athola

by athola

Python testing with pytest, fixtures, mocking, and TDD workflows.Triggers: pytest, unit tests, test fixtures, mocking, TDD, test suite, coverage,te...

by athola

Audit Makefiles for duplication, portability, and idiomatic GNU Make usage.Triggers: Makefile review, build system, GNU Make, portability, deduplic...

by athola

Master Python asyncio, concurrent programming, and async/await patternsfor high-performance applications.Triggers: asyncio, async/await, coroutines...

by athola

Standardized pytest configuration patterns for plugin development. Reducesduplication across parseltongue, pensive, sanctum, and other plugins.Trig...

by athola

Evaluate public API surfaces against internal guidelines and external exemplars.Triggers: API review, API design, consistency audit, API documentat...

by athola

Model system responsibilities across clients, servers, and optional peer-to-peernodes for traditional distributed applications.Triggers: client-ser...

by athola

Apply CQRS (Command Query Responsibility Segregation) and Event Sourcing fordomains requiring strong auditability and independent scaling of reads ...

by athola

Structure systems around asynchronous, event-based communication to decoupleproducers and consumers for improved scalability and resilience.Trigger...

by athola

Employ the "Functional Core, Imperative Shell" pattern to isolate deterministicbusiness logic from side-effecting code for superior testability.Tri...

by athola

Employ the Hexagonal (Ports & Adapters) pattern to decouple domain logic frominfrastructure, maximizing flexibility and testability.Triggers: hexag...

by athola

Use a Layered (N-Tier) architecture to separate presentation, domain logic, anddata access responsibilities within a system.Triggers: layered archi...

by athola

Build a minimal, stable core system that loads plug-ins to provide featurevariability and extensibility for platform development.Triggers: microker...

by athola

Decompose systems into a suite of small, independently deployable services alignedto specific business capabilities.Triggers: microservices, servic...

by athola

Maintain a single deployable artifact while enforcing strong internal boundariesbetween modules for team autonomy without distributed complexity.Tr...

by athola

Compose processing stages using a pipes-and-filters model for ETL, mediaprocessing, or compiler-like workloads.Triggers: pipeline architecture, pip...

by athola

Build serverless, Function-as-a-Service (FaaS) systems for event-driven oroperations-light workloads with minimal infrastructure management.Trigger...

by athola

Employ a coarse-grained, service-based architecture (lighter SOA) whenmicroservices aren't necessary but modular deployment is required.Triggers: s...

by athola

Employ space-based or data-grid architectures to scale high-traffic, statefulworkloads across multiple nodes with linear scalability.Triggers: spac...

by athola

Interactive selector and implementation planner for architecture paradigms.Triggers: architecture selection, pattern comparison, system design, ADR...

by athola

Evaluate codebase architecture against ADRs, coupling rules, and team guardrails.Triggers: architecture review, ADR audit, coupling analysis, desig...

by athola

Common authentication patterns for external service integration. Covers API keys,OAuth flows, token management, and verification strategies.Trigger...

by athola

Systematically uncover and fix bugs using language-specific expertise andreproducible evidence.Triggers: bug hunting, defect detection, debugging, ...

by athola

Methodology for summarizing changes, extracting insights, and identifying follow-up actions.Triggers: catchup, what changed, summarize changes, con...

by athola

Generate conventional commit messages from staged changes by inspecting diffs,picking the correct type/scope, and writing the final text.Triggers: ...

by athola

Reduce context usage with MECW principles (keep under 50% of total window).Triggers: context pressure, token usage, MECW, context window, optimizat...

by athola

Monitor and optimize CPU/GPU usage with load measurement and cost-effectivevalidation strategies.Triggers: CPU usage, GPU usage, performance, load ...

by athola

Framework for delegating tasks to external LLM services (Gemini, Qwen).Uses leyline infrastructure for quota, logging, and error handling.Triggers:...

by athola

Comprehensive development workflow with modular patterns for git, code review, testing, documentation, and deployment

by athola

Methodology for categorizing changes, assessing risks, and creating summariesfrom any changeset.Triggers: diff analysis, changeset review, risk ass...

