# MDX-Tom/gpt-instruct

> A prompt and test pack for Codex (GPT) that alters model behavior on complex tasks: improves first-pass execution, process continuity and artifact verification. Includes a deploy/rollback script for Codex config.

- Magnitude: 2.6 out of 10 — Steady
- Stars: 10,889 total · +12 stars measured 2026-10-29, 00:06–05:44 UTC, ≈ 50 by evening
- Star trust: star growth looks organic
- Category: AI agents · Language: Python · License: MIT · Created: 2026-07-11 · Last push: 2026-10-04
- GitHub: https://github.com/MDX-Tom/gpt-instruct · Homepage: https://mdx-tom.github.io/gpt-instruct/ · Page: https://gitnova.dev/en/r/MDX-Tom/gpt-instruct

## Useful for

- Deploy a prompt into CODEX_HOME via codex-instruct.py with rollback support
- Run A/B/C regression tests to evaluate a candidate prompt
- Compare prompt versions by cases, turns and artifact gate metrics

## Why it’s here

- Star-counter measurements on 2026-10-29 (UTC), 00:06–05:44: 10877 → 10889 stars (+12). This is the change over that interval.
- Estimated end-of-day forecast: about +50 stars, using observed gains and the previous day.
- Top new repositories in the last 4 months: #58.
- About 13 forks a day — people are taking the code.

## Star trust

Star growth looks organic.

Star-trust labels are heuristics based on the repository’s behavior, not a check of every stargazer.

## Numbers

- Forks: 1,398
- Issues and pull requests: 96
- Watchers: 40
- Average over the last week: 53 per day
- Usual pace: 71 per day
- Stars in the last hour (measured): 3
- Latest release: gpt-6-astra-v1 (2026-09-06)

## Stars per day, last 30 days (oldest → newest, today is partial)

2026-09-30 … 2026-10-29: 41, 27, 50, 46, 40, 65, 42, 51, 232, 128, 68, 106, 117, 84, 75, 85, 62, 57, 56, 53, 52, 79, 65, 56, 42, 44, 81, 50, 51, 12

## Magnitude by day, last 14 days

10-16 3.0, 10-17 2.6, 10-18 2.6, 10-19 2.6, 10-20 2.5, 10-21 2.8, 10-22 3.1, 10-23 2.9, 10-24 2.6, 10-25 2.4, 10-26 3.0, 10-27 3.2, 10-28 2.7, 10-29 2.6

## Spotted in now

- Top new repositories in the last 4 months: #58

## Similar by description

1. **zgx949/ai-pojia** — 4.6 · Early signal · AI agents · Python · +12 stars measured 2026-10-29, 00:03–05:42 UTC, ≈ 54 by evening
   A set of prompts and a Skill for Codex that installs execution instructions and a demo Skill for completing tasks with verifiable artifacts. Aimed at beginners who need ready-made configurations and examples.
   Full card: https://gitnova.dev/en/r/zgx949/ai-pojia.md

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Magnitude (0–10) measures how fast and how unusually interest in a repository is growing right now. It is not a quality score.
Days are UTC. “So far today” is a fact; “expected by the end of the day” is a forecast.
Summaries and use cases are written by an LLM (DeepSeek V4.1 Flash) from the README and may be inaccurate: verify specific claims (benchmarks, speed, hardware) in the repository itself.
Data as of 2026-10-29 05:52 UTC, updated every 30 minutes.