Skip to content
Back to skills

MAGE

ASecurity

--> --- name: mage-antibody-generator description: Ab seq forge keywords: - antibody - antigen - FASTA - generation - validation measurable_outcome: Generate the requested number of antibody sequences (default ≥5) with metadata (model checkpoint, seed) and deliver FASTA files within 10 minutes. license: MIT metadata: author: MAGE Team version: "1.0.0" compatibility: - system: Python 3.9+ / GPU allowed-tools: - run_shell_command - read_file --- Run the MAGE antibody generation workflow to prop...

  • 2,984 stars
  • 0 votes
  • 0 copies
  • 1 view
  • Added May 29, 2026
toolspythonshellrails

Security analysis

A100/100

Pro scans all 17 files and shows the line behind each finding

Scanned May 29, 2026

npx -y skills add FreedomIntelligence/OpenClaw-Medical-Skills --skill MAGE --agent claude-code

Installs into .claude/skills of the current project.

Are you the author of MAGE?

Add the live security badge to your README. It updates with every re-scan.

Security grade badge for MAGE
[![Security: A — Skills Directory](https://www.skillsdirectory.com/api/skills/freedomintelligence-mage/badge)](https://www.skillsdirectory.com/skills/freedomintelligence-mage)

More formats (shields.io, HTML) on the badges page. Keep it an A: scan every change in CI with Pro.

Download with Pro
SKILL.md
<!--
# COPYRIGHT NOTICE
# This file is part of the "Universal Biomedical Skills" project.
# Copyright (c) 2026 MD BABU MIA, PhD <md.babu.mia@mssm.edu>
# All Rights Reserved.
#
# This code is proprietary and confidential.
# Unauthorized copying of this file, via any medium is strictly prohibited.
#
# Provenance: Authenticated by MD BABU MIA

-->

---
name: mage-antibody-generator
description: Ab seq forge
keywords:
  - antibody
  - antigen
  - FASTA
  - generation
  - validation
measurable_outcome: Generate the requested number of antibody sequences (default ≥5) with metadata (model checkpoint, seed) and deliver FASTA files within 10 minutes.
license: MIT
metadata:
  author: MAGE Team
  version: "1.0.0"
compatibility:
  - system: Python 3.9+ / GPU
allowed-tools:
  - run_shell_command
  - read_file
---

# MAGE (Monoclonal Antibody Generator)

Run the MAGE antibody generation workflow to propose antigen-conditioned antibody sequences for downstream structural validation.

## Workflow
1. **Prep env:** `cd repo` and install dependencies, then point to GPU if available.
2. **Run generator:** `python generate_antibodies.py --antigen_sequence <SEQ> --num_candidates N --output_dir ./results`.
3. **Collect outputs:** Provide FASTA paths + metadata, optionally translate into JSON manifest.
4. **Recommend validation:** Suggest AlphaFold/Rosetta checks and wet-lab follow-up.

## Guardrails
- Never imply binding efficacy without structural/experimental confirmation.
- Track model version + seeds to ensure reproducibility.
- Encourage downstream filtering (liability motifs, developability metrics).

## References
- Source instructions in `README.md` and repo scripts.


<!-- AUTHOR_SIGNATURE: 9a7f3c2e-MD-BABU-MIA-2026-MSSM-SECURE -->

Files in this skill

  • README.md1.6 KB
  • SKILL.md1.7 KB
  • repo/Data cleaning/ASAb_database_metadata_v2_24-03-12.xlsx31.1 KB
  • repo/Data cleaning/CoVAbDab/covabdab_gen_curation_allBinders_allVariants_v2_24-03-12.ipynb41.1 KB
  • repo/Data cleaning/Other_notebooks/10618/10618_antigen_alignment_v1_24-03-06.ipynb26.8 KB
  • repo/Data cleaning/Other_notebooks/10618/AA_10618_LLM-clean_24-03-06.ipynb35.6 KB
  • repo/Data cleaning/Other_notebooks/SAbDab/SAbDab_final_clean_v1_24-03-04.ipynb16.9 KB
  • repo/Data cleaning/Other_notebooks/atlas_antigen_alignment_v1_24-03-04.ipynb10.8 KB
  • repo/Data cleaning/Other_notebooks/published_LIBRA-seq_concatenation_24-05-31.ipynb22.8 KB
  • repo/Data cleaning/Other_notebooks/signalP/detagging_nonSAbDab_24-03-12.ipynb26.2 KB
  • repo/Data cleaning/Other_notebooks/signalP/signalP_summary_output_24-03-12.txt6.2 KB
  • repo/Data cleaning/PlAbDab/ebola_Bornholdt_24-03-07.ipynb7.2 KB
  • repo/Data cleaning/PlAbDab/ebola_EhrHardt_24-01-03.ipynb65.5 KB
  • repo/Data cleaning/PlAbDab/gilman_RSV_24-01-04.ipynb8.9 KB
  • repo/Data cleaning/PlAbDab/hcv_24-01-03.ipynb3.2 KB
  • repo/Data cleaning/crowe_ebola/crowe_ebola_processing_24-03-07.ipynb7.1 KB
  • repo/Data cleaning/denovo_absci/denovo_trastuzamab_24-02-29.ipynb7.8 KB

Attribution

Is this your skill, or is something wrong with this listing? Request removal or report an issue. Author removals are honored within 72 hours.

Comments

Loading comments…