👻 | Define user flows, components, and UX behavior — generates the UX spec for a feature - primary agent
Use when after generating probability predictions for potential modification sites (via ModiFinder.
Use when after applying any sequence of spectrum preprocessing operations (set_mz_range, remove_precursor_peak, filter_intensity, scale_intensity) to an MsmsSpectrum object, to…
Use when you have raw, high-resolution MS/MS spectra in mzML, mzXML, or MGF format that need to be prepared for fast similarity searching or clustering.
Use when when you have a USI (e.g., mzspec:MTBLS1124:QC07.mzML) pointing to a public mzML or related spectrum file in MetaboLights, MassIVE, or GNPS repositories, and need to load…
Use when you have raw or minimally processed tandem MS spectra (in mzML, mgf, or other standard formats) and need to prepare them for spectral matching, library searching, or…
Use when processing heterogeneous mass spectrometry libraries (e.g., from OMSLs) where chemical identifiers are unevenly populated across records.
Produces a progressive gross/subtle/causal state meditation from Wilber's three-body model. Use when the user wants state-training or a three-body meditation, or asks to move…
Use when when you have raw mass spectrometry data from diverse instrument vendors (Thermo, Sciex, etc.) and need to harmonize and standardize spectrum-level metadata—including…
Use when when ingesting heterogeneous MS spectral data from multiple open-access libraries (OMS libraries) where metadata completeness and correctness are uncertain.
Use when importing mass spectra from multiple open mass spectra libraries (OMSLs) or databases with heterogeneous metadata quality.
Use when a user submits one or more MS/MS spectra (via .mgf file, USI list, or direct upload) and the downstream analysis requires dispatching to a specific domain-specific MASST…
Use when you have raw MS2 spectra in common formats (mzML, mzXML, msp, MGF, JSON) from one or more metabolomics samples, and you need to prepare them for MS2 fingerprint — from…
Use when when you have raw tandem mass spectrometry peak data (m/z and intensity pairs), precursor m/z, charge state, and adduct annotation for one or more compounds, and need to…
Use when when you have a tandem mass spectrum (MS/MS) and a ProForma 2.0 peptidoform string (e.g., DLTDYLM[Oxidation]K) and need to identify which observed spectrum peaks…
Use when you have mass spectrometry spectral data loaded into a Pandas DataFrame with columns representing m/z (mass-to-charge ratio) and intensity values, and you need to…
Use when when preparing raw MS/MS spectra for input to a Siamese neural network trained to predict structural similarity scores (Tanimoto).
Use when you have raw mass spectrometry spectra (in MGF, mzML, or similar formats) that must undergo standardized preprocessing before library matching, similarity searching, or…
Use when you have an unknown MS/MS spectrum (query spectrum with m/z and intensity pairs) and a reference spectral library (local or public: GNPS, MASSBANK, DrugBANK), and you…
Use when after duplicate filtering of MZmine-exported MGF and CSV files, when you have combined spectra from multiple samples in a single MGF and need to segregate them by sample…
Use when when you have a large MsBackend object and need to (1) select a contiguous or non-contiguous range of spectra for focused analysis, or (2) combine spectra from multiple…
Use when after successfully constructing a nearest neighbor index from hashed spectrum feature vectors and before performing density-based clustering or similarity searches.
Use when you have millions of MS/MS spectra represented as low-dimensional vectors (via feature hashing) and need to compute pairwise distances only between similar spectra rather…
Use when when you have a processed or annotated MsmsSpectrum object (from USI loading or direct instantiation) and need to generate a figure showing observed peaks, their…
How to structure prompts and utilize Predicted Outputs (OpenAI/vLLM) to maximize speculative draft token acceptance rates, speeding up code generation by 3x at zero cost.
Generate multiple solution branches in parallel, verify each against hard constraints, select the best.
A pipeline execution strategy where downstream stages start before upstream stages finish, using staggered timing with configurable delays.
An executable, spec-driven framework for building production-ready AI-native applications. Based on 2026 best practices.
Internationales Handelsrecht: Spediteurrecht national (HGB §§ 453-466) und international. FIATA-Dokumente (FBL, FCR, FWR), Spediteurslagerschein, Haftungsregimes bei Sammelladung,…
Spedition: Behörden-, Gerichts- oder Registerweg: Spedition: Behörden-, Gerichts- oder Registerweg.
