# anthropics/uplifting-biomolecular-modeling

> A reference collection of 36 drop-in optimization kits for the inference paths of open protein- and genomics-ML tools, from structure prediction to protein language models. Each kit speeds up a pinned upstream release under named modes (exact, fast, big) without changing how the tool is called.

- Magnitude: 0.6 out of 10 — Steady
- Stars: 324 total · +0 stars on 2026-10-04 (UTC), ≈ 2 by evening
- Star trust: star growth looks organic
- Category: Science & research · Language: Python · License: Apache-2.0 · Created: 2026-09-17 · Last push: 2026-10-02
- GitHub: https://github.com/anthropics/uplifting-biomolecular-modeling · Page: https://gitnova.dev/en/r/anthropics/uplifting-biomolecular-modeling

## Useful for

- Speed up protein structure prediction with a kit's fast mode while keeping the upstream tool's arguments unchanged.
- Check which optimization mode would engage on a given GPU before running a full inference job.
- Run a large prediction across multiple GPUs using a kit's big mode when a single GPU runs out of memory.

## Why it’s here

- 0 stars so far today, about 2 expected by the end of the day.
- The repository is 17 days old and already has 324 stars.

## 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: 48
- Issues and pull requests: 7
- Watchers: 1
- Average over the last week: 3 per day
- Usual pace: 14 per day

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

2026-10-04 … 2026-11-02: None, None, None, None, None, None, None, None, None, None, None, None, None, None, None, None, None, None, None, None, None, None, None, None, None, None, None, None, None, None

## Magnitude by day, last 14 days

09-21 2.1, 09-22 2.2, 09-23 1.6, 09-24 1.3, 09-25 1.1, 09-26 0.8, 09-27 0.5, 09-28 1.0, 09-29 1.1, 09-30 0.9, 10-01 0.6, 10-02 0.8, 10-03 0.8, 10-04 0.6

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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 2026-10-04 00:26 UTC, updated every 30 minutes.