# JinHo-von-Choi/anti-samcheonpo

> A Go harness that watches AI coding agents and catches wasted time and money: redundant verification, scope drift, loops, and false completion claims. It runs locally by hooking into Claude Code, Codex, opencode and other agents.

- Magnitude: 4.0 out of 10 — Early signal
- Stars: 80 total · +3 stars measured 2026-10-09, 00:05–01:31 UTC, ≈ 31 by evening
- Star trust: star growth looks organic
- Category: AI agents · Language: Go · License: MIT · Created: 2026-10-07 · Last push: 2026-10-07
- GitHub: https://github.com/JinHo-von-Choi/anti-samcheonpo · Page: https://gitnova.dev/en/r/JinHo-von-Choi/anti-samcheonpo

## Useful for

- Hook the harness into Claude Code to get warnings when the agent loops
- Run samcheonpo audit to see where tokens went in past sessions
- Block a repeated command run when no code has changed

## Why it’s here

- Star-counter measurements on 2026-10-09 (UTC), 00:05–01:31: 77 → 80 stars (+3). This is the change over that interval.
- Estimated end-of-day forecast: about +31 stars, using observed gains and the previous day.
- The repository is 2 days old and already has 80 stars. With less than two weeks of history, there's no usual pace to compare the spike against yet.
- Top new repositories this week: #180.
- About 12 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: 7
- Issues and pull requests: 0
- Watchers: 0
- Average over the last week: 37 per day
- Usual pace: too little history (under two weeks)
- Stars in the last hour (measured): 2
- Latest release: v0.3.1 (2026-10-07)

## Stars per day, last 6 days (oldest → newest, today is partial)

2026-10-04 … 2026-10-09: 0, 0, 0, 51, 29, 3

## Spotted in now

- Top new repositories this week: #180

## More in this category

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   A reverse-engineering tool that lets AI agents inspect apps and native binaries: it connects agents to Hopper or Ghidra via MCP and CLI, helping explain how a feature works and rebuild it in your own project.
   Full card: https://gitnova.dev/en/r/morluto/rea.md
2. **docker/docker-agent** — 7.5 · Breakout · AI agents · Go · +6 stars measured 2026-10-09, 00:04–01:30 UTC, ≈ 307 by evening
   Docker CLI plugin for building and running AI agents from a declarative YAML config with tools, MCP servers, and multi-agent orchestration. Lets you assemble agent teams without writing code and share them via OCI registry.
   Full card: https://gitnova.dev/en/r/docker/docker-agent.md
3. **zhongerxin/iPhone-use** — 6.9 · Early signal · AI agents · Python · +44 stars measured 2026-10-09, 00:05–01:30 UTC, ≈ 408 by evening
   Lets Codex control a real iPhone over USB via WebDriverAgent: it installs and signs WDA, exposes MCP tools for app navigation, taps, typing and list collection, and shows a live screen widget.
   Full card: https://gitnova.dev/en/r/zhongerxin/iPhone-use.md
4. **thedotmack/claude-mem** — 6.8 · Breakout · AI agents · TypeScript · +45 stars measured 2026-10-09, 00:05–01:30 UTC, ≈ 604 by evening
   Persistent memory system for Claude Code and other agents: it captures agent actions via lifecycle hooks, compresses them into semantic summaries, and injects relevant context into future sessions.
   Full card: https://gitnova.dev/en/r/thedotmack/claude-mem.md
5. **thesysdev/open-intelligent-ui** — 5.9 · Early signal · AI agents · TypeScript · +8 stars measured 2026-10-09, 00:07–01:30 UTC, ≈ 134 by evening
   An open-source implementation of ChatGPT's "Intelligent UI" built on OpenUI: the model streams OpenUI Lang and the app renders an interactive answer from custom travel components (map, gallery, itinerary).
   Full card: https://gitnova.dev/en/r/thesysdev/open-intelligent-ui.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 2026-10-09 01:41 UTC, updated every 30 minutes.