Speditionsrecht: Fristen, Form, Zuständigkeit und Rechtsweg: Speditionsrecht: Fristen, Form, Zuständigkeit und Rechtsweg.
Speditionsversicherung § 460 HGB: fachanwaltlicher Spezial-Skill mit Normenanker, Tatsachenmatrix, Beweislast, Fristen, Gegenargumenten und belastbarem Arbeitsprodukt; ohne…
Prüft Spediteur, Besorgung der Versendung, Selbsteintritt, Sammelladung, Haftung.
Drafts and critiques speeches, talks, keynotes, lightning talks, demo-day pitches, all-hands updates, conference presentations, wedding toasts, and any spoken-delivery piece using…
Use when a task needs the judgment of a speech-language pathologist — screening or interpreting a swallow (dysphagia) evaluation, differentially diagnosing an articulation vs.
Use when a task needs the judgment of a Speech-Language Pathology Assistant — running a scheduled articulation/language/fluency session from an existing plan of care, logging…
Expert speech-language pathologist specializing in AI-powered speech therapy, phoneme analysis, articulation visualization, voice disorders, fluency intervention, and ass — from…
Speechace integration. Manage data, records, and automate workflows. Use when the user wants to interact with Speechace data.
SpeechBrain is an open-source PyTorch toolkit that accelerates conversational AI development. It provides recipes and pretrained models for speech recognition, speaker…
Test internet connection speed using Ookla's Speedtest CLI. Measure download/upload speeds, latency, and packet loss. Format results for social sharing on Moltbook/Twitter.
Evidenzbasierte Windows-Speicherbereinigung mit kontrolliertem Notfallmodus, physischer Belegungsmessung, Prozess- und Entstehungsforensik sowie reversiblen Maßnahmen gegen…
Automates browsers and native iOS apps with the spel Clojure Playwright CLI and library. Use for E2E tests, browser flows, site exploration, bug finding, screenshots, scraping,…
Create, edit, and validate spell definitions (YAML/JSON) that compose connectors and step commands into end-to-end spells.
Run filtered spell checks over Markdown, Sphinx, HTML, or code comments without flattening everything into one noisy text stream.
Checks multiple texts for spelling mistakes in a single request. Returns a corrected version and per-word corrections for each input text.
Checks the input text for spelling mistakes and returns a corrected version along with per-word corrections.
Use when writing or editing user-facing text (PT-BR or EN) that will be persisted to files — UI copy, i18n strings, error messages, CLI help text, README/docs, commit messages,…
Automate library migrations by synthesizing reusable code transformation scripts. Uses LLM-generated migration examples distilled into structured, testable rewrite rules…
Produce reviewable leveled list/context with validation, safety checks, and structured output. Use when a teacher or resource author needs this bounded workflow and will review…
Verificar ortografía en castellano: tildes, concordancia y erratas en código y documentación. También: ortografía, tildes, erratas, castellano, acentos.
Execute one governed outbound payment across a selected runtime path, with quote, reservation, approval, rail evidence, recovery, and receipt-before-success.
When the user wants to analyze procurement spend, identify savings opportunities, or classify expenditures.
Forecast Claude Code spend to the end of the week or month from the daily session trend on the Agent Monitor dashboard — moving average of daily spend × days remaining, added to…
Audit subscriptions AND optimize credit card rewards. Analyzes bank CSVs to find recurring charges, categorize spend, identify which card each charge should be on, and calculate…
Proactive spending alerts via Plaid. Track credit card spending against a monthly budget with pace-based alerts.
Prüft Zuwendung vor Annahme: Identität, Höhe, Herkunft, Veröffentlichungs-/Meldepflicht, Verbot und Dokumentation.
Spenden, Stiftungen und Zweckbindung: Fachmodul für CIC, Katechismus, kirchliche Zuständigkeit, pastoralen Ton und mehrsprachige katholische Ausgabe im Röm.-kath.
Spenden, Stiftungen und Zweckbindung: Spezialskill für CIC, Katechismus, kirchliche Zuständigkeit, pastoralen Ton und mehrsprachige katholische Ausgabe.
Prüft Geld-/Sachspenden, Spendenquittung, Aufwandsspende, Sponsoring-Abgrenzung und Haftung.
Für Spendenannahme Prüfung: ordnet Norm, Beweislast und Gegenargument; Ergebnis: Prüfprodukt mit Risiko und nächstem Schritt. — from ThomasMoreAI/legal-skills-open