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  • Elastic APM Transaction Anomaly Spotter

    Queries Elastic APM transaction data through the Elasticsearch REST API to surface latency anomalies and throughput drops. Uses the _search aggregation API with percentile and moving_avg pipelines.

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  • Kubernetes Events API CrashLoop Investigator

    Diagnoses restart storms with the Kubernetes Events API, Pod status conditions, and the Metrics API to explain why workloads are stuck in CrashLoopBackOff. Great for agents that need to summarize cluster evidence before an operator starts digging through kubectl output by hand.

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  • Common Crawl URL Index Miner

    Queries the Common Crawl Index API and CC-MAIN collections to surface historical URL coverage, MIME types, and crawl snapshots at scale. Handy for research workflows that need broad web recall without building a full crawler from scratch.

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  • Audio Stem Separator with Demucs

    Separates audio tracks into individual stems (vocals, drums, bass, other) using Meta’s Demucs neural network model via the demucs Python package. Supports batch processing of WAV and MP3 files, outputs isolated stems in FLAC or WAV format, and integrates with FFmpeg for format conversion and loudness matching post-separation.

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  • Argo Workflows DAG Pipeline Builder

    Constructs Kubernetes-native workflow DAGs using Argo Workflows CRDs with configurable retry strategies, artifact passing via S3/MinIO, and template composition through WorkflowTemplates and ClusterWorkflowTemplates.

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  • SendGrid Transactional Email Builder

    Constructs and sends transactional emails using the SendGrid v3 Mail Send API. Builds dynamic templates with Handlebars substitutions, manages suppression groups, and tracks delivery via Event Webhook parsing.

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  • AssemblyAI Audio Intelligence Agent

    Extract structured intelligence from audio using the AssemblyAI API with sentiment analysis, entity detection, topic modeling, and auto-chapter generation. Uses the assemblyai Python SDK for transcript processing pipelines.

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  • Complexity Trend Tracker

    Tracks cyclomatic and cognitive complexity trends using lizard CLI and radon for Python analysis. Generates weekly complexity reports with git-integrated change attribution per module.

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  • Dependency Vulnerability Scanner

    Scans project dependencies using OSV.dev API and Snyk CLI for known CVEs across npm, PyPI, Maven, and Go modules. Generates SBOM in CycloneDX format via syft.

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  • Keyword Cluster Generator

    Groups keywords into topical clusters using sentence-transformers all-MiniLM-L6-v2 embeddings with HDBSCAN clustering. Pulls search volume data from Google Ads API and SEMrush API.

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