by athola

Design, manage, and evolve digital gardens as living knowledge bases withinmemory palaces.Triggers: digital garden, knowledge base, linking, note c...

by athola

Consolidates ephemeral LLM-generated markdown files into permanent documentation.Triggers: consolidate docs, untracked reports, ephemeral files, gi...

by athola

Update documentation files based on recent changes while enforcing projectwriting guidelines.Triggers: documentation update, docs update, ADR, docs...

by athola

Standardized error handling patterns for robust plugin development. Provideserror classification, recovery strategies, and logging patterns.Trigger...

by athola

Guide to deciding whether to escalate from a lower model (haiku/sonnet) toa higher model (sonnet/opus).Triggers: model escalation, haiku to sonnet,...

by athola

Generic weighted scoring and threshold-based decision framework for evaluatingartifacts against configurable criteria.Triggers: evaluation, scoring...

by athola

Workflow for capturing evidence and citations to create reproducible analysesand audit trails.Triggers: evidence capture, citations, reproducible a...

by athola

Review implemented features and suggest new features using configurableprioritization heuristics. Supports GitHub issue creation for accepted sugge...

by athola

Structured file enumeration and content analysis for understanding codebasestructure before reviews or refactoring.Triggers: file analysis, codebas...

by athola

Fix GitHub issues using subagent-driven-development with parallel executionwhere appropriate.Triggers: fix issue, github issue, issue resolution, s...

by athola

Gemini CLI delegation workflow implementing delegation-core for Google's Gemini models.Triggers: gemini cli, gemini delegation, google gemini, 1M c...

by athola

Lightweight preflight checklist for verifying repo path, staged changes, anddiffs before other workflows.Triggers: git status, preflight, workspace...

by athola

Generate program dashboards, GitHub-ready comment digests, and CSV summariessourced from Minister's tracker data.Triggers: initiative pulse, status...

by athola

Complete guide for writing Claude Code and SDK hooks with security-first design.Triggers: hook creation, hook writing, PreToolUse, PostToolUse, Use...

by athola

Comprehensive hook evaluation framework for Claude Code and Agent SDK hooks.Triggers: hook audit, hook security, hook performance, hook compliance,...

by athola

Process external resources (articles, blog posts, papers) into actionableknowledge with systematic evaluation, storage, and application decisions.T...

by athola

Spatial indexing and retrieval system for finding information within memorypalaces using multi-modal search.Triggers: knowledge search, find inform...

by athola

Analyze and enhance Makefiles for complete user functionality coverage.Triggers: Makefile analysis, Makefile gaps, missing targets, plugin release,...

by athola

Intensive mathematical analysis for numerical stability, algorithm correctness,and alignment with authoritative standards.Triggers: math review, nu...

by athola

Transform tool-heavy workflows into MCP code execution patterns using MECWprinciples for optimized token savings and hallucination prevention.Trigg...

by athola

Maximum Effective Context Window (MECW) theory and practical patterns forpreventing hallucinations through context management. Implements the 50% r...

by athola

Design and construct virtual memory palaces for spatial knowledge organizationusing mnemonic techniques.Triggers: memory palace, spatial organizati...

by athola

Design skills as modular building blocks for predictable token usageand maintainable architecture.Triggers: skill design, skill architecture, modul...

by athola

Systematic methodology to reduce skill file size through externalization,consolidation, and progressive loading patterns.Triggers: large skill, ski...

by athola

Prepare a pull request by validating the workspace, running quality gates,summarizing changes, and drafting the PR template.Triggers: PR preparatio...

by athola

Scope-focused PR code review that validates against original requirements androutes out-of-scope findings to GitHub issues.Triggers: PR review, pul...

by athola

Standardized patterns for context-aware, progressive module loading thatoptimizes token usage. Implements hub-and-spoke with dynamic module selecti...

by athola

Create distributable Python packages with proper structure and publishing.Triggers: Python packaging, pyproject.toml, uv, pip, PyPI, distribution, ...

by athola

Profile and optimize Python code using cProfile, memory profilers, andperformance best practices.Triggers: profiling, optimization, cProfile, memor...

