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aiming-lab
GitHub creator profile

aiming-lab

Repository-level view of 71 collected skills across 3 GitHub repositories, including approximate occupation coverage.

skills collected
71
repositories
3
occupation fields
3
updated
2026-05-20
occupation focus
Major fields detected across this creator.
repository explorer

Repositories and representative skills

#001
MetaClaw
36 skills3.4k444updated 2026-03-10
51% of creator
agent-task-handoff
Computer Occupations, All OtherSoftware Developers+1

Use this skill when delegating a subtask to a sub-agent, spawning a parallel worker, or handing off work across sessions. Write a self-contained task description so the receiving agent needs no prior context.

2026-03-10
async-communication-etiquette
Business Operations Specialists, All Other

Use this skill when writing messages in async channels (Slack, GitHub issues, email threads) where the reader may not have context and cannot ask follow-up questions immediately.

2026-03-10
audience-aware-communication
Technical Writers

Use this skill when writing any explanation, documentation, or response that will be read by someone else. Match vocabulary, depth, and format to the audience's expertise level before writing.

2026-03-10
auth-and-authorization-patterns
Software Developers

Use this skill when implementing authentication (login, token issuance) or authorization (access control, permissions). Apply whenever the task involves login flows, JWT, OAuth2, session management, or RBAC.

2026-03-10
avoid-acting-on-assumptions
Computer Occupations, All OtherGeneral & Operations Managers

Common mistake — proceeding with assumptions about ambiguous requirements instead of asking a clarifying question first. This skill reminds you to stop and ask before acting on uncertain interpretations.

2026-03-10
avoid-hallucinating-specifics
Software Quality Assurance Analysts & Testers

Common mistake — stating specific facts (API endpoints, library versions, config options, function signatures) with false confidence when uncertain. Always flag uncertainty rather than guessing specifics.

2026-03-10
avoid-scope-creep
General & Operations ManagersSoftware Developers

Common mistake — doing unrequested work (refactoring, adding extra features, cleaning up style) when the user asked for a specific, targeted change. Only change what was explicitly asked.

2026-03-10
clarify-ambiguous-requests
Computer Occupations, All OtherGeneral & Operations Managers

Use this skill when the user's request is ambiguous, under-specified, or could be interpreted in multiple ways. If proceeding with a wrong assumption would waste significant work, always ask exactly one focused clarifying question before doing anything.

2026-03-10
Showing top 8 of 36 collected skills in this repository.
#002
AutoResearchClaw
34 skills12.5k1.5kupdated 2026-05-20
48% of creator
fba-simulator
Data Scientists

Run Flux Balance Analysis (FBA) and related constraint-based simulations using COBRApy. Covers standard FBA, parsimonious FBA (pFBA), Flux Variability Analysis (FVA), loopless FBA, gene/reaction knockouts, and carbon source swapping. Outputs flux distributions and CSV files.

2026-05-20
flux-analyzer
Data Scientists

Analyse FBA flux distributions to extract biological insights. Covers gene essentiality, phenotypic phase planes, flux sampling, pathway-level aggregation, secretion product prediction, and production of publication- quality figures.

2026-05-20
gsmm-builder
Data Scientists

Build or load a genome-scale metabolic model (GSMM) using COBRApy. Covers loading from BIGG, constructing minimal models from scratch, setting medium constraints, and exporting validated .json model files.

2026-05-20
gsmm-validator
Data Scientists

Validate a COBRApy genome-scale metabolic model for mass/charge balance, stoichiometric consistency, biomass producibility, dead-end metabolites, thermodynamic loops, and GPR rule formatting. Outputs a structured validation report with errors and warnings.

2026-05-20
metabolic-study-planner
Biological Scientists, All Other

Plan publishable constraint-based metabolic modelling studies when the user has a broad biological or metabolic-engineering topic but no concrete dataset, organism, model, or hypothesis. Selects feasible BiGG/COBRA models, objectives, perturbations, analyses, metrics, figures, and risk controls before FBA code is generated.

2026-05-20
mfa-pipeline-orchestrator
Data Scientists

Orchestrate the full metabolic flux analysis pipeline from model loading to phenotype prediction and publication figures. Triggers when the user provides an organism name, BIGG model ID, or custom reaction list and wants end-to-end metabolic modelling run automatically.

2026-05-20
stat-research-orchestrator
Statisticians

Orchestrate a statistical research pipeline centered on formal problem formulation, method proposal, theoretical analysis, experimental evaluation, comparison, and final result synthesis.

2026-05-20
stat-result-validator
Statisticians

Validate statistical research outputs for formulation quality, method-to- problem alignment, theory presence, experimental evidence, fair comparison, artifact completeness, and final-claim consistency.

2026-05-20
Showing top 8 of 34 collected skills in this repository.
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