Skills
Local Deployment and Testing of vMCP Configurations
This skill guides the deployment of VirtualMCPServer configurations within a local Kind cluster environment. It provides comprehensive steps for manual verification, including cluster setup, resource application, and testing the MCP endpoin…
Deploy OpenTelemetry Observability Stack to Kind
This skill automates the deployment of a comprehensive OpenTelemetry stack, including Prometheus, Grafana, Tempo, and the OTEL Collector, onto a local Kind cluster. It establishes a complete observability environment suitable for testing te…
Automates C# SDK Release Preparation and PR
This skill automates the entire release cycle for C# SDKs, assessing Semantic Versioning, running API compatibility and diff checks, and updating documentation. It generates a comprehensive pull request containing all necessary versioning a…
discover and plan fixes for flaky tests
This skill analyzes GitHub Actions failure logs to discover, rank, and diagnose flaky tests across a codebase. It orchestrates parallel agents to investigate root causes, map test coverage, and propose detailed, principled fix strategies.
Automated GitHub issue triage and SLA reporting
This skill generates a comprehensive, prioritized triage report for open GitHub issues, evaluating SLA compliance against defined tiers. It classifies issues, identifies critical candidates, and includes a mandatory safety scan for untruste…
Augments Code Review with Senior Partner Insights
This skill acts as a senior review partner, helping developers thoroughly evaluate code changes by summarizing intent, mapping ownership responsibilities, detailing structural changes, and surfacing key concerns using conventional comment l…
Validate operator chart contribution practices
This skill validates adherence to contribution guidelines for Helm charts, performing checks for template rendering, linting, and documentation generation. It provides actionable feedback on any deviations from established operator chart pr…
Capture and Formalise Team Conventions
This skill parses natural language descriptions of best practices to automatically update .claude/rules/ or .claude/agents/ configuration files. It identifies the appropriate scope, drafts concise rule definitions with rationales, and ensur…
Audit PRs for C# breaking changes
This skill examines a specified range of pull requests in the C# SDK, identifying both compile-time API and runtime behavioural breaking changes. It assesses the impact and severity of these changes, and interactively reconciles existing br…
Walmart sales and unemployment deep analysis report
This skill facilitates deep exploratory data analysis on Walmart sales records, allowing users to correlate weekly sales performance against macroeconomic indicators like unemployment rates. It generates comprehensive visualizations, includ…
Cloud deployment using Defang CLI
Automate the deployment of containerised projects to AWS, GCP, or DigitalOcean using the Defang CLI. The skill manages authentication, stack configuration, and environment variable setup through a structured workflow.
Framework for Creating Specialized AI Skills
This skill provides a comprehensive framework for designing and implementing modular, specialized agent skills. It guides developers on structuring context, managing resources (scripts, references, assets), and adhering to progressive discl…
Automated Financial Report Analysis and Deep Reporting
This skill automates the comprehensive analysis of listed company financial reports by extracting core metrics, calculating key ratios, and generating visualizations. It synthesises a professional report, providing deep insights into profit…
mem0: persistent memory layer for ai agents
Mem0 provides a managed, API-driven memory layer enabling agents to store, retrieve, and manage long-term user context. Developers can integrate this persistent memory into their applications using Python or TypeScript SDKs, facilitating th…
Mem0 integration verification and testing
This skill validates Mem0 integrations by performing static analysis, running native test suites across two feature-flag passes, and executing end-to-end smoke tests. It identifies compile-time and runtime regressions while ensuring the int…
Mem0 Memory Provider for Vercel AI SDK
This provider integrates Mem0 memory management directly into the Vercel AI SDK, automatically retrieving relevant memories and storing conversation history during LLM calls. It supports both wrapped models for seamless integration and stan…
Integrate Mem0 into existing repositories via TDD
This skill guides the integration of Mem0 into an existing codebase using a goal-driven, test-driven development pipeline. It automatically detects the language, writes failing tests, and ensures the integration is additive and opt-in via f…
Persistent Long-Term Memory Triage Protocol
An automated protocol for evaluating conversation turns to extract and persist durable, actionable facts using mem0. It employs a four-gate decision process to ensure information novelty, factuality, and security before committing to long-t…
Memory Consolidation and Cleanup Protocol
This skill reviews and improves the quality of stored memories by consolidating facts, deleting stale or sensitive data, and rewriting vague entries. It ensures the memory store remains clean, accurate, and adheres to defined quality standa…
Managed persistent memory layer for AI agents
Mem0 provides a managed, API-driven memory layer enabling AI applications to store, retrieve, and manage long-term user context. Developers can integrate this persistent memory via Python or TypeScript SDKs, enhancing agent capabilities thr…
Agentic Memory Protocol for Context Management
This protocol guides agents on implementing robust, persistent memory context by defining when and how to search and write memories. It mandates deliberate context retrieval using structured metadata filters and ensures key learnings, decis…
Vercel AI SDK Development and Integration Guide
This skill assists developers in implementing advanced AI features using the Vercel AI SDK. It provides comprehensive guidance on building agents, managing streaming, and adhering to the latest API standards for various LLM providers.
Update AI SDK Provider Model Identifiers
This skill guides developers through the comprehensive process of updating model identifiers within the AI SDK. It covers adding new models, updating type definitions, and ensuring consistency across documentation, examples, and test suites…
AI SDK Major Version Release Management
This skill provides comprehensive guidelines for managing the development and release of a major AI SDK version. It details best practices for handling breaking changes, implementing deprecations, and updating migration documentation for co…