your research
melodic-software
"Re-anchor research and no-assumptions discipline mid-session, then self-audit and correct the current work. Use when: 'do your research', 'you're guessing', 'cite that', 'stop assuming', 'evidence, not vibes', 'you skipped verification', 'that's training-data recall', 'research this properly', 'fact-check', 'fact check this', 'make sure that's right', or at conversation start to set the posture. For a heavy verification fan-out — a typed full inventory of the session's claims verified at a configurable depth — use the sibling do-your-research-deep."
handle-review-feedback
SiinXu
Process external review feedback on your own open PR by converging the full business contract instead of stacking point patches.
prepare-paperclip-pr
paperclipai
Prepare a Paperclip branch for PR with commits, template body, and checks.
release-changelog-discord-message
paperclipai
Write the Discord announcement for a stable Paperclip release from the release changelog. Use when a release issue needs a copy-pasteable dotta-voice Discord post or refreshed discord_announcement document.
summarize-status
paperclipai
Write a short, colloquial summary for a Paperclip summary slot: open with the 1–3 specific, concrete actions the reader needs to take right now to unblock the work, then a brief plain-language status, streaming progress as it works.
paperclip-board
paperclipai
Manage a Paperclip company as a board member via chat. Use when the user wants onboarding, company or agent management, approvals, task monitoring, cost oversight, or work product review in the Paperclip control plane.
diagnose-why-work-stopped
paperclipai
Diagnose stalled, looping, or over-recovered Paperclip issue trees and propose a no-code product-rule plan. Use when asked why work stopped, why it looped, or how to prevent a tree from going too deep.