Use when when you have a metabolomics abundance table with missing values and need to decide which imputation method to apply, or when designing a simulation to evaluate…
Use when when comparing the robustness of multiple pathway ranking methods (e.g., PLAGE, ORA, GSEA) on metabolomics or other omics data, and you need to establish which method is…
Use when reading configuration from os.environ to check for missing values and raise a specific ConfigError instead of letting a raw KeyError escape.
Use when after converting MS/MS spectra to fixed-length vector representations using a pre-trained Word2Vec model (as in Spec2Vec), filter spectra before computing similarity…
Produce reviewable incomplete/answer pairs with validation, safety checks, and structured output. Use when a teacher, tutor, or literacy specialist needs this bounded workflow and…
Use when you have a complete metabolomics data matrix (simulated or real abundance table) and need to create reproducible, controlled MNAR scenarios for evaluating imputation…
Use when apply fillPeaks after retention time alignment (whether XCMS or ncGTW) when feature matrices contain missing peaks across samples due to alignment gaps or detection…
Audits a contract against type-specific protection checklists to find gaps, then provides ready-to-insert clause language for each missing protection.
Resolves missing CLI tools. Use when a command is unavailable, a shell reports command not found, or a tool must be run without installing it globally.
Use when after sample alignment and feature grouping in untargeted LC-MS workflows, when the aligned feature table contains missing intensity values (NA or zero entries) due to…
Use when your metabolomic dataset contains missing values (common in untargeted or targeted mass spectrometry data) and you need to perform PCA for outlier detection at multiple…
Use when after mark_nas() has replaced non-NA missing-value codes (e.g., 0, 1) with R's NA in the exprs matrix of a MetaboSet object, and you need to decide whether to apply…
Use when you are implementing a custom MsBackend subclass for the Spectra package and need to ensure that spectraData() returns all core spectra variables (e.g., centroided,…
Missio canonica und Lehrerlaubnis: Fachmodul für CIC, Katechismus, kirchliche Zuständigkeit, pastoralen Ton und mehrsprachige katholische Ausgabe im Röm.-kath.
Missio in bona: praetorische Einweisung des Gläubigers in das Vermoegen des Schuldners. Skill behandelt die Voraussetzungen die Rolle des magister bonorum den Aufschub von 30 oder…
Coordinates Geas Mission work as the user entrypoint start a Mission, recover current state, choose specifying/building/consolidating stage handoffs, and prepare User briefings.
Run test and lint validation gate. Use after implementation to verify code quality.
Design Tandem mission blueprints with scoped workstreams, explicit handoffs, review gates, and prompts that compile into reliable staged missions.
Mission-driven SDD orchestrator: take a feature description, structure it into a Mission Brief (goal, constraints, success criteria), generate an ordered step list with prompts…
Provides context about Ed, his mission, terminology, and business. Use when working on Ed's projects, coaching business, AI Powerhouse content, BlackBelt work, or The Little Blue…
Orchestrate multi-loop background operations via the Mission Control dashboard — start sessions, dispatch missions, monitor, and stop
Show or request Mission Control agent contracts. Use when the user wants to inspect a worker mission, allowed paths, forbidden paths, tools, validation obligations, stop…
Design graph-style agent workflows with nodes, edges, gates, retries, checkpoints, and human approvals through Mission Control.
Diagnose a stuck Mission Control agent. Use when an agent shows no output, repeats errors, times out, asks for the same approval repeatedly, or stops making progress events.
Use when Codex should generate or review AGENTS.md through Mission Control context and explicit user approval.
Use or explain API-provider mode through Mission Control. Use when the user explicitly wants API-backed execution, needs billing implications explained, or wants confirmation that…
Use when Mission Control needs a user approval or manager-question answer relayed through Codex chat.
Compare before-and-after performance evidence through Mission Control without turning benchmark claims into theater.
Route Blender headless render and validation work through Mission Control with explicit external-runtime blockers and evidence loops.
Use when Codex should relay user intent to Mission Control instead of acting as the Manager itself.
Route capture, reconstruction, and spatial-ingest workflows through Mission Control with explicit data quality, reconstruction, and evidence boundaries.
Run a post-handoff or mid-project Mission Control change request flow. Use when the user wants additional work classified, impact-estimated, task-created, validated, and folded…
Use when Mission Control should recommend a read-only codebase intake burst with Repo Mapper, Test Finder, Docs Reader, Risk Scanner, and Dependency Mapper.
Build or inspect a Mission Control codebase knowledge graph. Use for file/function/class maps, dependency relationships, architectural layers, guided tours, and searchable…
Request compiler and autotuning guidance for GPU code through Mission Control with bounded iteration and evidence requirements.
Resolve Mission Control agent or merge conflicts safely. Use when paths overlap, outputs disagree, or Mission Control needs a user-visible conflict-resolution path instead of…
Show or build Mission Control context packs for agents. Use when the user wants to know which files, docs, and constraints are being packaged for a task, why they were selected,…
Continue work after a Mission Control handoff without losing continuity. Use when the user wants another iteration, wants limitations preserved, or needs the next change request…
Route CUDA kernel generation or repair through Mission Control with GPU-aware validation and infrastructure checks.
Use when Mission Control orchestration is stuck, failed, degraded, or unclear from Codex chat.
Show important Mission Control decisions and assumptions. Use when the user wants to review user decisions, Manager assumptions, auto-decisions, rejected options, or approval…
Analyze the impact of current changes or a pull request through Mission Control. Use for ripple effects, affected tests, ownership, risk, and review focus.
Switch the project toward documentation-heavy Mission Control work. Use when the user wants the swarm or plan to prioritize README, guides, examples, docs review, or public-facing…
Extract business domains, flows, process steps, and domain vocabulary from a codebase or knowledge base through Mission Control.
Design or run evaluation, tracing, callback, telemetry, and regression-observability workflows for Mission Control agents.
Summarize recent Mission Control events without raw logs. Use when the user wants the last 5 minutes, last 15 minutes, since last interaction, or since orchestration start…
Check whether Mission Control claims have backing evidence. Use when the user wants to know whether tests, builds, screenshots, artifacts, or handoff confidence are real, missing,…
Run a direct Mission Control fix workflow for an existing repo. Use when the task is a bugfix or targeted change in a non-empty codebase and the Manager should classify the…
Explain an unfamiliar codebase from Mission Control understanding. Use when the user wants stack detection, structure, entry points, how it likely runs, how tests work, risky…
Use when Mission Control should recommend a read-only failure diagnosis burst across logs, recent changes, tests, dependencies, and recovery planning.
Prepare Mission Control docs for public GitHub. Use when documentation should be cleaned for publication, internal AI notes removed, secrets and private paths scrubbed, and…
Use when the user wants the final Mission Control handoff, evidence summary, and next steps.
Diagnose Mission Control daemon, MCP, plugin, runtime, and runner health from Codex chat.
Use when Codex should attach an existing repo or folder to Mission Control and keep the first pass read-only until the user authorizes more.
Use when Codex should attach an existing repo or folder to Mission Control in read-first import mode.
Install or repair Mission Control for headless Codex use from a repo checkout or GitHub clone.
Run a full Mission Control Manager interview. Use when the project is ambiguous, project-specific intake matters, or the user wants the Manager to ask clarifying questions with…
Route Keras fine-tuning and transfer-learning work through Mission Control with explicit baseline, unfreeze, and evaluation steps.
Route KerasTuner and other bounded hyperparameter searches through Mission Control with explicit budgets and evidence.
Build or inspect a graph-style map of docs, wiki pages, claims, entities, and relationships through Mission Control.