athola
- 242 skills
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- 1 week ago last updated
- ▌ Context Map · atholaGenerates a compressed project context map to avoid expensive Read/Grep calls. Use at session start or before implementing features in an unfamiliar codebase.
- ▌ Triz · atholaApplies TRIZ cross-domain analogical reasoning to find solutions from adjacent fields. Use when stuck on a problem and needing inventive perspectives.
- ▌ Export · atholaExport a research session into knowledge-intake compatible markdown. Use after a research session to hand findings to memory-palace.
- ▌ Setup · atholaProvisions the oracle ML inference daemon with onnxruntime via uv. Use when setting up local ONNX model inference for skill quality evaluation.
- ▌ Research · atholaRuns multi-source research across GitHub, HN, Reddit, arXiv, and Semantic Scholar. Use when surveying a technical topic across multiple channels.
- ▌ Onboard · atholaGuides a new developer through five staged challenge sets covering architecture, domain, patterns, and hardening. Use when onboarding contributors.
- ▌ Pr Review · athola bundleReviews pull requests with scope validation, requirements compliance, and line comments. Use when reviewing GitHub or GitLab PRs.
- ▌ Simplified Technical English · athola bundleApplies an ASD-STE100-derived register to operator and procedural text. Use when writing runbooks or steps. Do not use for docstrings, ADRs, or rationale.
- ▌ Night Market Model And Harness Updates · athola bundleSweep plugins, skills, agents, commands, and hooks after a model release or Claude Code version bump. Use when upstream ships. Do not use for routine edits; use night-market-change-control.
- ▌ Architecture Diagram · atholaGenerates a Mermaid architecture diagram showing high-level component relationships. Use when visualizing how plugins or modules fit together.
- ▌ Authentication Patterns · athola bundleProvides auth patterns for API keys, OAuth, and token management. Use when implementing or reviewing service authentication and credential handling.
- ▌ Opencode Delegation · atholaDelegates tasks to OpenCode (opencode run) via delegation-core. Use when delegation-core selects OpenCode or a provider-agnostic harness is wanted.
- ▌ Python Testing · athola bundlePython testing patterns with pytest, fixtures, TDD, mocking, async and integration tests. Use when writing or auditing a Python test suite.
- ▌ Architecture Review · athola bundleAssesses architecture decisions, ADR compliance, and coupling. Use when evaluating design changes or validating structural decisions before merging.
- ▌ Action First Output · atholaShapes turns action-first: action leads, steps numbered, state restated. Use for ADHD-friendly output. Do not use to trim tokens; use response-compression.
- ▌ Context Optimization · athola bundleOptimizes context window via MECW principles and memory tiering. Use when context exceeds 30% or before long multi-step tasks.
- ▌ Session Handoff · athola bundleDecompose a session into typed handoff units and recall them later. Use when ending a session or resuming work whose prior state must be recovered.
- ▌ Glimmer Delegation · atholaDelegates tasks to a locally served Muse Glimmer via ollama. Use when delegation-core selects glimmer or the prompt must not leave the machine.
- ▌ Minimax Delegation · athola bundleDelegates tasks to the MiniMax CLI (mmx) via delegation-core. Use when delegation-core selects MiniMax or large-context batch work is needed.
- ▌ Codex Delegation · atholaDelegates tasks to the OpenAI Codex CLI (codex exec) via delegation-core. Use when delegation-core selects Codex or OpenAI credentials are already configured.
- ▌ Muse Delegation · atholaDelegates tasks to Meta's Muse Code CLI (muse) via delegation-core. Use when delegation-core selects Muse or repository-scale work needs a 1M-token context.
- ▌ Commit Messages · atholaGenerates conventional commit messages from staged changes. Use when committing and needing a well-formatted message. Do not use for full PR prep; use pr-prep.
- ▌ Skill Authoring · athola bundleGuide creating Claude Code skills with TDD and persuasion principles. Use for new skill development.
- ▌ Spec Writing · athola bundleCreates clear, testable specifications from feature descriptions with user stories. Use when starting a new feature and needing a spec before planning.