by athola

Universal quota tracking and enforcement patterns for rate-limited services.Provides threshold monitoring, estimation, and graceful degradation str...

by athola

Qwen CLI delegation workflow implementing delegation-core for Alibaba's Qwen models.Triggers: qwen cli, qwen delegation, alibaba qwen, qwen batch, ...

by athola

Declarative release readiness checklist that mirrors GitHub checks,deployment issues, and documentation requirements.Triggers: release gates, relea...

by athola

Foundational workflow for preparing and structuring detailed reviews(architecture, API, code quality).Triggers: review workflow, structured review,...

by athola

Expert-level Rust audits covering ownership, concurrency, unsafe blocks,traits, and Cargo dependencies.Triggers: Rust review, ownership analysis, b...

by athola

Prevents overengineering through worthiness scoring, opportunity cost comparison,and branch threshold monitoring.Triggers: scope creep, overenginee...

by athola

Registry pattern for managing external service connections, configurations,and health checks.Triggers: service registry, service discovery, health ...

by athola

Construct temporary, session-specific memory palaces for complex projectsand conversations.Triggers: session context, project memory, conversation ...

by athola

Shared infrastructure and reusable modules for all pensive review skills.Triggers: pensive patterns, review workflow, output templates, quality che...

by athola

Reusable patterns and templates for Claude Code skill and hook development.Triggers: validation patterns, error handling, testing templates, workfl...

by athola

Guide to effective Claude Code skill authoring using TDD methodology andpersuasion principles.Triggers: skill authoring, skill writing, new skill, ...

by athola

Evaluate and improve Claude skill quality through comprehensive auditing.Triggers: skill audit, quality review, compliance check, improvement sugge...

by athola

Create clear, testable specifications from natural language descriptions.Focus on what users need and why, not implementation details.Triggers: spe...

by athola

Workflow orchestrator for Spec Driven Development. Coordinates skill loading,tracks progress, and ensures consistency across the speckit workflow.T...

by athola

Generic template patterns and lifecycle stages for knowledge storage,configuration management, and structured documentation.Triggers: storage templ...

by athola

Guide to formatting review deliverables for consistency, ensuring findingsare comparable across different types of analysis.Triggers: report format...

by athola

Generate dependency-ordered implementation tasks from specifications and plans.Create actionable, phased task breakdowns for systematic implementat...

by athola

Evaluate and upgrade test suites with TDD/BDD rigor, coverage tracking,and quality assessment.Triggers: test audit, test coverage, test quality, TD...

by athola

Update and maintain tests following TDD/BDD principles with comprehensivequality assurance.Triggers: test updates, test maintenance, test generatio...

by athola

Shared testing quality metrics and standards for cross-plugin use. Referencedby pensive:test-review and parseltongue:python-testing.Triggers: testi...

by athola

Minimize token usage through conservative prompting, work delegation,and quota tracking.Triggers: token usage, quota, token limits, prompt size, to...

by athola

Orchestrate and run appropriate pensive review skills based on codebaseanalysis and context.Triggers: code review, unified review, comprehensive re...

by athola

Consolidate README content using language-aware exemplars, internal doc linkage,and reproducible evidence.Triggers: README update, documentation re...

by athola

Session-aware usage logging infrastructure for audit trails, cost tracking,and analytics. Provides structured logging with JSONL format and session...

by athola

Bump project versions across configs, docs, and changelog usinggit-workspace-review context.Triggers: version bump, semver, release version, change...

by athola

Retrospective workflow to evaluate the most recent command/session sliceand drive improvements to workflow assets (skills, agents, commands, hooks)...

by athola

Design skills as modular building blocks for predictable token usage and maintainable architecture

by athola

Evaluates and improves Claude Skills across all ~/.claude/ locations

by athola

Model system responsibilities across clients, servers, and optional peer-to-peer nodes.

by athola

Apply Command Query Responsibility Segregation (CQRS) and Event Sourcing (ES) for collaboration-heavy domains that require strong auditability and ...

by athola

Structure systems around asynchronous, event-based communication to decouple producers and consumers for improved scalability and resilience.

