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Independent project, not affiliated with Anthropic
aj-geddes avatar

Anomaly Detection

aj-geddes/useful-ai-prompts
317 stars
Summary

This is a prompt skill for handling anomaly detection tasks across financial, security, and operational monitoring contexts. It covers the standard use cases you'd expect: fraud detection, network intrusions, manufacturing defects, and unusual IoT sensor readings. The skill comes from aj-geddes's useful-ai-prompts collection, which has 245 GitHub stars and passes all three security audits. It's basically a structured prompt template rather than executable code, so you're getting guidance on how to frame anomaly detection problems for Claude rather than a ready-made detection algorithm. Useful if you're frequently asking Claude to spot outliers and want consistent framing, less so if you need actual statistical methods or real-time monitoring capabilities.

Install to Claude Code

npx -y skills add aj-geddes/useful-ai-prompts --skill "Anomaly Detection" --agent claude-code

Installs into .claude/skills of the current project.

CodeRabbit
CodeRabbit
AI writes the code. CodeRabbit catches the slop.
Try For Free →
MCP-ready Email SendingMCP-ready Email Sending
MCP-ready Email Sending
Plug Mailtrap into your AI workflow and let it handle the email.
Connect Mailtrap MCP →
Make your agent a DeFi expert
Make your agent a DeFi expert
Agent, run crypto. Access onchain data & trade routes via 1inch.
Install now →
Capacitor - Shared memory for your team’s coding agents.
Capacitor - Shared memory for your team’s coding agents.
Make coding agent sessions - Searchable, Shareable, Vendor-neutral & Scored.
Try For Free →
CodeScene MCP ServerCodeScene MCP Server
CodeScene MCP Server
Your agent targets a perfect 10 Code Health score. Deterministic. Every commit.
Try For Free →
Give your AI the whole web as clean markdownGive your AI the whole web as clean markdown
Give your AI the whole web as clean markdown
Integrate web data into your AI product. One API to scrape website & brand data.
Get API Key Now →
belt - the only tool your agent needs
belt - the only tool your agent needs
belt cli automatically finds the best tools and skills for your agent. image, video, music, tts...
one prompt install →
inference shell
inference shell
create and run specialised agents in minutes
build now →
CodeRabbit
CodeRabbit
AI writes the code. CodeRabbit catches the slop.
Try For Free →
MCP-ready Email SendingMCP-ready Email Sending
MCP-ready Email Sending
Plug Mailtrap into your AI workflow and let it handle the email.
Connect Mailtrap MCP →
Make your agent a DeFi expert
Make your agent a DeFi expert
Agent, run crypto. Access onchain data & trade routes via 1inch.
Install now →
Capacitor - Shared memory for your team’s coding agents.
Capacitor - Shared memory for your team’s coding agents.
Make coding agent sessions - Searchable, Shareable, Vendor-neutral & Scored.
Try For Free →
CodeScene MCP ServerCodeScene MCP Server
CodeScene MCP Server
Your agent targets a perfect 10 Code Health score. Deterministic. Every commit.
Try For Free →
Give your AI the whole web as clean markdownGive your AI the whole web as clean markdown
Give your AI the whole web as clean markdown
Integrate web data into your AI product. One API to scrape website & brand data.
Get API Key Now →
belt - the only tool your agent needs
belt - the only tool your agent needs
belt cli automatically finds the best tools and skills for your agent. image, video, music, tts...
one prompt install →
inference shell
inference shell
create and run specialised agents in minutes
build now →
Files
SKILL.md

Select a file.

Featured
CodeRabbit
CodeRabbit
AI writes the code. CodeRabbit catches the slop.
Try For Free →
MCP-ready Email SendingMCP-ready Email Sending
MCP-ready Email Sending
Plug Mailtrap into your AI workflow and let it handle the email.
Connect Mailtrap MCP →
Make your agent a DeFi expert
Make your agent a DeFi expert
Agent, run crypto. Access onchain data & trade routes via 1inch.
Install now →
Capacitor - Shared memory for your team’s coding agents.
Capacitor - Shared memory for your team’s coding agents.
Make coding agent sessions - Searchable, Shareable, Vendor-neutral & Scored.
Try For Free →
CodeScene MCP ServerCodeScene MCP Server
CodeScene MCP Server
Your agent targets a perfect 10 Code Health score. Deterministic. Every commit.
Try For Free →
Give your AI the whole web as clean markdownGive your AI the whole web as clean markdown
Give your AI the whole web as clean markdown
Integrate web data into your AI product. One API to scrape website & brand data.
Get API Key Now →
belt - the only tool your agent needs
belt - the only tool your agent needs
belt cli automatically finds the best tools and skills for your agent. image, video, music, tts...
one prompt install →
inference shell
inference shell
create and run specialised agents in minutes
build now →
Categories
DevOps & CI/CDCode Review & QualityAI & Agent Building
First SeenJun 3, 2026
View on GitHub

More from aj-geddes/useful-ai-prompts

All 258 skills →
  • Causal Inference
  • Classification Modeling
  • Clustering Analysis
  • Cohort Analysis
  • Computer Vision
  • Correlation Analysis
  • Data Cleaning Pipeline
  • Data Visualization
  • Dimensionality Reduction
  • Exploratory Data Analysis
  • Feature Engineering
  • Funnel Analysis
  • ML Model Explanation
  • ML Model Training
  • ML Pipeline Automation
  • Model Deployment
  • Model Hyperparameter Tuning
  • Model Monitoring
  • Natural Language Processing
  • Network Analysis
  • Neural Network Design
  • Recommendation Engine
  • Recommendation System
  • Regression Modeling

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aj-geddes avatar
Classification Modeling

aj-geddes/useful-ai-prompts

Build binary and multiclass classification models using logistic regression, decision trees, and ensemble methods for categorical prediction and classification
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ML Model Training

aj-geddes/useful-ai-prompts

Build and train machine learning models using scikit-learn, PyTorch, and TensorFlow for classification, regression, and clustering tasks
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Natural Language Processing

aj-geddes/useful-ai-prompts

Build NLP applications using transformers library, BERT, GPT, text classification, named entity recognition, and sentiment analysis
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Recommendation Engine

aj-geddes/useful-ai-prompts

Build recommendation systems using collaborative filtering, content-based filtering, matrix factorization, and neural network approaches
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Recommendation System

aj-geddes/useful-ai-prompts

Build collaborative and content-based recommendation engines for product recommendations, personalization, and improving user engagement
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Regression Modeling

aj-geddes/useful-ai-prompts

Build predictive models using linear regression, polynomial regression, and regularized regression for continuous prediction, trend forecasting, and relationship quantification
317