domain cluster

Data & AI

Machine learning, LLMs, and data processing.

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llm-ai
0

using-superpowers

Use when starting any conversation - establishes how to find and use skills, requiring Skill tool invocation before ANY response including clarifying questions

zebbern
zebbern
data-ai
open
machine-learning
0

experience-library

Capture task outcomes, score performance, and derive rules as token priors for continual learning without model weight changes. Use for post-task feedback, experience capture, pattern extraction, and learning from mistakes. Achieves continual learning for $18 per 100 samples vs $10k fine-tune cost. Triggers on "learn from experience", "capture patterns", "post-task analysis", "continual learning", "experience extraction".

dredd-us
dredd-us
data-ai
open
machine-learning
0

faion-ml-engineer

ML Engineer role: LLM APIs (OpenAI, Claude, Gemini), embeddings, RAG pipelines, fine-tuning, LangChain, LlamaIndex, vector databases (Pinecone, Chroma, Weaviate), prompt engineering, model evaluation, cost optimization, Agentic RAG, AI Agents, MCP, LLM observability. 30 methodologies.

faionfaion
faionfaion
data-ai
open
llm-ai
0

using-superpowers

Use when starting any conversation - establishes mandatory workflows for finding and using skills, including using Skill tool before announcing usage

zskulcsar
zskulcsar
data-ai
open
llm-ai
0

tool-permission-model

Comprehensive guide to implementing permission systems for AI agent tools including RBAC, approval workflows, and security policies

AmnadTaowsoam
AmnadTaowsoam
data-ai
open
llm-ai
0

batch

Process multiple variants for classification with progress tracking and summary generation. Invoked via /batch <variants>.

yi-john-huang
yi-john-huang
data-ai
open
llm-ai
0

prompt-builder

Build complete agent prompts deterministically via Python script. Use BEFORE spawning any BAZINGA agent (Developer, QA, Tech Lead, PM, etc.).

mehdic
mehdic
data-ai
open
llm-ai
0

embedding

Standalone embedding service for semantic search. Runs as persistent FastAPI server for millisecond-latency embeddings. Supports model swapping via env vars. Use when you need vectors for any database (ArangoDB, Pinecone, etc).

grahama1970
grahama1970
data-ai
open
llm-ai
0

openwebui

Open WebUI AI chat interface management via Podman Quadlet. Provides a web UI for interacting with Ollama models. Use when users need to configure, start, or manage the Open WebUI service.

atrawog
atrawog
data-ai
open
llm-ai
0

ai-4d-framework

Apply Anthropic's 4D Framework for AI delegation: Delegation (task selection), Description (instructions), Discernment (verification), and Diligence (iteration).

leobessa
leobessa
data-ai
open
llm-ai
0

interactive-feedback

Implements a proactive confirmation and continuous loop mechanism for all agent interactions. Use this skill when engaging in any task (consultation, development, debugging) to ensure step-by-step user approval and maintain continuous workflow until explicit termination.

riemac
riemac
data-ai
open
llm-ai
0

claude-agent-ui-ts

Add a React + WebSocket UI on top of Claude Agent SDK agents with tool approval and SQLite persistence

olaservo
olaservo
data-ai
open
llm-ai
0

robot-update-package

将孩子对话摘要/日志输入后处理为“机器人变更包(JSON)”,供人工审核后应用(不自动应用)。

haizhouyuan
haizhouyuan
data-ai
open
llm-ai
0

vercel-ai-sdk

Patterns for building AI applications with Vercel AI SDK including streaming LLM responses, tool calling, structured outputs, and multi-provider support. Use when integrating LLMs into applications.

Naw3
Naw3
data-ai
open
llm-ai
0

ac-master-controller

Master controller for complete autonomous operation. Use when starting full autonomous projects, managing end-to-end workflow, controlling autonomous lifecycle, or running complete implementations.

adaptationio
adaptationio
data-ai
open
llm-ai
0

authoring-claude-md

Standards for writing CLAUDE.md and modular rules files (.claude/rules/) that maximize LLM execution efficiency. Use when creating or editing project instructions, defining conventions, or optimizing agent behavior for determinism and token efficiency. Focuses on eliminating ambiguity and producing consistent agent execution.

jkappers
jkappers
data-ai
open
llm-ai
0

ensemble-content-scorer

Multi-model consensus scoring for content ideas. Scores the same idea with Claude, GPT-4o, Gemini, and Grok in parallel, then aggregates for a balanced verdict. Reduces single-model bias and improves viral predictions.

drshailesh88
drshailesh88
data-ai
open
llm-ai
0

skill-list

List all available skills configured in AGENTS.md. Scan and display skills with their names, descriptions, and trigger commands. Triggers when user mentions "列出技能", "list skills", "可用技能", "show skills", "技能列表", or uses command /skill-list.

lvzhengbin
lvzhengbin
data-ai
open
llm-ai
0

total-recall

Search past conversations for relevant context

tomyan
tomyan
data-ai
open
llm-ai
0

mcp-to-skill

将任何 MCP 服务器封装为 Claude Skill,支持 stdio/SSE/HTTP 传输协议

Dwsy
Dwsy
data-ai
open
llm-ai
0

agent-creation

Guides creating Claude Code agents, subagents, and skills. Use when building new agents, optimizing existing ones, or structuring skills.

Phauks
Phauks
data-ai
open
llm-ai
0

cva-patterns-cost

Cost optimization strategies for production AI pipelines in Clojure+Vertex AI. Covers multi-model routing (70% Gemini/20% Haiku/10% Sonnet), token optimization (prompt engineering, output constraints), aggressive caching (58% cost reduction), batch processing, and real-time monitoring. Includes production metrics showing $0.391 to $0.162 per pipeline (-58%). Use when optimizing production costs, implementing multi-model strategies, designing budget controls, or scaling to high volume.

joaopelegrino
joaopelegrino
data-ai
open
llm-ai
0

evaluator

Skill evaluation and telemetry framework. Collects anonymous usage data and feedback via GitHub Issues and Projects. Privacy-first, opt-in, transparent. Helps improve ClaudeShack skills based on real-world usage. Integrates with oracle and guardian.

Overlord-Z
Overlord-Z
data-ai
open
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