# JamesKInner/Covalent-MAS

> A modular Python architecture for iterative covalent drug design: molecule generation, filtering, AutoDock Vina docking, multi-objective optimization, and evidence-driven trajectory learning.

- Magnitude: 0.0 out of 10 — Quiet
- Stars: 339 total · Not enough measurements today
- Star trust: unusual star pattern (heuristic)
- Category: Science & research · Language: Python · License: MIT · Created: 2026-09-19 · Last push: 2026-09-20
- GitHub: https://github.com/JamesKInner/Covalent-MAS · Page: https://gitnova.dev/en/r/JamesKInner/Covalent-MAS

## Useful for

- Generate covalent candidates and filter them by validity and warhead rules
- Run candidate docking with AutoDock Vina and collect results into JSON
- Optimize selected molecules against multiple objectives and store trajectories in JSONL

## Why it’s here

- There are not enough fresh counter measurements for today's UTC day. The gain is unknown.
- The repository is 16 days old and already has 339 stars.

## Star trust

Unusual star pattern (heuristic).
- Very few forks: 1 for 339 stars. Active projects usually have 3–15 forks per 100 stars.

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

## Numbers

- Forks: 1
- Issues and pull requests: 0
- Watchers: 0
- Average over the last week: 0 per day
- Usual pace: 16 per day

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

2026-10-06 … 2026-11-04: 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

09-22 2.0, 09-23 0.1, 09-24 0.0, 09-25 0.3, 09-26 0.0, 09-27 0.2, 09-28 0.3, 09-29 0.0, 09-30 0.0, 10-01 0.0, 10-02 0.0, 10-03 0.0, 10-04 0.0, 10-05 0.0

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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 2026-10-05 23:47 UTC, updated every 30 minutes.