- ▌ Glm Delegation · atholaDelegates tasks to Z.ai GLM-5.x via the stock claude binary and an endpoint swap. Use when delegation-core selects GLM or a 1M-token context is needed.
- ▌ Provider Setup · atholaReports which delegation CLIs are installed and authenticated, installs missing ones, and stores the result. Use before delegating or when a provider errors.
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- ▌ HTML Portal Generator · atholaConvert a codebase into a self-contained HTML portal app for ingestion into AI application systems. Produces a single deployable HTML file with embedded CSS, JS, and data.
- ▌ Authentication Patterns 2 · athola bundleProvides auth patterns for API keys, OAuth, and token management. Use when implementing or reviewing service authentication and credential handling.
- ▌ Architecture Review 2 · athola bundleAssesses architecture decisions, ADR compliance, and coupling. Use when evaluating design changes or validating structural decisions before merging.
- ▌ Skill Authoring 2 · athola bundleGuide creating Claude Code skills with TDD and persuasion principles. Use for new skill development.
- ▌ Architecture Diagram 2 · atholaGenerates a Mermaid architecture diagram showing high-level component relationships. Use when visualizing how plugins or modules fit together.
- ▌ Context Optimization 2 · athola bundleOptimizes context window via MECW principles and memory tiering. Use when context exceeds 30% or before long multi-step tasks.
- ▌ Research 3 · atholaRuns multi-source research across GitHub, HN, Reddit, arXiv, and Semantic Scholar. Use when surveying a technical topic across multiple channels.
- ▌ Commit Messages 2 · atholaGenerates conventional commit messages from staged changes. Use when committing and needing a well-formatted message. Do not use for full PR prep; use pr-prep.
- ▌ Python Packaging 2 · athola bundlePython package creation and PyPI distribution via pyproject.toml and entry points. Use when publishing a package or setting up build configuration.
- ▌ Spec Writing 2 · athola bundleCreates clear, testable specifications from feature descriptions with user stories. Use when starting a new feature and needing a spec before planning.
- ▌ Python Testing 2 · athola bundlePython testing patterns with pytest, fixtures, TDD, mocking, async and integration tests. Use when writing or auditing a Python test suite.
- ▌ Context Map 2 · atholaGenerates a compressed project context map to avoid expensive Read/Grep calls. Use at session start or before implementing features in an unfamiliar codebase.
- ▌ Onboard 4 · atholaGuides a new developer through five staged challenge sets covering architecture, domain, patterns, and hardening. Use when onboarding contributors.
- ▌ Pr Review 2 · athola bundleReviews pull requests with scope validation, requirements compliance, and line comments. Use when reviewing GitHub or GitLab PRs.
- ▌ Night Market Completion Integrity Campaign · atholaBind loop 'done' to unfakeable gates. Use to harden egregore/herald loops or promote completion_integrity. Not for QA gates; use night-market-validation-and-qa.
- ▌ Architecture Paradigm Modular Monolith · atholaApplies modular monolith with enforced internal boundaries. Use when teams want service-level autonomy without distributed system overhead.
- ▌ Night Market Research Methodology · atholaTurn hunches into accepted results: worthiness score, evidence bar, research-to-rules. Use when vetting ideas. Not for QA; use night-market-validation-and-qa.
- ▌ Night Market Research Frontier · atholaMap open problems where this repo can advance SOTA. Use when scoping research. Do not use to run the campaign; use night-market-completion-integrity-campaign.
- ▌ Night Market Docs And Writing · atholaMaintain docs of record, ADRs, changelog, and house style. Use when writing repo docs. Do not use for release steps; use night-market-operations instead.
- ▌ Architecture Paradigm Functional Core · atholaApplies Functional Core, Imperative Shell to isolate logic from side effects. Use when business logic is entangled with I/O or unit tests are slow and brittle.
- ▌ Architecture Paradigm Event Driven · atholaApplies event-driven async messaging to decouple producers and consumers. Use when designing real-time or multi-subscriber systems needing loose coupling.
- ▌ Night Market Architecture Contract · atholaStates load-bearing decisions, invariants, and weak points. Use when judging a design change. Do not use for gating; use night-market-change-control.
