Plan Gap Analysis
Analyze gaps between implementation plans and actual codebase implementation for the Rust self-learning memory project
Architecture Validation
Dynamically validate that the implemented codebase matches architectural decisions documented in plan files. Use when validating implementation matches planning documents, checking for architecture drift, or preparing for architecture reviews.
Github Workflows
Diagnose, fix, and optimize GitHub Actions workflows for Rust projects. Use when setting up CI/CD, troubleshooting workflow failures, optimizing build times, or ensuring best practices.
Ci Fix
Diagnose and fix GitHub Actions CI failures for Rust projects. Use when CI fails, tests timeout, or linting issues occur. Captures common patterns from CLAUDE_INSIGHTS_REPORT.md.
Code Quality
Maintain high code quality through formatting, linting, static analysis, and clean code principles. Use for rustfmt, clippy, cargo audit, code reviews, refactoring, and quality gates.
Debug Troubleshoot
Systematic debugging approach for Rust async code with Tokio, Turso, and redb. Use when diagnosing runtime issues, performance problems, async deadlocks, database connection issues, or panics.
Feature Implement
Systematic approach to implementing new features in the Rust memory system following project conventions. Use when adding new functionality with proper testing and documentation, maintaining code quality and test coverage.
Do Memory Mcp
Use and troubleshoot the Memory MCP server for episodic memory retrieval and pattern analysis. Use when working with MCP server tools, validating the MCP implementation, or debugging MCP server issues.
Github Release Best Practices
GitHub release preparation for Rust workspace projects. Use when preparing releases with proper versioning, changelog, and quality gates.
Web Doc Resolver
Resolve queries or URLs into compact, LLM-ready markdown using a low-cost cascade. Prioritizes llms.txt for structured docs, uses web fetch/search tools for extraction. Use when you need to fetch documentation, resolve web URLs to markdown, search for technical content, or build context from web sources.
Test Fix
Systematic approach to diagnosing and fixing failing tests in Rust projects. Use when tests fail and you need to diagnose root causes, fix async/await issues, handle race conditions, or resolve database connection problems.
Memory Harness
Universal agent memory harness — record, replay, and benchmark real agent sessions. Use when testing memory system learning, generating test fixtures, or benchmarking CLI performance.
Codebase Analyzer
Analyze implementation details, trace data flow, explain technical workings, locate files, and consolidate codebases. Use when you need to understand HOW code works, find file locations, or assess technical debt.
Storage Sync
Synchronize memories between Turso (durable) and redb (cache) storage layers. Use when cache appears stale, after failures, or during periodic maintenance.
Agents Update
Update AGENTS.md and agent_docs/ following best practices. Use when modifying agent guidelines, adding new documentation, or restructuring agent instructions.
Release Guard
STRICT GitHub release gatekeeper. Blocks premature releases (from develop, incomplete CI). Verifies PR merged to main + ALL CI passed before allowing tag/release. Triggers on \"release\", \"tag\", \"publish\", \"deploy\", \"version\".
Memory Context
Retrieve relevant context from memory and preserve essential state. Use for episode retrieval, semantic search, or context compaction when window fills.
Learn
Extract non-obvious session learnings into scoped AGENTS.md files
Build Rust
Build Rust code with proper error handling, optimization, and workspace support for development, testing, and production
Git Worktree Manager
Manage git worktrees for efficient multi-branch development. Use when creating worktrees for feature branches, organizing worktree directories, cleaning up unused worktrees, or implementing worktree-based workflows.
Skill Creator
Create new Claude Code skills with proper structure, YAML frontmatter, and best practices. Use when creating reusable knowledge modules, adding specialized guidance, or building domain-specific expertise.
Test Runner
Execute Rust tests (unit, integration, doc). Use cargo nextest for fast parallel execution.
Analysis Swarm
Multi-perspective code analysis using three AI personas (RYAN, FLASH, SOCRATES) for comprehensive decision-making. Use when complex code decisions need analysis from multiple viewpoints, or when avoiding single-perspective blind spots is critical.
Performance
Benchmarking and performance optimization for Rust. Use when profiling CPU/memory bottlenecks, running Criterion benchmarks, validating performance improvements, or detecting regressions in CI.
External Signal Provider
Integrate external signal providers (AgentFS, audit trails, toolcall logs) into the reward system. Use when adding external reward signals, processing toolcall audit trails, or connecting third-party agent telemetry to episode scoring.
Commit
Git commit with enforced quality gates, proper message format, and safe push workflow
Test Patterns
Unified testing patterns for Rust: unit testing quality, episodic memory operations, and async/tokio code. Use when writing tests, reviewing test code, or diagnosing test failures.
Goap Agent
Invoke for complex multi-step tasks requiring intelligent planning and multi-agent coordination. Use when tasks need decomposition, dependency mapping, parallel/sequential/swarm/iterative execution strategies, or coordination of multiple specialized agents.
Agent Coordination
Coordinate multiple specialized Skills and Task Agents through parallel, sequential, swarm, hybrid, or iterative execution strategies. Use when orchestrating multi-worker workflows, managing dependencies, or optimizing complex task execution with quality gates.
Do Memory Cli Ops
Execute and troubleshoot do-memory-cli commands for episode management, pattern analysis, and storage operations. Use this skill when running CLI commands, debugging CLI issues, explaining command usage, or guiding users through CLI workflows.
Loop Agent
Execute workflow agents iteratively for refinement and progressive improvement until quality criteria are met. Use when tasks require repetitive refinement, multi-iteration improvements, progressive optimization, or feedback loops until convergence.