autoresearch-builder vs MLflow Skills
autoresearch-builder is a plugin bundle for AI coding tools published by Jung-Wan Kim. Marketplaces we read that list it: 1 (Community GitHub marketplaces). MLflow Skills is a plugin bundle for AI coding tools published by mlflow. Marketplaces we read that list it: 1 (Claude Code: claude-plugins-official). As of our marketplace pass on 2026-10-24. This pair was picked by a reader, not by our comparison rule, so search engines are asked not to index the page.
Where each is published
| Marketplace |  MLflow Skills | |
|---|---|---|
| Community marketplace jung-wan-kim/autoresearch-builder | Listed Version: 1.1.0 Forks (GitHub): 10 Stars (GitHub): 35 Not marked · First seen |
Not listed |
| Claude Code: claude-plugins-official | Not listed | Listed Version: 1.0.0 Forks (GitHub): 26 Stars (GitHub): 82 Not marked · First seen |
Each figure is the marketplace's own and is never added up across marketplaces. A marketplace that publishes no figure shows none: no number is not zero.
The facts side by side
| Fact | autoresearch-builder | MLflow Skills |
|---|---|---|
| Marketplaces that list it | 1 | 1 |
| Stars (GitHub) (differs) | 35 (worse) | 82 (better) |
| Forks (GitHub) (differs) | 10 (worse) | 26 (better) |
| Last release (differs) | Not published | 2026-10-16 |
| Where it runs | Installs as a plugin bundle | Installs as a plugin bundle |
| Transport | Not stated | Not stated |
| Tools it declares | Not published | Not published |
| Environment variables it asks for | Not published | Not published |
| Hooks it runs (differs) | Not published | 1 |
| Parts of the bundle (differs) | 1 | 14 |
| Licence | Not stated | Not stated |
| Repository (differs) | github.com/jung-wan-kim/autoresearch-builder | github.com/mlflow/skills |
| Changes in the last 7 days (differs) | 2 | 0 |
| First seen (differs) | 2026-10-24 | 2026-10-11 |
Lines where the two differ have a tinted background and bold values. Where the data itself says which value is better (more marketplaces, a larger figure of the same marketplace, a fresher release, a verified mark on a marketplace that lists both), the better one is also marked green with ▲ and the worse one red with ▼. Where it runs, the transport, the tools, the settings, hooks, the bundle's parts, the licence and the week's changes are marked only as different: more or fewer is not better in itself.
What each says it does
autoresearch-builder
Autonomous experiment loop — modify, test, keep/discard, repeat forever
MLflow Skills
Skills for tracing, evaluating, and improving AI agents with MLflow. Supports the full agent improvement loop: instrument → trace → evaluate → iterate → validate.
How to run each
autoresearch-builder As a Claude Code plugin
/plugin marketplace add jung-wan-kim/autoresearch-builder
/plugin install autoresearch-builder@autoresearch-builderMLflow Skills As a Claude Code plugin
/plugin install mlflow@claude-plugins-officialCommands built only from what the marketplaces declare; the full set for every client is on each card.
Tools each declares
Neither one's marketplaces publish a list of tools, so there is nothing to compare.
Settings each asks for
Neither one's marketplaces publish the settings it asks for.
What it can do: autoresearch-builder · What it can do: MLflow Skills · Compare two other plugins
Data comes from public marketplace files in GitHub repositories of their authors. Data comes from the public marketplace file https://github.com/anthropics/claude-plugins-official/blob/HEAD/.claude-plugin/marketplace.json. Figures come from our own regular passes over the marketplaces, last read on . We publish no contact details for plugin publishers.