domain cluster

Data & AI

Machine learning, LLMs, and data processing.

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data-engineering
3

implementing-database-audit-logging

Use when you need to track database changes for compliance and security monitoring. This skill implements audit logging using triggers, application-level logging, CDC, or native logs. Trigger with phrases like "implement database audit logging", "add audit trails", "track database changes", or "monitor database activity for compliance".

BbgnsurfTech
BbgnsurfTech
data-ai
open
data-engineering
3

effect-streams-pipelines

Stream creation, transformation, sinks, batching, and resilience. Use when building data pipelines with concurrency and backpressure.

mepuka
mepuka
data-ai
open
data-engineering
3

effect-collections-datastructs

Value-based data structures (Data.struct, tuple, array) and high-performance collections (Chunk, HashSet). Use for safe comparisons and pipelines.

mepuka
mepuka
data-ai
open
data-engineering
3

memory-hygiene

Maintains memory cleanliness with deduplication, validation, and expiration

benreceveur
benreceveur
data-ai
open
data-engineering
3

build-only-validate-capability-flow

Validate a capability flow specification against schema constraints. Use after designing a process to ensure it conforms to framework rules. Triggers on "validate capability flow", "check process spec", "verify schema compliance".

pidster
pidster
data-ai
open
data-engineering
3

data-quality

Implement data validation rules, quality metrics, and data cleansing strategies

dasien
dasien
data-ai
open
data-engineering
3

data-engineering

ETL pipelines, Apache Spark, data warehousing, and big data processing. Use for building data pipelines, processing large datasets, or data infrastructure.

pluginagentmarketplace
pluginagentmarketplace
data-ai
open
data-engineering
3

validating-database-integrity

Use when you need to ensure database integrity through comprehensive data validation. This skill validates data types, ranges, formats, referential integrity, and business rules. Trigger with phrases like "validate database data", "implement data validation rules", "enforce data integrity constraints", or "validate data formats".

BbgnsurfTech
BbgnsurfTech
data-ai
open
llm-ai
3

agent-authoring

Guide for authoring specialized AI agents. Use when creating, updating, or improving agents, choosing models, defining focus areas, configuring tools, or learning agent best practices.

philoserf
philoserf
data-ai
open
llm-ai
3

prompt-optimizer

撰写提示词、优化提示词、改写 Prompt、Prompt 优化。将模糊的想法转化为精确有效的 AI 提示词,支持 ChatGPT、Claude、Gemini、DeepSeek、豆包、智谱等多平台。

TestAny-io
TestAny-io
data-ai
open
llm-ai
3

self-improving-agent

A universal self-improving agent that learns from ALL skill experiences. Uses multi-memory architecture (semantic + episodic + working) to continuously evolve the codebase. Auto-triggers on skill completion/error with hooks-based self-correction.

Charon-Fan
Charon-Fan
data-ai
open
llm-ai
3

mcp-tools-as-code

Convert MCP servers to typed TypeScript APIs for efficient code execution. Reduces token usage by 98%+ by transforming tool calls into programmatic access. Use when building agents that need to interact with multiple MCP servers efficiently, when context window is a concern, or when native control flow (loops, conditionals) would simplify multi-step workflows.

cameronsjo
cameronsjo
data-ai
open
llm-ai
3

ag-ui-protocol

AG-UI (Agent-User Interaction) protocol reference for building AI agent frontends. Use when implementing AG-UI events (RUN_STARTED, TEXT_MESSAGE_*, TOOL_CALL_*, STATE_*), building agents that communicate with frontends, implementing streaming responses, state management with snapshots/deltas, tool call lifecycles, or debugging AG-UI event flows.

meetsmore
meetsmore
data-ai
open
llm-ai
3

arch-analysis

Analyze LangGraph application architecture, identify bottlenecks, and propose multiple improvement strategies

hiroshi75
hiroshi75
data-ai
open
llm-ai
3

queue-task

Creates claude-queue tasks when usage limits are approaching. Use when the user is running low on Claude usage quota, mentions hitting limits, or when significant work remains and we should queue it for unattended execution. Proactively suggests queuing remaining work during long coding sessions.

vasiliyk
vasiliyk
data-ai
open
llm-ai
3

sage-learning-system

Sage 独有的学习系统设计,包含模式识别、用户偏好学习、纠正反馈机制

majiayu000
majiayu000
data-ai
open
llm-ai
3

agent-creator

Create custom Task subagents in ~/.claude/agents/. Use when defining new agents for Task tool delegation.

HTRamsey
HTRamsey
data-ai
open
llm-ai
3

cli-guide

SIMBL CLI command reference and usage guide. Use when working with SIMBL tasks or needing CLI syntax reference.

yebot
yebot
data-ai
open
llm-ai
3

crisis-persistence-eval

Multi-turn safety persistence evaluation for crisis scenarios. Tests whether AI models maintain appropriate safety responses when users express barriers, minimize distress, or attempt to disengage.

GOATnote-Inc
GOATnote-Inc
data-ai
open
llm-ai
3

lucid-client-api

Skill for interacting with the Lucid Client API (multi-agent runtime). The API is hosted in the lucid-client codebase and provides endpoints for managing agents, invoking entrypoints, handling payments, and more. Activate when: user wants to interact with the Lucid Client API, manage agents, invoke agent entrypoints, or work with the multi-agent runtime system.

daydreamsai
daydreamsai
data-ai
open
llm-ai
3

hol

HOL4 interactive proof development. Use when working with HOL4 proofs, .sml theorem files, Holmake builds, or hol-agent-helper.sh sessions. (project)

charles-cooper
charles-cooper
data-ai
open
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