Turn current context, source references, and repo understanding into independently grabbable GitHub issues.
Turn current context, source references, and repo understanding into a complete product-grade PRD published as a GitHub issue.
Use when positioning an ACM SoCC submission against both the systems literature (OSDI, NSDI, EuroSys, ATC, SOSP, SoCC) and the data-management literature (SIGMOD, VLDB), writing…
Use to judge whether a manuscript fits 《社会学研究》 (Sociological Studies) — distinguishing a genuine sociological problematic from an economics-style policy-evaluation paper, and…
Use when locating a Sociological Theory (ST) manuscript in a tradition and conversation — naming whose theory you extend, challenge, or synthesize, and avoiding sibling-journal…
Use when deciding whether an idea is a genuine theoretical problem and a fit for Sociological Theory (ST) rather than an empirical study or a review essay.
Use when positioning a SODA (ACM-SIAM Symposium on Discrete Algorithms) paper in the algorithms literature — tracing bound lineages across SODA/STOC/FOCS/ESA/ICALP and journals,…
Manage software complexity through deep modules, information hiding, and strategic programming. Use when the user mentions "module design", "API too complex", "shallow class",…
Writing, reviewing, or modifying code that logs, throws, catches, reports an error, tracks a product event, identifies a user, or configures a logger, error tracker, tracing, or…
Use when working with a software-type Pyrite KB for development workflow: pulling work items, checking the board, claiming tasks, submitting for review, or managing backlog.
Prüfung von Verträgen über die Erstellung von Individualsoftware als Werkvertrag (§ 631 BGB): Beschaffenheit (§ 633 BGB), Abnahme (§ 640 BGB), Mängelrechte (§ 634 BGB), L — from…
Prüfung von Verträgen über die Erstellung von Individualsoftware als Werkvertrag (§ 631 BGB): Beschaffenheit (§ 633 BGB), Abnahme (§ 640 BGB), Mängelrechte (§ 634 BGB), L — from…
Create a lightweight one-page solution pitch that summarizes the problem, proposed approach, alternatives considered, risks, success metrics, and effort estimate with a clear…
Test if your solution actually solves the validated problem before building the full product. Master the art of showing concepts and prototypes to get honest feedback on solution…
Cheatsheet de engenharia para o pipeline sonar-feature-extractor: 4 passos para adicionar extractor, 4 passos para adicionar sensor, 3 constraints Windows (com exemplos…
Für Prüfung: Sonderfall und Edge-Case-Prüfung: ordnet Norm, Beweislast und Gegenargument; Ergebnis: Prüfprodukt mit Risiko und nächstem Schritt.
Generate spectrograms and feature-panel visualizations from audio with the songsee CLI.
Complete product launch workflow coordinating 15+ specialist agents across research, development, marketing, sales, and operations.
Use when positioning a SOSP submission against the systems literature — the SOSP/OSDI lineage a PC expects you to know, structural comparison instead of citation listing,…
"Who is this source, structurally?" - Classify a source by four observable grounds (its own content over time; ownership and registries; declared self-positioning; dated case…
Prepare a `source_stub_.yaml` describing a real, accessible source so OpenOnco maintainers can decide whether to ingest it as a new `Source` (SRC-*) entity.
Orchestrate phased feature delivery from docs/plans/ using a parallel-subagent pipeline (discovery, checklist curation, skill/MCP scouting, implementation, spec + quality review)…
Модульный генератор PRD и SPARC документации (v2). Использует внешние скиллы через view() вместо встроенных копий: explore, goap-research-ed25519, problem-solver-enhanced.
Use when when you have tandem mass spectra (mz/intensity pairs with precursor m/z) and need to train an interpretable model (e. — from HolobiomicsLab/asb-skill-collections
Use when when analyzing imaging mass spectrometry datasets where you need to reduce high-dimensional peak intensity features while preserving spatial structure, and when automatic…
Use when your spatial metabolomics dataset contains raw m/z features (e.g., from MALDI-MS imaging or LC-MS/MS) without metabolite annotations, and you have selected a reference…
Use when dispatching a validated Sprint Contract to a Codex CLI worker in an isolated git worktree. Triggers after write-sprint-contract + braid validate pass.
Verifikasi bahwa kode yang dibuat sudah selaras dengan semua dokumen spec project (PRD.md, architecture.md, schema.md, api.md, rules.md, StyleGuide.md, Task.md).
