Skills
Structured Research Source Analysis and Extraction
This skill reads materialized research sources—including papers, notebooks, or conceptual ideas—and extracts structured, actionable intelligence. It compiles findings into a standardized JSON format detailing methods, limitations, and imple…
Comprehensive code review for bugs and security
This skill performs comprehensive code analysis, checking for logic errors, security vulnerabilities, and performance bottlenecks. It provides actionable, structured feedback covering best practices and maintainability.
XcodeBuildMCP Tool Contract Review
Automates the verification of XcodeBuildMCP tool contract changes by auditing implementation, manifests, and workflow configurations. It enforces guardrails for schema metadata, module exports, and manifest identifier consistency.
State management for multi-phase research experiments
This skill maintains a canonical, machine-readable JSON snapshot of an experiment's progress. It must be updated rigorously at phase boundaries, during long operations, and upon failure to provide real-time state visibility for external das…
Systematic research method implementation and benchmarking
This skill automates the systematic implementation of novel research methods into a structured Jupyter notebook. It ensures fair benchmarking by using existing data splits and logging all dependencies and metrics into a structured JSON log …
XcodeBuildMCP Structured Output Review
Validates structured output schema correctness, versioning, and JSON fixture compatibility within the XcodeBuildMCP ecosystem. It ensures schema changes maintain backward compatibility and adhere to established guardrails.
Xcode Build Test Boundary and Guardrail Review
This skill reviews the test boundaries and guardrails for XcodeBuildMCP, ensuring unit tests maintain isolation and do not call real external processes or build tools. It validates test scope, contract adherence, and necessary build command…
Manages research experiment lifecycle and setup
This skill manages the entire lifecycle of a research experiment, handling setup, source materialization, and final bookkeeping. It initializes structured directories, copies baseline assets, and updates multiple JSON tracking files for rep…
Evaluate research results and compare implementations
This skill automates the final evaluation phase of research experiments. It compares metrics between a baseline and a new implementation, determining a formal verdict and generating comprehensive, machine-readable reports for tracking and c…
Automated experiment benchmarking and metric extraction
Defines comparison metrics and extracts baseline values from notebook outputs to record them in a structured JSON log for downstream evaluation.
Review XcodeBuildMCP snapshot fixture contracts
This skill reviews the integrity of snapshot fixtures and contracts for XcodeBuildMCP outputs (MCP, CLI, JSON). It enforces guardrails to ensure fixture updates reflect intentional behavior changes and maintain structured output consistency…
Review XcodeBuildMCP Runtime Boundaries
This skill reviews guardrails for runtime routing and invocation boundaries across XcodeBuildMCP components, including CLI, daemon, and IDE integrations. It ensures consistency by inspecting tool catalogs and validating stateful routing log…
XcodeBuildMCP Documentation and Release Review
This skill automates the verification of documentation, CLI command references, and release scripts to ensure consistency across changelogs and website manifests. It validates that release notes and installation snippets align with the curr…
Analyze existing machine learning baseline implementation
This skill systematically analyzes a given experiment directory to extract comprehensive metadata about the existing ML pipeline. It captures details such as model parameters, preprocessing steps, dependencies, and data characteristics, log…
XcodeBuildMCP Rendering and Streaming Review
This skill reviews the architectural guardrails for XcodeBuildMCP's rendering pipeline, focusing specifically on boundary violations in streaming fragments and output modes. It ensures adherence to canonical structured output while maintain…
Review XcodeBuildMCP Packaging and Resources
This skill reviews the integrity of XcodeBuildMCP packaging, focusing on resource-root, build artifacts, and portable macOS distribution changes. It validates guardrails across key files and scripts to ensure consistent and reliable deploym…
Review Xcode CLI documentation for outdated commands
This skill analyzes XcodeBuildMCP changelogs and manifests to identify outdated or misleading CLI command references. It flags instances where removed commands are presented as current guidance, ensuring documentation accuracy for agents an…
Dingo Article Fact-Checker
Extracts and verifies factual claims from Markdown, text, or JSONL files using the Dingo SDK and web search integration. It provides a structured report including accuracy scores and evidence for disputed claims.
Foundational Agentic Skill Framework Implementation
This skill provides a foundational framework for implementing complex, multi-step agentic workflows. It allows developers to orchestrate various capabilities into cohesive, reliable processes.
manage persistent session memory and knowledge
This skill manages persistent memory by extracting durable lessons, conventions, and decisions from completed sessions into markdown files. It provides a guided onboarding flow for new users while offering a concise status report for return…
Memem Memory System Status Monitor
Provides detailed status updates for the memem memory system, including memory count, projects, search database, and miner health, and can restart the miner if it is not running.
Automated Knowledge Mining from Code Sessions
The miner daemon runs in the background, automatically extracting knowledge from newly completed Claude Code sessions. It polls every 60 seconds to process settled transcripts, ensuring continuous knowledge capture without manual interventi…
Authoring Genkit CLI and MCP Tools
Provides best practices for authoring Genkit CLI commands and MCP server tools, covering naming conventions, architectural patterns, and runtime interaction.
run preflight health check for memem
Executes a comprehensive diagnostic check on the memem environment, verifying critical dependencies such as the mcp package, Python version, and required writability paths. It provides actionable remediation steps based on whether the syste…