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autoresearch

Apply Karpathy's autoresearch loop (goal + mechanical fitness + mutable surface + keep-or-revert iteration) to ANY measurable workflow - code, content, sales, research, design…

Plugin bundle · by Bayram Annakov

About

autoresearch is a plugin bundle for AI coding tools published by Bayram Annakov. Marketplaces we read that list it: 1 (Community GitHub marketplaces). We first saw it on 2026-10-15 and have recorded no change since. As of our marketplace pass on 2026-10-23.

In its own words, on Community GitHub marketplaces:

Apply Karpathy's autoresearch loop (goal + mechanical fitness + mutable surface + keep-or-revert iteration) to ANY measurable workflow - code, content, sales, research, design, operations. Includes a pre-loop triage that refuses fat-tailed, reflexive, or slow-feedback problems without adapting the mode, and five modes (pure, barbell, via negativa, inverted, human-in-loop).

What it asks for

  • Installs as a plugin bundle

None of the marketplaces we read publishes its tools or the settings it asks for.

What it declares, asks for and runs, in full

Only install plugins from developers you trust. We list what marketplaces publish and do not test plugins.

Works with

  • Claude Code

From the marketplaces that list it and the MCP transport it declares, as each client documents them. We do not test plugins.

Connect

Commands and configs built only from what its marketplaces declare. We do not run them for you and do not test plugins.

As a Claude Code plugin

Built from what Community GitHub marketplaces declares.

Claude CodeInside a Claude Code session
/plugin marketplace add bayramannakov/ai-native-product-skills
/plugin install autoresearch@ai-native-product-skills

Where it is published

MarketplaceStatusVersionFiguresVerifiedFirst seen
Community marketplace bayramannakov/ai-native-product-skills (Open the source on GitHub) Listed 4.1.1 Forks (GitHub): 3
Stars (GitHub): 15
Not marked

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.

Listed in one community marketplace
MarketplaceRepositoryStars (GitHub)
ai-native-product-skills bayramannakov/ai-native-product-skills 15

Which marketplaces we read and how we check them

What the bundle contains

As published on Community GitHub marketplaces.

Skills: 5

  • autoresearch
  • council
  • prototype
  • team-assess
  • transformation-roadmap

What changed

  1. Became a product we track
  2. Community GitHub marketplaces: appeared

Possibly the same plugin

Listings that share a signal with this one but not enough for us to treat them as the same product.

  • councilBayram Annakov · The same repository folder under another name
  • prototypeBayram Annakov · The same repository folder under another name
  • team-assessmentBayram Annakov · The same repository folder under another name

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Found by meaning, not by shared code or a shared repository: similar plugins stay separate products, and this is not a review or a recommendation.

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