Axect

15 mods across 2 repositories, 23 stars between them.

magi-researchers

02

Axect/magi-researchers

Plugin Claude Code

Three AI models, one synthesis — multi-model research workflow for scientific domains.

13 4mo ago A tokens not measured original MIT

research-brainstorm

04

Axect/magi-researchers

Skill Claude CodeCodex

Generates and cross-validates research ideas using Gemini and Codex in parallel, then synthesizes results with Claude.

13 4mo ago A 0 tokens original MIT

research-execute

05

Axect/magi-researchers

Skill Claude CodeCodex

Executes the research code in src/ to generate result artifacts in results/. This is Phase 3.5 of the research pipeline, sitting between Implementation (Phase 3) and Testing & Visualization (Phase 4).

13 4mo ago A 0 tokens original MIT

research-explain

06

Axect/magi-researchers

Skill Claude CodeCodex

Generates high-quality explanations of concepts using Gemini and Codex in parallel (Phase 1: MAGI strategy exploration), then synthesizes a single-voice explanation with Claude (Phase 2: convergent generation).

13 4mo ago A 0 tokens original MIT

research-implement

07

Axect/magi-researchers

Skill Claude CodeCodex

Implements research code based on an existing research plan. Requires a researchplan.md to be present in the active research output directory.

13 4mo ago A 0 tokens original MIT

research-report

08

Axect/magi-researchers

Skill Claude CodeCodex

Generates a structured markdown research report from all previous phase outputs. Actively integrates existing plots, generates missing visualizations, and cross-verifies claim-evidence integrity. Requires at least some prior phase results to exist.

13 4mo ago A 0 tokens original MIT

research-search

09

Axect/magi-researchers

Skill Claude CodeCodex

Searches academic literature via OpenAlex (240M+ works) and optionally web sources. Standalone skill for quick literature discovery without the full brainstorm pipeline.

13 4mo ago A 0 tokens original MIT

research-test

10

Axect/magi-researchers

Skill Claude CodeCodex

Creates tests for research code and generates publication-quality visualizations. Requires implemented code in src/ of an active research output directory.

13 4mo ago A 0 tokens original MIT

research-write

11

Axect/magi-researchers

Skill Claude CodeCodex

Orchestrates multi-agent collaborative writing from upstream research artifacts. Produces structured documents (papers, proposals) with evidence-grounded prose, MAGI cross-review, and automated quality validation.

13 4mo ago A 0 tokens original MIT

research

12

Axect/magi-researchers

Skill Claude CodeCodex

Runs the complete research pipeline: Brainstorming → Planning → Implementation → Testing & Visualization → Reporting. Orchestrates all phases with user checkpoints between each.

13 4mo ago A 0 tokens original MIT

Axect/pytorch_template

Instructions file

Instructions for Axect/pytorch_template, covering pytorchtemplate, migration skill maintenance rule, when adding a new feature, when modifying an existing feature and development workflow.

10 3mo ago A 331 tokens original MIT

pytorch-migrate

14

Axect/pytorch_template

Skill Claude CodeCodex

Migrate an existing project that uses pytorchtemplate to the latest version. Use this skill when the user says: "update template", "migrate", "upgrade", "apply latest changes", "sync with template", "update pytorchtemplate", or when the user's project is missing new features (preflight, hpo-report, data field…

10 3mo ago C 78 tokens original MIT

pytorch-train

15

Axect/pytorch_template

Skill Claude CodeCodex

Guide for training PyTorch models using this template's config-driven pipeline. Use this skill whenever the user wants to: train a model, create experiment configs (run.yaml / opt.yaml / best.yaml), run hyperparameter optimization (HPO) with Optuna, extract best parameters from an HPO study, set up a new experiment…

10 3mo ago A 127 tokens original MIT