- ▌ Night Market Collective Memory · atholaSearch and record project memory (Discussions, journal, ADRs). Use before re-investigating anything. Do not use for settled battles; see failure-archaeology.
- ▌ Architecture Paradigm Client Server · atholaApplies client-server architecture for web/mobile apps. Use when designing systems with centralized backend services, trust boundaries, or offline-first sync.
- ▌ Architecture Paradigm Domain Driven · atholaModels a business in its own language. Use when the domain has real business rules to capture.
- ▌ Architecture Paradigm Microservices · atholaApplies microservices for independent deployment and per-service scaling. Use when teams need autonomous release cycles with distinct capability scaling needs.
- ▌ Architecture Paradigm Service Based · atholaApplies coarse-grained service architecture for deployment independence. Use when independent deployment is needed but shared databases rule out microservices.
- ▌ Architecture Paradigm Microkernel · atholaApplies microkernel architecture with minimal core and plugin extensibility. Use when building platforms where third parties extend core functionality.
- ▌ Architecture Paradigm Space Based · atholaApplies data-grid architecture for high-traffic stateful workloads. Use when a single database cannot scale and in-memory partitioning is needed.
- ▌ Architecture Paradigm Serverless · atholaApplies serverless FaaS patterns for event-driven workloads. Use when designing bursty workloads with minimal infrastructure and pay-per-execution cost model.
- ▌ Night Market Failure Archaeology · atholaChronicles settled battles, reverts, and dead ends. Use when a fix echoes a past failure. Do not use for live triage; use night-market-debugging-playbook.
- ▌ Loop Optimization · atholaDecides hand-vs-compiler for loop transforms (unrolling, SIMD, fusion, hoisting). Use when reviewing/authoring a hot loop or tempted to hand-optimize one.
- ▌ Project Init · athola bundleScaffolds new projects with git, CI/CD workflows, pre-commit hooks, and build config. Use when starting a new Python, Rust, or TypeScript project from scratch.
- ▌ Voice Review · atholaRuns parallel prose and craft review agents against a voice profile. Use when checking generated content for AI patterns and voice drift before publishing.
- ▌ Friction Detector · atholaDetect friction signals; graduate patterns into rules. Use for session retrospectives.
- ▌ Project Execution · athola bundleExecutes implementation plans with progress tracking, checkpoint validation, and quality gates. Use after planning is complete and tasks are ready to implement.
- ▌ Structured Output · atholaFormats review deliverables with consistent structure for comparable findings. Use when finalizing any review or analysis that must be shared or compared.
- ▌ Gif Generation · atholaConverts webm/mp4 video files to optimized GIFs via ffmpeg with configurable quality settings. Use when post-processing recordings into shareable GIFs.
- ▌ Graph Search · atholaSearches the code knowledge graph by function, class, or type using FTS5 full-text search. Use when locating code entities by name or qualified path.
- ▌ Math Review · athola bundleVerifies math-heavy code for algorithmic correctness and numerical stability. Use when reviewing scientific algorithms, ML models, or numerical code.
- ▌ Slop Detector · athola bundleDetects AI-generated writing patterns in prose. Use when reviewing docs for slop, vague language, or identity leaks before publishing.
- ▌ Style Learner · athola bundleExtracts writing style patterns from exemplar text into a reusable profile. Use when creating a style guide or learning a specific author's voice.
- ▌ Voice Extract · athola bundleExtracts a user's writing voice from text samples via SICO comparative analysis. Use when building a voice profile for consistent generation.
- ▌ Writing Rules · atholaCreates behavioral rules in markdown to block dangerous commands or restrict AI behavior. Use when adding safety guardrails or preventing specific commands.
- ▌ Workflow Diagram · atholaGenerates a Mermaid workflow diagram showing process steps, decisions, and state transitions. Use when documenting CI/CD pipelines or lifecycle processes.
- ▌ Code Communities · atholaDetects architectural clusters and coupling boundaries via community detection on the code graph. Use when identifying module groupings or refactoring targets.
