Data & Analytics for Claude Code

<!-- COPYRIGHT NOTICE This file is part of the "Universal Biomedical Skills" project. Copyright c 2026 MD BABU MIA, PhD <md.babu.mia@mssm.edu All Rights Reserved. This code is proprietary and confidential. Unauthorized copying of this file, via any medium is strictly prohibited. Provenance:

<!-- COPYRIGHT NOTICE This file is part of the "Universal Biomedical Skills" project. Copyright c 2026 MD BABU MIA, PhD <md.babu.mia@mssm.edu All Rights Reserved. This code is proprietary and confidential. Unauthorized copying of this file, via any medium is strictly prohibited. Provenance:

<!-- COPYRIGHT NOTICE This file is part of the "Universal Biomedical Skills" project. Copyright c 2026 MD BABU MIA, PhD <md.babu.mia@mssm.edu All Rights Reserved. This code is proprietary and confidential. Unauthorized copying of this file, via any medium is strictly prohibited. Provenance:

<!-- COPYRIGHT NOTICE This file is part of the "Universal Biomedical Skills" project. Copyright c 2026 MD BABU MIA, PhD <md.babu.mia@mssm.edu All Rights Reserved. This code is proprietary and confidential. Unauthorized copying of this file, via any medium is strictly prohibited. Provenance:

Integrate digital health data sources (Apple Health, Fitbit, Oura Ring) and connect to WellAlly.tech knowledge base. Import external health device data, standardize to local format, and recommend relevant WellAlly.tech knowledge base articles based on health data. Support generic CSV/JSON import, provide intelligent article recommendations, and help users better manage personal health data.

Search and fetch structured content from Wikipedia using the MediaWiki API for reliable, encyclopedic information

Aggregate performance metrics centrally

> Aggregate crypto news with sentiment analysis and market impact scoring from...

Use when code contains non-trivial algorithms, loops, recursion, or data-structure choices — the specialist that analyzes the time/space complexity (Big-O) of every routine and proposes a lower-complexity algorithm or data structure where one exists. Verifies against the performance and scientific persona standards.

Use when a decision needs multi-dimensional analysis — weighing intent/fit, scope/risk, and alternatives before a design or approach is chosen. The synthesis investigator behind spec analysis.

Track content performance across platforms, identify winning patterns, and...

Analyze capacity and plan for growth

> Comprehensive blockchain metrics monitoring and on-chain analytics system

> Analyze institutional options flow and detect smart money movements

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Analyze network latency and request patterns

Analyze logs for performance insights

Analyze NFT rarity and valuation metrics

> Analyze liquidity pools for APY, impermanent loss, and optimization

> Analyze market sentiment from social media, news, and on-chain metrics

Analyze and optimize system throughput

> Analyze price trends with technical indicators, pattern recognition, and...

Detects traffic spikes, drops, bot activity, and tracking gaps in Umami analytics data, then classifies each anomaly by severity and root-cause hypothesis. Use when investigating unexpected traffic changes or data quality issues. Trigger with \"check for anomalies\", \"why did traffic drop\".

Detect data quality issues, stubs, orphan plugins, duplicate files, and score outliers in the freshie inventory SQLite database using a structured six-check sweep. Use when auditing inventory health after a discovery run or investigating anomalous compliance grades. Trigger with \"scan for anomalies\", \"detect inventory issues\".

> Archive old database records with automated retention policies and cold...

Analyzes visitor cohorts, geographic distribution, device/platform mix, and new-vs-returning patterns to identify best audience segments and churn risk. Use when profiling who visits your sites or spotting engagement decline in key cohorts. Trigger with \"analyze my audience\", \"who are my best visitors\".

Audit a Databricks data-plane VPC for the PrivateLink cost leak — missing S3/STS/Kinesis endpoints that still traverse the NAT — and emit remediation Terraform.

Run the HMS-readiness audit for a Hive Metastore schema and classify every table as UC-migration READY / BLOCKED / ORPHAN, then surface the blocker playbook.

Find Databricks queries paying the Photon DBU premium while silently falling back to the Spark engine, and surface the plan seam + UDF-rewrite fix.

> Backtest trading strategies with historical data and comprehensive...

Use this agent when mapping bead dependencies — finding bottlenecks (open issues blocking the most other open work), detecting dependency cycles, or reasoning about the critical path through a bd Dolt database.

Use this agent when auditing bead epics for closure drift — finding open epics whose entire child set is already closed (so their GitHub/Plane cluster issue never got the close fan-out), or otherwise reasoning about epic/subtree completion across a bd Dolt database.

Monitor cross-chain bridge activity, analyze security models, detect exploits, and compare route fees across Wormhole, Stargate, Hop, and canonical L2 bridges. Use when tracking a pending bridge transfer, assessing TVL risk, or investigating unusual bridge behavior. Trigger with \"monitor bridge\", \"analyze bridge security\".

Parse, classify, redact PII, score reliability, and cluster bug candidates by family and signal layers. Use when processing raw X/Twitter posts into structured bug clusters.

Builds time series forecasting models for demand, revenue, and usage signals. Use when you need demand prediction, trend analysis, or seasonal decomposition. Trigger with \"forecast this time series\", \"build a demand model\".

Analyzes YouTube channels for competitive intelligence — engagement rates, content gaps, and steal-worthy patterns. Use when researching competitor channels or building a content strategy. Trigger with "analyze channels", "competitive channel research".

Designs data validation, cleaning, and quality-monitoring pipelines so models train on trustworthy data. Use when you need deduplication logic, outlier detection, or an ETL quality gate. Trigger with \"audit my data quality\", \"design a cleaning pipeline\".

Collect infrastructure performance metrics

Analyzes page-level traffic performance, classifies rising and declining content, identifies gaps, and recommends data-backed content strategy from Umami analytics. Use when evaluating which content drives results or deciding what to publish next. Trigger with \"analyze content performance\", \"what should I publish next\".

Analyzes conversion events, funnel stage drop-off rates, and goal completions to quantify where visitors abandon and what the business impact is. Use when diagnosing funnel health or measuring event-driven conversions across sites. Trigger with \"analyze conversion funnel\", \"where are people dropping off\".