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debug:tensorflow

debug:tensorflow is a skill for Claude Code from SnakeO/claude-debug-and-refactor-skills-plugin. It costs 87 tokens per session (4,693 once invoked), scanned A, original, no licence file.

A troubleshooting guide for FastAPI, a Python framework for building web APIs, and Keras or TensorFlow machine-learning applications.

In plain words
What is it for?
Diagnosing async code problems, Pydantic validation errors, dependency injection failures, CORS issues, database session problems, circular imports, tensor shape errors, GPU detection failures, memory errors, invalid loss values, gradient problems, model-loading errors, and data-pipeline issues.
Why use it?
It organizes investigation of common application and model failures, making their likely causes easier to check.

Skill for Claude Code

Written for Claude Code: shipped in a Claude Code plugin.

Part of the debug-and-refactor plugin — 45 skills shipped together

not rated 9repo 9mo ago A scan 87 tokens no licence

Good fit Diagnosing async code problems, Pydantic validation errors, dependency injection failures, CORS issues, database session problems, circular imports, tensor shape errors, GPU detection failures, memory errors, invalid loss values, gradient problems, model-loading errors, and data-pipeline issues.

Compare 6 skills from other repositories ↓
Install with agentmods
npx agentmods add skills/snakeo/claude-debug-and-refactor-skills-plugin/debug-tensorflow
View source ↗ SnakeO/claude-debug-and-refactor-skills-plugin
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.

Any agent
npx skills add SnakeO/claude-debug-and-refactor-skills-plugin --skill debug-tensorflow
Clone the repo
git clone --depth 1 https://github.com/SnakeO/claude-debug-and-refactor-skills-plugin

Made for: Claude Code.

Or install debug-and-refactor, the plugin that ships this one along with the rest of its 45 skills.

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 debug:tensorflow

README.md
[![agentmods](https://agentmods.dev/badge/skills/snakeo/claude-debug-and-refactor-skills-plugin/debug-tensorflow/github.svg)](https://agentmods.dev/skills/snakeo/claude-debug-and-refactor-skills-plugin/debug-tensorflow)
Your own site
<a href="https://agentmods.dev/skills/snakeo/claude-debug-and-refactor-skills-plugin/debug-tensorflow"><img src="https://agentmods.dev/badge/skills/snakeo/claude-debug-and-refactor-skills-plugin/debug-tensorflow/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.

agentmods 80×15 button for debug:tensorflow

Your own site · 80×15
<a href="https://agentmods.dev/skills/snakeo/claude-debug-and-refactor-skills-plugin/debug-tensorflow"><img src="https://agentmods.dev/badge/skills/snakeo/claude-debug-and-refactor-skills-plugin/debug-tensorflow.svg" alt="Reviewed on agentmods" width="80" height="20"></a>
Per session 87 Skills are progressive disclosure: only the name and description are preloaded; the body loads when the skill is used.
When invoked 4,693 The whole file, excluding the scripts and references it only reads on demand.
Security scan A 1 finding. A grade says what 26 rules found in the file — not that it is safe.
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 5.1 $0.00087 $0.04693
Opus 5.5 $0.00035 $0.01877
Sonnet 5.5 $0.00017 $0.00939
Haiku 4.5 $0.00009 $0.00469

Measured 2mo ago against content hash 5fc1864ef7c8, method: parsed. Prices are Anthropic first-party input rates as of 2026-10-07, from the pricing page.

Security

Grade A, and why

debug:tensorflow scanned grade A with 1 finding 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 2mo 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.

Runs shell commandslowCapability

Expected in a hook, worth knowing in a rule or an instructions file.

result = subprocess.run(['nvidia-smi'], capture_output=True, text=True)
plugins/debug-and-refactor/skills/debug-tensorflow/SKILL.md · 705 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. 2mo ago First seen · 705 lines · 87 tokens per session scan A 5fc1864ef7c8

Subscribe to this mod's changes

debug:tensorflow is a skill published in the GitHub repository SnakeO/claude-debug-and-refactor-skills-plugin (9 stars, last pushed 9mo ago), with no licence file. It adds 87 tokens to every session and 4,693 once invoked, about $0.0003 per session on Opus 5.5. A static security scan graded it A with 1 finding (runs shell commands). No closer match exists in the catalogue, so it is treated as the original; first seen 2026-08-31.

Data and AIDebugging
Related

debug:tensorflow compared with skills from other repositories

debug:tensorflow next to 6 skills from other repositories
ModTypeStarsLast pushLicenceScanTokensWorks with
debug:tensorflowSnakeO/claude-debug-and-refactor-skills-pluginSkill99mo agononeA87Claude Code
debug-inferenceNVIDIA/OpenShellSkill21kyesterdayApache-2.0A120Claude Code, Codex
notebooklmteng-lin/notebooklm-pySkill20kyesterdayMITA79Claude Code, Codex
oh-my-poshJanDeDobbeleer/oh-my-poshSkill24k2d agoMITA47Claude Code, Codex
spark-engineerJeffallan/claude-skillsSkill12k7d agoMITA75Claude Code
rocketride-debugging-pipelinesrocketride-org/rocketride-serverSkill20kyesterdayMITA67Claude Code, Codex
autorag-doctorMarker-Inc-Korea/AutoRAGSkill5.3kyesterdayApache-2.0A144Claude Code, Codex