oimiragieo/agent-studio - 第 6 页

logging-module-usage

Employs the logging module judiciously to log important events, warnings, and errors.

原文语言：英语

lsp-navigator

Compiler-level code intelligence via native LSP — definitions, references, types, call hierarchies, and diagnostics.

原文语言：英语

marketing-content

Content strategy, copywriting frameworks (AIDA/PAS/BAB/4Ps/FAB), editorial calendar management, platform-specific content, A/B testing, campaign planning, audience targeting, and content performance measurement.

原文语言：英语

markitdown-converter

Convert files to Markdown using Microsoft's MarkItDown library

原文语言：英语

mcp-builder

Guide developers in creating Model Context Protocol (MCP) servers. Use for building MCP tools that enable LLMs to interact with external services. Covers TypeScript (primary) and Python FastMCP (secondary), tool annotations, Zod/Pydantic validation, and…

原文语言：英语

medusa-security

AI-first security scanning with Medusa. 3,000+ detection patterns covering AI/ML, agents, MCP, RAG, prompt injection, and traditional SAST vulnerabilities. Wraps Medusa CLI with SARIF/JSON parsing, structured finding output, OWASP mapping, and remediation…

原文语言：英语

medusa

Medusa v2 rules and best practices for modular commerce architecture, Workflow SDK, data models, services, and admin customizations.

原文语言：英语

memory-audit

Comprehensive health check across CC auto-memory and agent-studio memory systems — detects orphans, duplicates, staleness, and threshold violations

原文语言：英语

memory-forensics

Master memory forensics techniques including memory acquisition, process analysis, and artifact extraction using Volatility and related tools. Use when analyzing memory dumps, investigating incidents, or performing malware analysis from RAM captures.

原文语言：英语

memory-quality-auditor

Audit memory retrieval quality (drift, staleness, citation-groundedness) and produce remediation backlog.

原文语言：英语

memory-search

Semantic search over global agent memory. Use to retrieve previously learned patterns, decisions, gotchas, and workarounds. Prevents stale-context errors across long sessions and multi-agent pipelines.

原文语言：英语

ml-experiment-loop

Autonomous fixed-budget ML experiment loop — setup, iterative hypothesis testing, git-based keep/discard tracking, and indefinite autonomous execution. Implements the karpathy/autoresearch protocol.

原文语言：英语

mobile-first-design-rules

Focuses on rules and best practices for mobile-first design and responsive typography using tailwind.

原文语言：英语

mobile-ui-development-rule

General rules pertaining to Mobile UI development. Covers UI/UX best practices, state management, and navigation patterns.

原文语言：英语

modern-python

Modern Python tooling best practices using uv, ruff, ty, and pytest. Mandates the Trail of Bits Python coding standards for project setup, dependency management, linting, type checking, and testing. Based on patterns from trailofbits/cookiecutter-python.

原文语言：英语

monorepo-and-tooling

Outlines the monorepo structure and tooling conventions, emphasizing the use of Taskfile.yml, and proper handling of environment variables.

原文语言：英语

multi-agent-architecture-reference

Decision matrix for selecting multi-agent topologies (Supervisor, Swarm, Hierarchical, Conductor) with token economics, failure modes, and escalation paths

原文语言：英语

nativescript

NativeScript best practices and patterns for mobile applications

原文语言：英语

nativewind-and-tailwind-css-compatibility

Provides specific version compatibility notes for NativeWind and Tailwind CSS to prevent common installation errors.

原文语言：英语

next-upgrade

Structured workflow for upgrading Next.js applications across major versions. Use when migrating a Next.js project from one major version to another (e.g., 13 to 14, 14 to 15, 15 to 16). Covers codemod automation, breaking change detection, incremental…

原文语言：英语

nextjs-expert

Next.js framework expert including App Router, Server Components, and API routes

原文语言：英语

nodejs-expert

Node.js backend expert including Express, NestJS, and async patterns

原文语言：英语

notification-triggers

Configurable regex-based alert system for detecting patterns in tool calls and session activity. Supports error triggers, content regex matching, token threshold triggers, and pattern detection with configurable actions.

原文语言：英语

omega-claude-cli

Shell out to Claude Code CLI to invoke a second Claude session headlessly. Useful for cross-validation, second opinions, and isolated analysis without sharing current agent context. Requires Anthropic account.

原文语言：英语

omega-codex-cli

Shell out to OpenAI Codex CLI for headless code generation, analysis, and question-answering. Optimized for code tasks. Requires OPENAI_API_KEY env var.

原文语言：英语

omega-cursor-cli

Shell out to Cursor Agent CLI for headless IDE-aware code tasks. Supports multi-model routing (auto mode routes to Claude, Gemini, GPT). Requires Cursor Pro/Business subscription.

原文语言：英语

omega-gemini-cli

Use when the user wants to use Google Gemini for analysis, large files or codebases, sandbox execution, or brainstorming. Uses headless Gemini CLI scripts (no MCP). Triggers on "use Gemini", "analyze with Gemini", "large file", "sandbox", "brainstorm with…

原文语言：英语

outcome-reflection

Feed actual task results back into agent memory for calibration. Compares predicted vs actual outcomes, records accuracy scores, and tracks estimation quality, prediction quality, and decision quality over time to improve future agent performance.

原文语言：英语

pandas-data-manipulation-rules

Focuses on pandas-specific rules for data manipulation, including method chaining, data selection using loc/iloc, and groupby operations.

原文语言：英语

paraglide-js-internationalization-i18n

Details Paraglide.js i18n implementations.

原文语言：英语

perpetual-memory

Use when you need to auto-log all tool interactions into a self-organizing vector DB with instant recall. Intercepts interactions, extracts key information, generates embeddings, stores in LanceDB, auto-categorizes, and builds a retrieval index. Inspired by…

原文语言：英语

php-expert

PHP expert including Laravel, WordPress, and Drupal development

原文语言：英语

pipeline-evaluator

Evaluates completed agent pipelines across 5 scoring dimensions and produces a composite verdict with actionable recommendations

原文语言：英语

plan-quality-verifier

Verifies implementation plan quality across 8 dimensions (requirement-coverage, task-completeness, dependency-validity, scope-sanity, artifact-wiring, risk-assessment, testability, estimation-quality) and returns pass/fail with per-dimension scores.

原文语言：英语

planning-with-files

Manus-style file-based planning for complex tasks. Use task_plan.md, findings.md, and progress.md to maintain persistent context. Use for multi-step tasks, research, or work spanning many tool calls.

原文语言：英语

poetry-rye-dependency-management

Python dependency management with Poetry and Rye -- lockfile-driven workflows, dependency groups, monorepo patterns, and migration paths. Covers pyproject.toml-centric packaging for projects not yet on uv.

原文语言：英语

powershell-expert

PowerShell 7+ scripting and Windows system administration -- cross-platform automation, secure credential handling, Pester testing, DSC, and JEA patterns.

原文语言：英语

pptx

PowerPoint presentation generation using python-pptx. Create slides from Claude output, data analysis, or structured content. Covers slide templates, shapes, charts, tables, and themed presentations. Use for generating .pptx files programmatically.

原文语言：英语

prd-generator

Generate structured Product Requirements Documents using hypothesis-driven methodology with Implementation Phases tracking.

原文语言：英语

prioritize-python-3-10-features

Prioritizes the use of new features available in Python 3.12 and later versions.

原文语言：英语