# zadescoxp/calibrain-harness

> A forward-testing harness for crypto perpetual trading: plugs in fast classification models (Kairos, Jev), trades on Bybit testnet, and honestly evaluates whether the model has an edge.

- Magnitude: 4.9 out of 10 — Early signal
- Stars: 218 total · +38 stars measured 2026-11-14, 00:04–11:13 UTC, ≈ 77 by evening
- Star trust: star growth looks organic
- Category: Finance & crypto · Language: Python · License: MIT · Created: 2026-11-10 · Last push: 2026-11-13
- GitHub: https://github.com/zadescoxp/calibrain-harness · Page: https://gitnova.dev/en/r/zadescoxp/calibrain-harness

## Useful for

- Check whether a classifier has predictive edge on live perpetuals
- Run a forward test of a model with probability calibration and Brier/RPS/AUC metrics
- Launch a testnet bot on Bybit with protected stops and a kill switch

## Why it’s here

- Star-counter measurements on 2026-11-14 (UTC), 00:04–11:13: 180 → 218 stars (+38). This is the change over that interval.
- Estimated end-of-day forecast: about +77 stars, using observed gains and the previous day.
- The repository is 4 days old and already has 218 stars. With less than two weeks of history, there's no usual pace to compare the spike against yet.
- About 24 forks a day — people are taking the code.
- Recent forks include notable developers: @webclinic017 (356 followers).

## 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: 50
- Issues and pull requests: 0
- Watchers: 3
- Average over the last week: 55 per day
- Usual pace: too little history (under two weeks)
- Stars in the last hour (measured): 8

## Stars per day, last 5 days (oldest → newest, today is partial)

2026-11-10 … 2026-11-14: 27, 61, 41, 70, 38

## Magnitude by day, last 2 days

11-13 4.2, 11-14 4.9

## More in this category

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   Full card: https://gitnova.dev/en/r/we-promise/sure.md
2. **tradermonty/claude-trading-skills** — 7.1 · Breakout · Finance & crypto · Python · +245 stars measured 2026-11-14, 00:03–11:13 UTC, ≈ 511 by evening
   A Claude Skills toolkit for individual investors and traders that structures market review, risk management, trade planning, journaling, and strategy development. It is not a signal service and does not automate buy/sell decisions.
   Full card: https://gitnova.dev/en/r/tradermonty/claude-trading-skills.md
3. **gabrielbuzziv/emissor-nfse-nacional** — 5.2 · Early signal · Finance & crypto · TypeScript · +14 stars measured 2026-11-14, 00:03–11:13 UTC, ≈ 53 by evening
   Self-hosted NFS-e (Brazilian electronic service invoice) issuer that talks directly to the National NFS-e System API, running on your own Cloudflare account with no per-invoice fee.
   Full card: https://gitnova.dev/en/r/gabrielbuzziv/emissor-nfse-nacional.md
4. **Jakeschincariol/day-trader-skill** — 3.4 · Steady · Finance & crypto · Python · +72 stars measured 2026-11-14, 00:04–11:15 UTC, ≈ 160 by evening
   A set of 11 Claude skills for day trading: chart scanning, news tracking, entry/exit timing, trade outcome simulation and risk checks on free public data.
   Full card: https://gitnova.dev/en/r/Jakeschincariol/day-trader-skill.md
5. **shy3130/tick-stock-panel** — 2.8 · Steady · Finance & crypto · Python · +32 stars measured 2026-11-14, 00:06–11:15 UTC, ≈ 67 by evening
   Self-hosted quant workbench for China A-shares: screening, anomaly monitoring and backtesting with local data storage, pluggable third-party sources and LLM assistance.
   Full card: https://gitnova.dev/en/r/shy3130/tick-stock-panel.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 2026-11-14 11:22 UTC, updated every 30 minutes.