Scores how completely an implementation fulfills a PRD/spec, case by case, and produces a single comparable final grade. Invoke only when explicitly named (e.g.
Freeze PRD, technical design, and acceptance criteria before medium-to-large Codex work; coordinate agents with explicit ownership, then judge delivery from diffs, tests, and…
Deeply spec ONE feature before building it — a single attended session that interviews the feature (every screen, state, interaction, edge), composes its screens from the…
Product Spec Builder that helps PMs generate clear, structured, testable PRDs. Creates both full and lightweight specs for any product or platform with a guided step-by-step…
Validate spec bundle completeness — constitution, PRD, plan, tasks — and check alignment with SSOT, architecture docs, and target state
Perform structured code review and kanban transitions for completed task prompt files
Display kanban board status showing work package progress across lanes (planned/doing/for_review/done).
WRAPS gsd-spec-phase to make a phase's SPEC.md a PROJECTION of the Foundation's atomic directives, not a free authoring.
Public workflow entrypoint (spec-prd): create, write, refine, or validate planning-readiness of brownfield PRD-grade requirements for existing systems before implementation…
Run a structured quality audit on a product spec, PRD, or requirements document. Produces a severity-rated issue list with concrete fixes — catches untestable requirements,…
Detects when SPEC.md or PRD.md exceeds 300 lines and proposes feature-based splitting with a master route document.
spec.md 또는 prd.md를 분석하여 doc/plan.md와 Phase별 설계 문서를 자동 생성한다. 사용법: /spec-to-plan (현재 폴더의 spec.md 또는 prd.md를 자동으로 찾는다)
Turn the current conversation, repo understanding, and clarified decisions into a PRD. Use when a vague feature, client request, internal roadmap item, or discovery thread needs…
Create implementation tickets with dependency graphs, Independent/Collaborative classification, and context pointers from a spec, PRD, or conversation context.
Master techniques for writing clear, complete product specifications and requirements documents (PRDs).
Specification-driven development toolkit integrating GitHub's Spec-Kit. Use when starting new projects, planning features, establishing development standards, or creating…
Specification-Driven Development (SDD) toolkit. Transforms ideas into executable specifications, implementation plans, and task lists.
Frontend Developer - Xay dung UI components, state management, data fetching, accessibility, performance (Anti-Slop).
Roadmap Strategist - Manage high-level roadmaps (Milestones) and transitions between Phases.
Use when you have raw MS/MS feature data with m/z, retention time, and fragmentation spectra from an untargeted metabolomics experiment, and you need to annotate reaction-derived…
Use when you have an annotated LC-MS feature table with KEGG candidate matches and adduct assignments (output from the matching stage), and you need to disambiguate which features…
Use when when you have generated separate MemoMatrix objects from independent sample sets (e.g., sample set A and sample set B) and need to align and combine their MS2 fingerprint…
Use when you have molecular structures (SMILES or graph representations) and need to predict or analyze infrared spectral properties using message passing neural networks.
Use when you have raw mass-spectrometry data (precursor m/z, ionization mode, and fragment m/z–intensity pairs) and need to feed it into a CNN-based metabolite annotation pipeline.
Use when you have raw LC/MS data in mzML format and need to perform non-targeted
Use when after peak-picking stage completes on centroided mzML or netCDF raw LC-MS data via any of the three wrapped algorithms (Centwave, FeatureFinderMetabo, ADAP), when you…
Use when you have MS2 product-ion spectra in open formats (.mzML or .mzXML) from public mass spectrometry datasets (e.g., from MassIVE with a valid accession) and need to identify…
Use when you have real LC-MS/MS data (mzML) from a complex sample (e.g., beer, metabolomics extract) and need to prototype or validate a new data-dependent acquisition (DDA)…
👻 | Generate a self-contained HTML prototype to validate a feature visually before planning - primary agent
Use when when implementing or auditing a deep learning pipeline for MS/MS-based molecular formula prediction, verify that precursor m/z values in the input feature array are…
Use when you have raw mass spectrometry spectra (peak lists or intensity arrays) that must be fed into a pre-trained deep learning model for substance classification (e.g., PS²MS…
Mandatory Spectrum UI registry workflow for Guidefold frontend work. Discover and install real components through MCP or shadcn CLI, adapt them to the existing runtime, and verify…