python-analysis-architect

python-analysis-architect is a skill for Claude Code, Codex from rudrathegreat/Astronomy-AI-Toolkit. It costs 19 tokens per session (402 once invoked), scanned A, original, no licence file.

A structure for building maintainable Python analysis packages and research codebases for astronomy projects.

In plain words
What is it for?
Use it to plan the layout and organization of Python packages and astronomy research software.
Why use it?
It helps keep research code organized as analyses grow and need to be reused or maintained.

Skill for Claude CodeCodex

Part of the astronomy-ai-toolkit plugin — 30 skills, 6 agents, 4 MCP servers shipped together

Install

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.

agentmods
npx agentmods add skills/rudrathegreat/astronomy-ai-toolkit/python_analysis_architect
Any agent
npx skills add rudrathegreat/Astronomy-AI-Toolkit --skill python_analysis_architect
Clone the repo
git clone --depth 1 https://github.com/rudrathegreat/Astronomy-AI-Toolkit

Made for: Claude Code, Codex.

Or install astronomy-ai-toolkit, the plugin that ships this one along with the rest of its 30 skills, 6 agents, 4 MCP servers.

Wrote 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.

agentmods badge for python-analysis-architect

README.md
[![agentmods](https://agentmods.dev/badge/skills/rudrathegreat/astronomy-ai-toolkit/python_analysis_architect.svg)](https://agentmods.dev/skills/rudrathegreat/astronomy-ai-toolkit/python_analysis_architect)
Your own site
<a href="https://agentmods.dev/skills/rudrathegreat/astronomy-ai-toolkit/python_analysis_architect"><img src="https://agentmods.dev/badge/skills/rudrathegreat/astronomy-ai-toolkit/python_analysis_architect.svg" alt="Measured on agentmods" height="20"></a>
Per session 19 Skills are progressive disclosure: only the name and description are preloaded; the body loads when the skill is used.
When invoked 402 The whole file, excluding the scripts and references it only reads on demand.
Security scan A 0 findings. Scan, not verified.
Origin unknown No closer match found in the catalogue.
Token cost

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.

ModelPer sessionOnce invoked
Fable 5 $0.00019 $0.00402
Opus 5 $0.00010 $0.00201
Sonnet 5 $0.00004 $0.00080
Haiku 4.5 $0.00002 $0.00040

Measured 3d ago against content hash b1b57001bf05, method: parsed. Prices are Anthropic first-party input rates as of 2026-08-30, from the pricing page.

Security

Grade A, and why

python-analysis-architect 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 3d 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.

skills/software_engineering/python_analysis_architect/SKILL.md · 56 lines

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.

Read it on GitHub

Changes

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.

  1. 3d ago First seen · 56 lines · 19 tokens per session scan A b1b57001bf05

Subscribe to this mod's changes

python-analysis-architect is a skill published in the GitHub repository rudrathegreat/Astronomy-AI-Toolkit (2 stars, last pushed 1mo ago), with no licence file. It adds 19 tokens to every session and 402 once invoked, about $0.0001 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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