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ai

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llm-ai

5

skills-registry

Dynamic skill discovery and matching for any task context. Invoke when: - Starting any task to discover relevant skills - Need to find specialized skills for current context - Agent/command needs skill recommendations Trigger phrases: "match skills", "find skills", "what skills for", "recommend skills", "which capabilities", "skill lookup", "applicable skills" Examples: - "Match skills for TDD cycle with zod validation" → outputs backend-zod, backend-vitest - "What skills for React landing page?" → outputs frontend-master, frontend-aceternity

petbrains

data-ai

llm-ai

5

foundational-principles

基础原则 - AI 助手的核心思维原则和指令框架概述。包含系统思维、辩证思维、创新思维和批判思维四大核心原则。

cuipengfei

data-ai

llm-ai

5

openai-tts

Text-to-speech via OpenAI Audio Speech API.

clawdbot

data-ai

llm-ai

5

qwen-ollama

Using Qwen 2.5 models via Ollama for local LLM inference, text analysis, and AI-powered automation

lawless-m

data-ai

productivity-tools

5

skill-gap-identifier

Analyzes failures or user requests to automatically scaffold new skills, ensuring structural evolution.

Sounder25

tools

academic

5

exa

Neural web search and code context via Exa AI API. Requires EXA_API_KEY. Use for finding documentation, code examples, research papers, or company info.

clawdbot

research

productivity-tools

5

docs-maintenance

Keep project documentation current and optimized for AI agents. Use when user asks to "update docs", "sync documentation", "update CLAUDE.md", "update README", "check documentation freshness", "document recent changes", or "optimize docs for AI".

jeffrigby

tools

technical-docs

5

llm-doc-gen

LLM-powered documentation generation for narrative architecture docs, tutorials, and developer guides. Uses AI consultation to create contextual, human-readable documentation from code analysis and spec data.

tylerburleigh

documentation

machine-learning

5

autogluon-tabularpredictor-save

Save TabularPredictor artifacts with TabularPredictor.save, detailing all arguments and persistence behavior; depends on autogluon-tabularpredictor-fit and pairs with autogluon-tabularpredictor-load.

crossxwill

data-ai

machine-learning

5

ml-model-explainer

Explain ML model predictions using SHAP values, feature importance, and decision paths with visualizations.

dkyazzentwatwa

data-ai

machine-learning

5

autogluon-tabularpredictor-set-model-best

Set the default prediction model with TabularPredictor.set_model_best, detailing all arguments and effects; depends on autogluon-tabularpredictor-fit and is often guided by autogluon-tabularpredictor-fit-summary or leaderboard outputs.

crossxwill

data-ai

machine-learning

5

autogluon-tabularpredictor-load

Load saved predictors with TabularPredictor.load, detailing all arguments and security/version implications; depends on autogluon-tabularpredictor-save and assumes a prior autogluon-tabularpredictor-fit.

crossxwill

data-ai

machine-learning

5

autogluon-tabularpredictor-class

Explain and configure AutoGluon’s TabularPredictor constructor, including all init arguments and their effects for tabular classification/regression; prerequisite for autogluon-tabularpredictor-fit, predict-proba, save/load, fit-summary, calibrate-decision-threshold, set-decision-threshold, and set-model-best.

crossxwill

data-ai

machine-learning

5

evaluator-optimizer

Evaluator-Optimizer pattern knowledge for automatic iteration cycles. Implements Anthropic's agent architecture pattern for continuous improvement. Triggers: evaluator-optimizer, iteration pattern, 평가-최적화, 評価最適化, 评估优化

popup-studio-ai

data-ai

machine-learning

5

fuzzy-augmentation-reject-inference

Build a Through-the-Door training set with reject inference using fuzzy augmentation, including PD-based sample weights; pairs with autogluon-tabularpredictor-fit for modeling the augmented data.

crossxwill

data-ai

machine-learning

5

monotonic-constraints-using-dictionaries

Define and apply monotonic constraints in AutoGluon using a constraints dictionary and a feature-ordered list for boosting models; depends on autogluon-tabularpredictor-fit for passing hyperparameters.

crossxwill

data-ai

sql-databases

5

database-design

数据库表结构设计工具。当用户需要设计数据库、创建表结构、建立实体关系或优化索引时使用。支持 MySQL、PostgreSQL 等关系型数据库。

ChuDiRen

databases

sql-databases

5

database-architecture

MANDATORY when designing schemas, writing migrations, creating indexes, or making architectural database decisions - enforces PostgreSQL 18 best practices including AIO, UUIDv7, temporal constraints, and modern indexing strategies

troykelly

databases

sql-databases

5

sql-optimization-patterns

SQLクエリ最適化、インデックス戦略、EXPLAIN分析をマスターし、データベースパフォーマンスを劇的に向上させ、遅いクエリを排除。遅いクエリのデバッグ、データベーススキーマの設計、アプリケーションパフォーマンスの最適化時に使用。

amurata

databases

sql-databases

5

backend-prisma

Type-safe database ORM for TypeScript/Node.js. Use when you need database access with full TypeScript integration — auto-generated types from schema, migrations, and query builder. Best for PostgreSQL, MySQL, SQLite, MongoDB. Choose Prisma over raw SQL or Knex when type safety and developer experience are priorities.

petbrains

databases

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