by athola

Employ the "Functional Core, Imperative Shell" pattern to isolate deterministic business logic from side-effecting code for superior testability.

by athola

Employ the Hexagonal (Ports & Adapters) pattern to decouple domain logic from infrastructure, maximizing flexibility and testability.

by athola

Use a Layered (or N-Tier) architecture to separate presentation, domain logic, and data access responsibilities within a system.

by athola

Build a minimal, stable core system that loads plug-ins to provide feature variability and extensibility.

by athola

Decompose systems into a suite of small, independently deployable services that are aligned to specific business capabilities.

by athola

Maintain a single deployable artifact while enforcing strong internal boundaries between modules.

by athola

Compose processing stages using a pipes-and-filters model for ETL, media processing, or compiler-like workloads.

by athola

Build serverless, Function-as-a-Service (FaaS) systems for event-driven or operations-light workloads.

by athola

Employ a coarse-grained, service-based architecture (a lighter form of SOA) when microservices are not yet necessary but modular deployment is requ...

by athola

Employ space-based or data-grid architectures to scale high-traffic, stateful workloads across multiple nodes.

by athola

Interactive selector and implementation planner for architecture paradigms.

by athola

Evaluate public/API surfaces against internal guidelines and external exemplars in any language.

by athola

Model system responsibilities across clients, servers, and optional peer nodes.

by athola

Apply CQRS + Event Sourcing for collaboration-heavy domains needing auditability and independent scaling.

by athola

Structure systems around asynchronous events to decouple producers and consumers.

by athola

Use Functional Core, Imperative Shell pattern to isolate deterministic business logic from side-effect orchestration for improved testability.

by athola

Use Hexagonal (Ports & Adapters) boundaries to decouple domain logic from infrastructure concerns for maximum flexibility.

by athola

Use Layered / N-tier architecture to separate presentation, domain logic, and data access responsibilities.

by athola

Build a minimal, stable core that loads plug-ins for feature variability.

by athola

Decompose systems into independently deployable services aligned to business capabilities.

by athola

Keep a single deployable artifact while enforcing strong internal module boundaries.

by athola

Compose processing stages via pipes-and-filters for ETL, media, or compiler-like workloads.

by athola

Build serverless/function-as-a-service systems for bursty or ops-light workloads.

by athola

Use coarse-grained service-based architecture (SOA-lite) when microservices are unnecessary but modular deployment is needed.

by athola

Use space-based/data-grid architectures to scale high-traffic, stateful workloads across nodes.

by athola

Interactive selector and implementation planner for architecture paradigms with orchestration access to specialized paradigm skills.

by athola

Evaluate how the codebase architecture lines up with existing ADRs, coupling rules, and team guardrails before approving major work.

by athola

Systematically uncover and fix bugs across diffs/snippets with language-aware expertise and reproducible evidence.

by athola

Repo-diff catchup ritual that gathers git status/diffs, reviews each material file, and produces a concise summary while keeping token usage low.

by athola

Generate conventional commit messages from staged changes by inspecting diffs, picking the correct type/scope, and writing the final text to the pr...

by athola

Guardrail workflow that keeps CPU/GPU usage lean by measuring load, narrowing scope, and choosing the lowest-cost validation strategy before runnin...

by athola

Update documentation files based on recent changes while enforcing project writing guidelines.

by athola

Decide when and how to hand routine coding work to the Gemini CLI while Claude focuses on higher-level reasoning.

by athola

Lightweight preflight checklist for verifying repo path, staged changes, and diffs before other workflows.

by athola

Audit Makefiles for duplication, portability, and idiomatic GNU Make usage using research-driven heuristics.

by athola

Perform intensive mathematical analysis on code changes, ensuring derivations, numerical stability, and validation evidence align with authoritativ...

by athola

Design superpowers skills as modular building blocks for predictable token usage and maintainable architecture

by athola

Prepare a pull request by validating the workspace, running quality gates, summarizing changes, and drafting the PR template.

by athola

Comprehensive Python testing guidance with orchestration access to specialized testing skills for unit testing, integration testing, mocking, and a...

