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 agentmods add skills/limbicnation/hermes-asset-pipeline/python-tool-buildernpx skills add Limbicnation/hermes-asset-pipeline --skill python-tool-buildergit clone --depth 1 https://github.com/Limbicnation/hermes-asset-pipelineWrote 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/limbicnation/hermes-asset-pipeline/python-tool-builder)<a href="https://agentmods.dev/skills/limbicnation/hermes-asset-pipeline/python-tool-builder"><img src="https://agentmods.dev/badge/skills/limbicnation/hermes-asset-pipeline/python-tool-builder.svg" alt="Measured on agentmods" 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 | $0.00044 | $0.00881 |
| Opus 5 | $0.00022 | $0.00441 |
| Sonnet 5 | $0.00009 | $0.00176 |
| Haiku 4.5 | $0.00004 | $0.00088 |
Grade A, and why
python-tool-builder 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 6d 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.
How it starts
The opening of the file, as written. The whole thing — 122 lines — stays where its author put it; the contents beside it link to each section on GitHub.
Python Tool Builder Skill
Scaffold and maintain Python tools for the pipeline with proper isolation and dependency management.
Project Scaffolding
# Create new tool in pipeline/lib/
cd pipeline/lib
uv init --name $TOOL_NAME
uv add requests Pillow watchdog numpy
# Structure:
# pipeline/lib/$TOOL_NAME/
# ├── pyproject.toml ← uv managed
# ├── src/$TOOL_NAME/
# │ ├── __init__.py
# │ ├── main.py
# │ └── utils.py
# ├── tests/
# │ └── test_main.py
# └── README.md
Dependency Management Rules
- Always use uv — never
pip installdirectly into system Python - One venv per tool —
pipeline/lib/$TOOL_NAME/.venv - Pin versions in CI —
uv pip freeze > requirements.lock - No stray dependencies — if it's not in
pyproject.toml, it's not installed
Virtual Environment Workflow
# Activate venv
source pipeline/lib/$TOOL_NAME/.venv/bin/activate
# Run tool
python -m $TOOL_NAME
# Update dependencies
uv add newpackage
uv sync
# Lock versions (for reproducibility)
uv pip freeze | grep -v "#" > pipeline/lib/$TOOL_NAME/requirements.lock
Pipeline-Specific Tool Template
#!/usr/bin/env python3
"""
$TEMPLATE_TOOL_NAME — one-line description.
Run: python -m $TEMPLATE_TOOL_NAME [args]
"""
import argparse
import os
import sys
from pathlib import Path
# Ensure project root in path
ROOT = Path(__file__).parent.parent.parent.parent
sys.path.insert(0, str(ROOT / "lib" / "$TEMPLATE_TOOL_NAME" / "src"))
def main():
parser = argparse.ArgumentParser(description="$TEMPLATE_TOOL_NAME")
parser.add_argument("--input", type=Path, required=True)
parser.add_argument("--output", type=Path, default=None)
args = parser.parse_args()
output = args.output or args.input.with_suffix(".out.png")
# TODO: implement transformation
print(f"Processed: {args.input} → {output}")
if __name__ == "__main__":
main()
Running in the Pipeline venv
The main pipeline venv at awesome-hermes-agent/.venv has:
- Pillow, opencv-python, numpy, watchdog, requests, h5py, trimesh
- pydantic, fastapi, uvicorn
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.
- 6d ago First seen · 122 lines · 44 tokens per session scan A 77e974fa83a2
python-tool-builder is a skill published in the GitHub repository Limbicnation/hermes-asset-pipeline (5 stars, last pushed 4mo ago), licensed Apache-2.0. It adds 44 tokens to every session and 881 once invoked, about $0.0002 per session on Opus 5. 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 2026-08-31.
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