Getting it into your agent
One page per mod, every tool's command on it. A separate URL per tool would split the same page into five that compete with each other.
npx skills add FreedomIntelligence/OpenClaw-Medical-Skills --skill antibody-design-agentgit clone --depth 1 https://github.com/FreedomIntelligence/OpenClaw-Medical-SkillsWrote this? Show the measurements
A badge with what this costs and how it scanned, read live from this page, so it follows the numbers instead of freezing them. Markdown for a README, HTML for a documentation site or a project page.
[](https://agentmods.dev/skills/freedomintelligence/openclaw-medical-skills/antibody-design-agent)<a href="https://agentmods.dev/skills/freedomintelligence/openclaw-medical-skills/antibody-design-agent"><img src="https://agentmods.dev/badge/skills/freedomintelligence/openclaw-medical-skills/antibody-design-agent/github.svg" alt="Measured on agentmods" height="20"></a>Or the 80×15 button, for a site that already has a row of RSS and ATOM ones. Only the verdict fits; the numbers stay here.
<a href="https://agentmods.dev/skills/freedomintelligence/openclaw-medical-skills/antibody-design-agent"><img src="https://agentmods.dev/badge/skills/freedomintelligence/openclaw-medical-skills/antibody-design-agent.svg" alt="Reviewed on agentmods" width="80" height="20"></a>What it costs to keep this loaded
Counted locally with the o200k_base tokenizer, which is exact for GPT models; Claude uses its own tokenizer and its counts differ. Treat this as one consistent yardstick across the catalogue rather than a bill. Prices are per million input tokens.
| Model | Per session | Once invoked |
|---|---|---|
| Fable 5.1 | $0.00000 | $0.00682 |
| Opus 5 | $0.00000 | $0.00341 |
| Sonnet 5 | $0.00000 | $0.00136 |
| Haiku 4.5 | $0.00000 | $0.00068 |
Grade A, and why
antibody-design-agent scanned grade A with 0 findings against 26 rules in 11 categories — prompt injection, anti-refusal, data exfiltration, privilege escalation, supply chain, agent snooping, system-prompt leakage, SSRF and excessive agency — measured 13d ago.
A static scan of the body, not an audit. Every finding is printed with the line that produced it so you can judge whether it matters here. A mod is markdown that instructs an agent; that is exactly why what it instructs is worth reading.
Nothing flagged
None of the 26 patterns this scan looks for appear in this file: no shell pipes, no recursive deletes, no credential paths, no hidden text, no instruction-override or anti-refusal phrasing, no agent-config snooping. That is not a guarantee, it is the absence of the things that are checkable.
The source is not reproduced here
No licence file
A repository with no LICENSE is all rights reserved by default, so the body is not copied here. The metadata, the measurements and the link are.
What ships with it
38 files beside SKILL.md in the same directory: the scripts, references and assets a skill reads on demand. Not counted in the per-session cost; read them before you install if any of them is executable.
- MAGE_Agent/README.md 1.4 KB
- MAGE/README.md 1.6 KB
- MAGE/repo/Data cleaning/ASAb_database_metadata_v2_24-03-12.xlsx 31 KB
- MAGE/repo/Data cleaning/CoVAbDab/covabdab_gen_curation_allBinders_allVariants_v2_24-03-12.ipynb 41 KB
- MAGE/repo/Data cleaning/CoVAbDab/NTD_SA.npy 550 KB
- MAGE/repo/Data cleaning/CoVAbDab/RBD_SA.npy 330 KB
- MAGE/repo/Data cleaning/crowe_ebola/crowe_ebola_processing_24-03-07.ipynb 7.1 KB
- MAGE/repo/Data cleaning/denovo_absci/denovo_trastuzamab_24-02-29.ipynb 7.8 KB
- MAGE/repo/Data cleaning/final_processing/detagging_script_24-03-04.ipynb 191 KB
- MAGE/repo/Data cleaning/final_processing/final_concat_v2_24-03-12.ipynb 6.4 KB
- MAGE/repo/Data cleaning/flu_LLM_paper/wang_preprint_flu_cleaning_24-01-03.ipynb 39 KB
- MAGE/repo/Data cleaning/Other_notebooks/10618/10618_antigen_alignment_v1_24-03-06.ipynb 27 KB
- MAGE/repo/Data cleaning/Other_notebooks/10618/AA_10618_LLM-clean_24-03-06.ipynb 36 KB
- MAGE/repo/Data cleaning/Other_notebooks/atlas_antigen_alignment_v1_24-03-04.ipynb 11 KB
- MAGE/repo/Data cleaning/Other_notebooks/published_LIBRA-seq_concatenation_24-05-31.ipynb 23 KB
- MAGE/repo/Data cleaning/Other_notebooks/SAbDab/detagging_script_24-03-04.ipynb 233 KB
- MAGE/repo/Data cleaning/Other_notebooks/SAbDab/SAbDab_final_clean_v1_24-03-04.ipynb 17 KB
- MAGE/repo/Data cleaning/Other_notebooks/signalP/detagging_nonSAbDab_24-03-12.ipynb 26 KB
- MAGE/repo/Data cleaning/Other_notebooks/signalP/signalP_summary_output_24-03-12.txt 6.2 KB
- MAGE/repo/Data cleaning/PlAbDab/ebola_Bornholdt_24-03-07.ipynb 7.2 KB
- MAGE/repo/Data cleaning/PlAbDab/ebola_EhrHardt_24-01-03.ipynb 66 KB
- MAGE/repo/Data cleaning/PlAbDab/gilman_RSV_24-01-04.ipynb 8.9 KB
- MAGE/repo/Data cleaning/PlAbDab/hcv_24-01-03.ipynb 3.2 KB
- MAGE/repo/Data cleaning/zurbuchen/zurbuchen_data_23-03-08.ipynb 56 KB
- MAGE/repo/Fine_tuning/example_training_data.csv 741 KB
- MAGE/repo/Fine_tuning/full_model_training_24-03-12.py 8.0 KB runs code
- MAGE/repo/Fine_tuning/selected_abs_Figure_2-3_24-06-10.ipynb 212 KB
- MAGE/repo/generate_antibodies.py 2.9 KB runs code
- MAGE/repo/LICENSE 11 KB
- MAGE/repo/MAGE_annotated_training_data.zip 2184 KB
- MAGE/repo/Output_analysis/figure1_plots_24-06-10.ipynb 324 KB
- MAGE/repo/Output_analysis/output_filtering_annotation.ipynb 15 KB
- MAGE/repo/Output_analysis/RBD_1K_sequences_24-03-16.csv 1589 KB
- MAGE/repo/Output_analysis/selected_abs_Figure_2-3_24-06-10.ipynb 212 KB
- MAGE/repo/Output_analysis/selected_abs_for_testing.csv 27 KB
- MAGE/repo/Output_analysis/selection_pipeline_24-03-16.ipynb 11 KB
- MAGE/repo/README.md 3.4 KB
- MAGE/SKILL.md 1.7 KB
What this file has done since we first saw it
Hashed on every crawl. A supply-chain change to an agent config is a question of when, not whether, so the history is kept rather than the latest state alone.
- 13d ago First seen · 64 lines · 0 tokens per session scan A edaf9743abaf
antibody-design-agent is a skill published in the GitHub repository FreedomIntelligence/OpenClaw-Medical-Skills (3,003 stars, last pushed 1mo ago), with no licence file. It costs nothing until one of its globs matches a file; then it loads 682 tokens. A static security scan graded it A with 0 findings. No closer match exists in the catalogue, so it is treated as the original; first seen 2026-08-30.
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