# tapoooooty/hypergrad > A builder-deployed perp DEX on Hyperliquid for Solana memecoins graduating from pump.fun: a GRAD index perp plus individual perps for coins that hold their market cap. - Magnitude: 1.3 out of 10 — Quiet - Stars: 132 total · +0 stars measured 2026-10-30, 17:01–18:44 UTC, ≈ 0 by evening - Star trust: star growth looks organic - Category: Finance & crypto · Language: Python · License: MIT · Created: 2026-10-29 · Last push: 2026-10-29 - GitHub: https://github.com/tapoooooty/hypergrad · Page: https://gitnova.dev/en/r/tapoooooty/hypergrad ## Useful for - Run the manager to scan pump.fun graduates and assign tiers automatically - Start the market maker to keep two-sided quotes in every order book - Check config and keys with doctor before running init-dex ## Why it’s here - Star-counter measurements on 2026-10-30 (UTC), 17:01–18:44: 132 → 132 stars (+0). This is the change over that interval. - The repository is 1 day old and already has 132 stars. With less than two weeks of history, there's no usual pace to compare the spike against yet. - Top new repositories this week: #172. - About 280 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: 26 - Issues and pull requests: 0 - Watchers: 81 - Average over the last week: 0 per day - Usual pace: too little history (under two weeks) - Stars in the last hour (measured): 0 ## Stars per day, last 2 days (oldest → newest, today is partial) 2026-10-29 … 2026-10-30: 0, 0 ## Spotted in now - Top new repositories this week: #172 ## More in this category 1. **QuantMLResearch/quant-handbook** — 5.2 · Early signal · Finance & crypto · Python · +37 stars measured 2026-10-30, 00:20–18:33 UTC, ≈ 52 by evening A quantitative investing handbook for A-shares: 8 modules and 31 lessons with Python scripts, covering PIT data, factors, ML, portfolio optimization and backtesting with T+1 and price limits. Full card: https://gitnova.dev/en/r/QuantMLResearch/quant-handbook.md 2. **emmilco/us-tax-model** — 5.1 · Early signal · Finance & crypto · HTML · +25 stars measured 2026-10-30, 00:16–18:33 UTC, ≈ 33 by evening Encodes US federal individual income tax forms and instructions as cited, machine-checkable YAML data, with a guided self-preparation interview that computes forms and explains every value locally. Full card: https://gitnova.dev/en/r/emmilco/us-tax-model.md 3. **IamRamgarhia/Free-GST-Billing-Software** — 5.0 · Early signal · Finance & crypto · JavaScript · +13 stars measured 2026-10-30, 10:49–18:33 UTC, ≈ 21 by evening Offline GST invoicing and billing app: tax invoices, proforma, credit notes, CGST/SGST/IGST, GSTR-1/3B filing and GSTR-2B reconciliation, multi-currency and inventory. Runs locally with no cloud or signup. Full card: https://gitnova.dev/en/r/IamRamgarhia/Free-GST-Billing-Software.md 4. **Jakeschincariol/day-trader-skill** — 4.9 · Peaking · Finance & crypto · Python · +307 stars measured 2026-10-30, 00:16–18:33 UTC, ≈ 402 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. **benderandrew069/deepseek-api-pricing-2026** — 4.5 · Early signal · Finance & crypto · +296 stars measured 2026-10-30, 06:33–18:34 UTC, ≈ 369 by evening · unusual star pattern (heuristic) A guide to estimating DeepSeek API costs in 2026, breaking down pricing by model, cache hits, and peak/off-peak hours with formulas and worked examples. Full card: https://gitnova.dev/en/r/benderandrew069/deepseek-api-pricing-2026.md --- 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 2026-10-30 18:49 UTC, updated every 30 minutes.