blader

blader / theorist

Public

A Codex/Claude skill that maintains per-repo operating theory documents.

151
4
100% credibility
Found Mar 01, 2026 at 141 stars -- GitGems finds repos before they trend. Get early access to the next one.
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AI Analysis
AI Summary

Theorist is a companion skill for AI coding assistants that maintains a living narrative document in your project root, outlining the problem thesis, system model, strategy, key insights, and remaining uncertainties.

How It Works

1
📰 Discover Theorist

You hear about Theorist, a helpful companion for AI assistants that keeps your project's big-picture story always fresh and organized.

2
📥 Add to Your AI Helper

You simply add Theorist to your AI assistant's toolkit, making it ready to use in any project.

3
🚀 Start a Project

You begin working on a coding project with your AI, and turn on Theorist to track the evolving ideas.

4
💭 Update the Story

As you chat with your AI, learn new things, or pivot plans, you ask it to refresh the project's theory document.

5
📖 See It Evolve

A special story file appears in your project, capturing the problem, current understanding, strategy, discoveries, and open questions—all in plain words.

6
🔄 Keep It Current

The story updates automatically during sessions, staying holistic and focused on why things are the way they are.

🎉 Smarter Projects

Your work feels coherent and strategic, with every decision building on the latest shared understanding—no more scattered thoughts.

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Star Growth

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AI-Generated Review

What is theorist?

Theorist is a Codex/Claude skill that auto-generates and maintains a THEORY.MD doc in your repo root, capturing the evolving problem thesis, system model, strategy rationale, key pivots, and open uncertainties. It solves the drift in AI agent workflows by providing a persistent, holistic narrative that stays coherent across sessions—no more siloed task logs or forgotten insights. Compatible with both Codex and Claude, it activates via natural prompts like "update the operating theory" or client skill commands, and works whether you're asking if Codex can use Claude skills.

Why is it gaining traction?

Unlike basic changelogs or task trackers, theorist enforces always-on, sticky updates with clean sections for thesis, strategy, and questions, rewriting holistically after debugging or pivots. Developers dig the lightweight strategic memory it layers onto Codex Claude code GitHub sessions, keeping long-haul decisions aligned without manual overhead. Its cross-compatibility—Codex vs Claude vs GitHub Copilot style—hooks folks experimenting with multi-agent setups on Codex Claude GitHub repos.

Who should use this?

AI-augmented engineers tackling complex repos with Codex or Claude, like backend teams iterating on uncertain architectures or solo devs debugging pivots in ML pipelines. Ideal for anyone in investigate-implement-verify loops needing a single source of "why we built it this way" without wiki sprawl. Skip if you're doing one-off fixes or prefer raw Copilot vibes.

Verdict

Worth cloning into your skills dir for experimental AI coding flows—93 stars and 1.0% credibility score signal early maturity with sparse docs, but the core idea delivers immediate value in keeping theories fresh. Try it on a side project before betting the farm.

(178 words)

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