- ▌ Install Watchdog · atholaInstalls egregore watchdog daemon via launchd or systemd for autonomous relaunching. Use when setting up egregore on a new machine. Do not use on CI/CD runners.
- ▌ Doc Importer · atholaConverts external documents (PDF, DOCX, PPTX, XLSX, HTML) into editable markdown. Use when ingesting external files for rewriting or project integration.
- ▌ Graph Build · atholaBuilds or updates the code knowledge graph via tree-sitter AST and SQLite. Use when setting up the graph before search or blast-radius analysis.
- ▌ Browser Recording · athola bundleRecords browser sessions via Playwright and converts video to GIF. Use when creating web UI tutorials or demos showing browser interactions.
- ▌ Rule Catalog · athola bundleBrowse hookify rule catalog. Use when installing pre-built rules or browsing categories. Do not use when writing custom rules; use hookify:writing-rules.
- ▌ Agent Teams · athola bundleCoordinates Claude agent teams via filesystem protocol. Use when orchestrating parallel agents with task dependencies. Do not use for single-agent tasks.
- ▌ Computer Control · atholaAutomates desktop GUI workflows via computer use API with screenshot capture. Use when scripting GUI interactions or recording browser sessions for tutorials.
- ▌ Code Refinement · athola bundleImproves code quality across duplication, efficiency, and architectural fit. Use when code passes tests but quality is poor or before a major release.
- ▌ Precommit Setup · athola bundleConfigures pre-commit hooks for linting, type checking, formatting, and testing. Use when setting up a new project or adding quality gates to an existing one.
- ▌ Shared Patterns · athola bundleProvide reusable patterns for validation, error handling, scaffolding. Use for skill consistency.
- ▌ Deferred Capture · atholaDefines the contract for deferred-item capture across plugins. Use when building or validating a plugin's deferred-capture wrapper or adding source labels.
- ▌ Dependency Graph · atholaGenerates a Mermaid dependency graph showing import relationships between modules. Use when analyzing coupling, finding circular deps, or planning refactors.
- ▌ Hook Scope Guide · atholaSelect hook scope (plugin, project, global) by audience. Use when authoring a hook.
- ▌ Project Planning · atholaConverts a specification into a phased, dependency-ordered implementation plan. Use after specification is complete and before execution begins.
- ▌ Service Registry · athola bundleRegisters external services with health checks, central config, and unified execution. Use when integrating multiple external services needing coordination.
- ▌ Workflow Monitor · athola bundleDetects workflow failures and inefficient patterns then files GitHub issues. Use when a workflow step repeatedly fails or produces inconsistent output.
- ▌ Justify · atholaAudits changes for additive bias and Iron Law compliance. Use when reviewing completed work before merging or after AI-assisted implementation.
- ▌ Subagent Testing · athola bundleTest skills via TDD in fresh subagents. Use when validating behavior or preventing bias.
- ▌ Voice Learn · athola bundleImproves a voice profile by learning from manual edits. Use after editing generated text to refine registers and close voice drift over time.
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- ▌ Rules Eval · athola bundleEvaluate Claude Code rules in .claude/rules/. Use for frontmatter, globs, and quality audits.
- ▌ Synthesize · atholaMerges, dedupes, ranks, and formats research findings into a report. Use after research agents return results from multiple channels to produce a ranked report.
- ▌ Version Updates · atholaBumps versions, updates changelogs, and coordinates version changes across files for releases. Use when preparing a release or bumping the project version.
- ▌ Vow Enforcement · atholaClassifies and enforces constraints via soft vows, hard vows, and Nen Court layers. Use when designing or auditing enforcement mechanisms for project rules.
- ▌ Dorodango · athola bundlePolishes working code through successive quality passes in fresh subagents. Use after tests pass when code needs multi-dimension refinement before release.
- ▌ Workflow Setup · atholaConfigures GitHub Actions CI/CD workflows for testing, linting, and deployment. Use when setting up automation for a Python, Rust, or TypeScript project.
- ▌ Bloat Detector · athola bundleDetects codebase bloat via dead code, duplication, complexity, and doc bloat scans. Use when codebase feels large or before a release.