by athola

Master unit testing fundamentals with pytest for reliable, isolated testing of individual Python components.

by athola

Decide whether to delegate lower-level execution to Qwen MCP while Claude handles planning/review.

by athola

Shared preflight + reporting workflow for all deep-dive reviews (architecture, math, makefile, api, etc.).

by athola

Perform in-depth Rust audits (ownership, concurrency, unsafe, traits, Cargo dependencies) with reproducible evidence.

by athola

Comprehensive evaluation and improvement system for Claude Skills across all ~/.claude/ locations

by athola

Gemini-marketplace–only orchestrator that forces every /speckit:* workflow to load the correct superpowers skills, capture dual-governance variance...

by athola

Evaluate and upgrade test suites with TDD/BDD rigor, coverage tracking, and reproducible evidence.

by athola

Enforce ultra-conservative token usage by minimizing prompt exposure, delegating bulk work, and tracking quotas.

by athola

Consolidate README content using language-aware exemplars, internal doc linkage, and reproducible evidence.

by athola

Bump project versions across configs, docs, and changelog using git-workspace-review context.

by athola

Framework for delegating tasks to external LLM services, with a focus on strategic oversight and quality control.

by athola

Gemini CLI delegation workflow with quota tracking, authentication, and usage logging.

by athola

Qwen CLI delegation workflow with quota tracking, authentication, and usage logging. Utilizes shared shell execution infrastructure for consistent ...

by athola

Guardrail workflow that keeps CPU/GPU usage lean by measuring load, narrowing scope, and choosing the lowest-cost validation strategy before runnin...

by athola

A workflow for conservative token usage by minimizing prompt exposure, delegating bulk work, and tracking quotas.

by athola

A methodology for summarizing changes, extracting insights, and identifying follow-up actions.

by athola

A methodology for categorizing changes, assessing risks, and creating summaries from any changeset.

by athola

A workflow for capturing evidence and citations to create reproducible analyses and audit trails.

by athola

A foundational workflow for preparing and structuring detailed reviews (e.g., architecture, API).

by athola

A guide to formatting review deliverables for consistency, ensuring findings are comparable across different types of analysis.

by athola

Design, manage, and evolve digital gardens as living knowledge bases within memory palaces.

by athola

A spatial indexing and retrieval system for finding information within memory palaces.

by athola

Design and construct virtual memory palaces for spatial knowledge organization.

by athola

Construct temporary, session-specific memory palaces for complex projects and conversations.

by athola

Map and navigate relationships between Claude skills.

by athola

Evaluate and improve Claude skills for clarity, completeness, testability, and architectural coherence.

by athola

Evaluate API surfaces against internal guidelines and external examples in any language.

by athola

Evaluate codebase architecture against ADRs, coupling rules, and team guardrails before approving major work.

by athola

Uncover and fix bugs in code snippets using language-specific expertise and reproducible evidence.

by athola

Audit Makefiles for duplication, portability, and idiomatic GNU Make usage.

by athola

Perform intensive mathematical analysis on code changes to ensure numerical stability and alignment with authoritative standards.

by athola

Perform in-depth audits of Rust code, covering ownership, concurrency, unsafe blocks, traits, and Cargo dependencies.

by athola

Evaluate and upgrade test suites with TDD/BDD rigor, coverage tracking, and reproducible evidence.

by athola

Orchestrate and run appropriate pensive review skills based on codebase analysis and context.

by athola

Generate conventional commit messages from staged changes by inspecting diffs, picking the correct type/scope, and writing the final text to the pr...

by athola

Update documentation files based on recent changes while enforcing project writing guidelines.

by athola

Structured file enumeration and content analysis for understanding codebase structure before reviews or refactoring.

by athola

Lightweight preflight checklist for verifying repo path, staged changes, and diffs before other workflows.

by athola

Prepare a pull request by validating the workspace, running quality gates, summarizing changes, and drafting the PR template.

by athola

Consolidate README content using language-aware exemplars, internal doc linkage, and reproducible evidence.

by athola

Bump project versions across configs, docs, and changelog using git-workspace-review context.