Python Tooling
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Tdd Workflow
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Migrate Oai App
Converts OpenAI Apps SDK applications to MCP Apps SDK with step-by-step migration guidance and API mapping tables. Use when the user asks to "migrate from OpenAI Apps SDK", "convert OpenAI App to MCP", "port from window.openai", or "migrate from skybridge".
Cogapp Markdown
Auto-generate and keep markdown documentation in sync with code using cogapp. Use when user says "keep docs in sync", "regenerate readme", "embed --help output", "run cog -r", "documentation is out of date", "sync CLI help into README", or when documentation should be derived from code rather than maintained by hand.
Library Search
Decomposes natural language queries into targeted searches across Readwise Reader documents, highlights, and tags. Use when the user searches their reading library, asks what they saved about a topic, or wants to find specific highlights.
Finish Session
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Quality
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Dimensional Modeling
Design and implement Kimball-style star schemas in DuckDB for LLM agent state persistence. Use when user needs to track agent execution, model operational data, design fact/dimension tables, implement SCD Type 2, generate surrogate keys, or build analytical views. Also triggers on "star schema", "dimensional model", "DuckDB schema", "fact table", "dimension table", "SCD Type 2", "surrogate keys",…
Browse
Browse AWM-1K catalog of 1000 pre-built tool environments by category or keyword. Use when user says "browse environments", "search AWM catalog", "find a tool environment", "list environment categories", or wants to materialize a pre-built MCP backend.
Tui Design
Design functional, readable terminal UIs with proper visual hierarchy, semantic color, and responsive layout. Use when building CLI tools, interactive prompts, dashboards, or any terminal output with Rich, Textual, Questionary, or Click. Triggers on "terminal UI", "TUI", "Rich table", "CLI output", "terminal dashboard", "questionary prompt", "make this look better in the terminal".
Sync Bundled Ref
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Doc Conventions
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Scan For Secrets
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Path Privacy
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Maintain
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Dep Audit
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Launch
Materialize and start a generated or catalog environment as a FastAPI+MCP server (Phase 2). Use when user says "launch environment", "start the server", "run the environment", or wants to bring up a materialized env-forge environment.
Enable
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Plugin Toolkit
Analyze, polish, and manage Claude Code plugins. Use when user wants to evaluate a plugin (/plugin-toolkit:analyze), add standard utility commands (/plugin-toolkit:polish), or add/remove/modify plugin features (/plugin-toolkit:feature). Also use when user mentions "plugin analysis", "plugin review", "add command to plugin", or "improve plugin". Also use when user says "review my plugin", "check p…
Verify
Run verification functions against current DB state for a task (Phase 2). Use when user says "verify task", "check task completion", "run verifiers", or wants to validate that an agent completed an env-forge task correctly.
Interview
Extract process knowledge from an SME through structured MECE interview. Use when user says "interview me about a workflow", "help me map this process", "extract process knowledge", or wants to build a decomposition through guided conversation.
Json Query
Guide JSON query tool selection and syntax. Use when user needs to extract data from JSON files, search JSON for keys, query nested JSON structures, filter JSON arrays, or process large JSON. Triggers on "query JSON", "extract from JSON", "search JSON", "parse JSON file", "jq alternative", "jsongrep", "jg command", "find in JSON", "JSON path query", "grep JSON", "large JSON file", "process JSON",…
Model Routing
Opt the current project into down-tier model delegation by installing a standalone .claude/rules/model-delegation.md rule, optionally with pre-shaped .claude/agents/ definitions (fast-executor, task-coder) and an optional agent-state feedback layer. The rule tells Claude to route well-specified data and coding tasks to a cheaper model in a subagent, keeping judgment-heavy work in the main loop. U…
Content Triage
Manages the read-it-later lifecycle with decision frameworks for inbox triage. Use when the user wants to process their reading inbox, batch-triage saved items, or assess inbox health metrics.
Env Forge
Generate database-backed MCP tool environments from scenario descriptions or browse 1000 pre-built environments. Use when user says "generate a tool environment", "create an MCP backend", "scaffold database tools", "build a sandbox", "synthesize an environment", "launch an environment", "browse environments", "AWM catalog", "create API tools", "generate test tools", "tool environment for", "datab…
Govuk Style
Write and edit in GOV.UK / GDS house style — plain English, active voice, front-loaded content, sentence case, and no bold or italics for emphasis. Use when writing or editing reports, research write-ups, guidance, documentation, summaries, or any prose where clarity and accessibility matter.
Skill Dashboard
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Agent State Mcp
Query the agent-state DuckDB (~/.claude/agent_state.duckdb) via MCP tools instead of the `agent-state` CLI. Use when you need run history, watermarks, skill versions, or flywheel metrics. TRIGGER on thoughts like "let me run agent-state status", "I'll check the agent_state database", "show me recent runs", "agent-state runs", "agent-state tree", "agent-state watermarks", "agent-state flywheel", "…
Create Mcp App
Guides building MCP Apps with interactive UIs, covering SDK patterns, resource registration, and host integration. Use when the user asks to "create an MCP App", "add a UI to an MCP tool", "build an interactive MCP View", or "scaffold an MCP App".
Init Maintenance
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Sync Versions
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Decompose
Break down a goal, process, or workflow into MECE components with Agent SDK mapping. Use when user says "decompose", "break down this process", "MECE analysis", "create a decomposition tree", or pastes a JSON/YAML/CSV workflow export to analyze.
Mece Decomposer
MECE decomposition methodology, scoring rubrics, and Agent SDK mapping for process analysis. Loaded automatically when decomposing goals, tasks, processes, or workflows into Mutually Exclusive, Collectively Exhaustive components. Provides the domain knowledge used by /decompose, /interview, /validate, and /export commands. Use when user says "decompose", "break down this process", "MECE analysis"…
Validate
Validate a MECE decomposition for compliance, structural integrity, and SDK readiness. Use when user says "validate decomposition", "check MECE compliance", "run validation", or wants to verify a decomposition tree passes quality gates.
Export
Generate Claude Agent SDK Python code scaffolding from a validated MECE decomposition. Use when user says "export to Agent SDK", "generate agent code", "create SDK scaffolding", or wants to turn a decomposition tree into runnable Python code.
Knowledge Retrieval
Synthesizes knowledge from your Readwise Reader library by prioritizing highlights and annotations across documents. Use when the user asks for references from their reading, wants to surface saved knowledge, or needs cross-document synthesis.
Bun Tooling
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Forge
Generate a new database-backed MCP tool environment from a scenario description. Use when user says "forge an environment", "generate tool environment", "create an MCP backend", "scaffold database tools", "build a sandbox", or "synthesize an environment from scratch".