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a-green-hand-jack/ml-research-skills

73 skills · 2.3K combined installs

Skills from this source

#
Skill
Source
8W Activity
Installs
1
project-pivot-planner Plan mid-project direction changes when consistent negative results or novelty challenges require scope narrowing, an…
a-green-hand-jack/ml-research-skills
15
2
sidecar-task-runner Run artifact-driven sidecar agent tasks through one-shot Codex CLI sessions. Use when a main agent should delegate bo…
a-green-hand-jack/ml-research-skills
15
3
statistical-analysis-planner Plan and report statistical rigor for ML experiment results. Use when significance testing, effect size reporting, co…
a-green-hand-jack/ml-research-skills
15
4
appendix-organizer Plan and write appendix or supplementary material for ML papers. Use when the appendix needs to be structured, main-p…
a-green-hand-jack/ml-research-skills
14
5
auto-paper-improvement-loop Run multi-round review-implement-recompile improvement cycles on a paper draft. Use when a draft needs iterative writ…
a-green-hand-jack/ml-research-skills
14
6
feedback-synthesizer Turn inbound advisor, collaborator, or reviewer feedback into structured project updates. Use when meeting notes, ema…
a-green-hand-jack/ml-research-skills
14
7
model-card-writer Generate model cards, reproducibility statements, and datasheet documentation for ML models and datasets. Use when re…
a-green-hand-jack/ml-research-skills
14
8
reference-library-manager Manage project reference sources under reference/. Use when scanning, ingesting, indexing, deduplicating, monitoring,…
a-green-hand-jack/ml-research-skills
13
9
research-results-auditor Use when auditing completed results for confounds, claim-drift, protocol integrity, or attribution before locking cla…
a-green-hand-jack/ml-research-skills
13
10
run-status-monitor Monitor running experiments without polluting the main agent context. Use when the user asks where an experiment is, …
a-green-hand-jack/ml-research-skills
12
11
reference-reading-summarizer Read and summarize project reference sources into structured source cards. Use for skimming papers, PDFs, Word docs, …
a-green-hand-jack/ml-research-skills
11
12
paper-writing-router Route ML/AI paper writing tasks to the correct skill — contract planning, prose drafting, section writing, consistenc…
a-green-hand-jack/ml-research-skills
10
13
reference-project-synthesizer Connect structured reference source cards to the active ML project. Use when papers, collaborator docs, Markdown note…
a-green-hand-jack/ml-research-skills
10
14
memory-publication-auditor Audit private skills, memories, notes, or operational logs before turning them into public skills, templates, docs, o…
a-green-hand-jack/ml-research-skills
9
15
ml-research-router Project-local router for ML research skill selection. Use inside an initialized ML research project, or while maintai…
a-green-hand-jack/ml-research-skills
9
16
personalization-memory Maintain automatic personalization writeback from agent trajectories, logs, sidecar artifacts, and repeated user pref…
a-green-hand-jack/ml-research-skills
9
17
compute-budget-planner Estimate GPU compute budget before running ML experiments. Use when planning how much compute an experiment, ablation…
a-green-hand-jack/ml-research-skills
8
18
data-pipeline-manager Manage ML dataset pipelines before training. Use when the user needs to acquire, preprocess, split, or version datase…
a-green-hand-jack/ml-research-skills
8
19
experiment-debugger Use when training has engineering failures — NaN/gradient issues, GPU OOM, slow data loading, wrong metrics, reproduc…
a-green-hand-jack/ml-research-skills
8
20
reference-corpus-analyzer Produce a multi-paper comparison matrix across a literature corpus with tiered read depth. Use when multiple papers n…
a-green-hand-jack/ml-research-skills
7
21
ml-research-bootstrap Bootstrap project-local ml-research-skills. Use from global installs when creating a new ML research project, enablin…
a-green-hand-jack/ml-research-skills
6
22
discovery-router Route research discovery tasks — idea validation, literature review, reference reading, corpus comparison, or project…
a-green-hand-jack/ml-research-skills
2
23
project-ops-router Route project operations tasks — git, memory, remote, workspace, code review, timeline, ops — to the correct skill. U…
a-green-hand-jack/ml-research-skills
2
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