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MAGE
ASecurityAb seq forge
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- Added September 6, 2026
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[](https://www.skillsdirectory.com/skills/swaruplab-mage)---
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.
Files in this skill
- README.md
- SKILL.md
- repo/Data cleaning/ASAb_database_metadata_v2_24-03-12.xlsx
- repo/Data cleaning/CoVAbDab/covabdab_gen_curation_allBinders_allVariants_v2_24-03-12.ipynb
- repo/Data cleaning/Other_notebooks/10618/10618_antigen_alignment_v1_24-03-06.ipynb
- repo/Data cleaning/Other_notebooks/10618/AA_10618_LLM-clean_24-03-06.ipynb
- repo/Data cleaning/Other_notebooks/SAbDab/SAbDab_final_clean_v1_24-03-04.ipynb
- repo/Data cleaning/Other_notebooks/atlas_antigen_alignment_v1_24-03-04.ipynb
- repo/Data cleaning/Other_notebooks/published_LIBRA-seq_concatenation_24-05-31.ipynb
- repo/Data cleaning/Other_notebooks/signalP/detagging_nonSAbDab_24-03-12.ipynb
- repo/Data cleaning/Other_notebooks/signalP/signalP_summary_output_24-03-12.txt
- repo/Data cleaning/PlAbDab/ebola_Bornholdt_24-03-07.ipynb
- repo/Data cleaning/PlAbDab/ebola_EhrHardt_24-01-03.ipynb
- repo/Data cleaning/PlAbDab/gilman_RSV_24-01-04.ipynb
- repo/Data cleaning/PlAbDab/hcv_24-01-03.ipynb
- repo/Data cleaning/crowe_ebola/crowe_ebola_processing_24-03-07.ipynb
- repo/Data cleaning/denovo_absci/denovo_trastuzamab_24-02-29.ipynb
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