Use when training Roboflow models, improving accuracy, or setting up a production feedback loop — covers architecture selection, model IDs, checkpoints, evaluation metrics, the iterative improvement playbook, and Active Learning through the Project Model Workflow block.

Tie RevenueCat identity to your app's auth system. Use when the user asks to log in to RevenueCat, sync a user with RevenueCat, switch RevenueCat user on login, log out of RevenueCat, move a user from anonymous to identified, set appUserID, or handle account switching on iOS, Android, Kotlin Multiplatform, Flutter, or React Native.

Implement the RevenueCat purchase and restore flow. Use when the user asks to buy a package, purchase a subscription, fetch offerings, build paywall purchase logic, handle purchase errors, detect user cancelled, or restore previous purchases on iOS, Android, Kotlin Multiplatform, Flutter, or React Native.

Use when about to claim work is complete, fixed, or passing, before committing or creating PRs - requires running verification commands and confirming output before making any success claims; evidence before assertions always

Use when about to claim work is complete, fixed, or passing, before committing or creating PRs - requires running verification commands and confirming output before making any success claims; evidence before assertions always

Azure AI Text Analytics SDK for sentiment analysis, entity recognition, key phrases, language detection, PII, and healthcare NLP. Use for natural language processing on text.

Azure AI Document Intelligence SDK for .NET. Extract text, tables, and structured data from documents using prebuilt and custom models.

Azure AI Projects SDK for .NET. High-level client for Azure AI Foundry projects including agents, connections, datasets, deployments, evaluations, and indexes.

Set up, configure, and troubleshoot Grafana Cloud integrations for AWS, Azure, and other cloud providers. Use when the user asks to connect AWS CloudWatch, set up Azure Monitor, configure Confluent Cloud observability, install a Grafana integration, set up hosted exporters, use AWS Firehose for CloudWatch logs, or troubleshoot a cloud integration. Triggers on phrases like "AWS CloudWatch", "Azure Monitor", "Confluent integration", "cloud integration", "hosted exporter", "AWS Firehose", "install integration", "cloud metrics", or "cloud logs".

Core building blocks of Suricata signatures and multi-condition DPI logic

Use when iteratively optimizing an existing SKILL.md (or a skill folder with bundle files) — runs a Tessl-gated Ralph loop with snapshot-and-revert protection, never accepts a worse `tessl review run` score, and stops when no candidate change improves both the score and the structural quality. Triggers for `/optimize-skill PATH`, "make this skill better", "iterate on this SKILL.md", "improve this skill's tessl score".

Diagnose and fix GitHub Actions CI failures. Inspects workflow runs and logs, identifies root causes, implements minimal fixes, and pushes to a fix branch. Use when CI is failing, red, broken, or needs diagnosis.

Use when you need to analyze git diffs or pull requests to understand what changed, affected components, and risks

Detect CI runner underutilization and recommend downsizing for cost savings. Use when asked about CI costs, runner sizing, resource waste, underutilization, or right-sizing self-hosted runners.

Generate self-contained HTML visual explanations for systems, code changes, plans, data, and technical concepts. Use for diagrams, architecture overviews, diff or plan reviews, project recaps, comparison tables, slide decks, and other visual explanations.

Set up a local Grove environment for running code example tests. Use when the user asks to "set up Grove", "configure the test suite", "get started with Grove", "set up my environment", "I need to run Grove tests", or is working with Grove for the first time and needs prerequisites configured. Checks for required tools, installs dependencies, guides .env file setup, verifies MongoDB connectivity, and checks sample data availability.

Create or fix tests for existing Grove code examples. Use when the user asks to "add a test", "create a test", "fix this test", "update the test", "the test doesn't match the output", "test is failing", or wants to add test coverage for an existing example or fix a broken test.

Use when creating or refining a structured Java implementation plan from trusted issue summaries, approved designs, ADRs, OpenSpec changes, existing plans, or a valid combination. The plan records its source artifacts and derivation direction and can remain the execution artifact without requiring OpenSpec. This should trigger for requests such as Create a plan from an issue; Create a plan from OpenSpec; Design an implementation plan; Refine an existing plan. Part of Plinth Toolkit

Analyzes DWARF debug information in compiled binaries. Use when inspecting .debug_* sections, DIE trees, or DW_TAG_/DW_AT_ entries with dwarfdump/llvm-dwarfdump or readelf, verifying debug info with llvm-dwarfdump --verify, answering DWARF standard questions, or writing code that parses DWARF (libdwarf, pyelftools, gimli).

Display and filter security findings from Endor Labs. Use when the user says "show findings", "list vulnerabilities", "what did the scan find", "endor findings", "show me critical reachable vulns", or wants to browse/filter results after a scan. Supports filtering by severity, reachability, category (vuln/sast/secrets/license). Do NOT use for running a new scan (/endor-scan) or explaining a specific CVE (/endor-explain).