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LLM & AI

Large Language Models and AI agents.

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llm-ai
0

similarity-search

Retrieves 10 similar historical cases from AgentDB vector store for RAG-based diagnosis support

do-ops885
do-ops885
data-ai
open
llm-ai
0

rlm-context-scout

Reconnaissance techniques for exploring large contexts before reading them. Teaches agents to probe, filter, and map data structures without consuming context window.

Magic8Ballin
Magic8Ballin
data-ai
open
llm-ai
0

context-degradation

Recognize, diagnose, and mitigate patterns of context degradation in agent systems. Use when context grows large, agent performance degrades unexpectedly, or debugging agent failures.

bilalmk
bilalmk
data-ai
open
llm-ai
0

semantic-search

Implement and debug semantic/vector search with model2vec-rs and sqlite-vec. Use for embedding generation, vector queries, hybrid search, or RRF fusion.

TrevorS
TrevorS
data-ai
open
llm-ai
0

hydrate

Load context from an AI-ready vault at session start. Use when beginning a new conversation, starting work on a vault, or when context feels stale. Reads CLAUDE.md, checks recent session logs, loads relevant memories, and summarizes current state.

robabby
robabby
data-ai
open
llm-ai
0

smart-workflows

SmartACE (Agentic Context Engineering) workflow engine with MCP-B (Master Client Bridge) and AMUM-QCI-ETHIC module. Dual database architecture using DuckDB (analytics) + SurrealDB (graph). Uses Blender 5.0 (bpy) and UE5 Remote Control. Use when (1) MCP-B agent-to-agent communication (INQC protocol), (2) AMUM 3→6→9 progressive alignment, (3) QCI quantum coherence states, (4) ETHIC principles enforcement (Marcel/Anthropic/EU AI Act), (5) SurrealDB graph relationships, (6) DuckDB SQL workflows, (7) ML inference with infera/vss, (8) Blender 5.0 headless processing, (9) UE5 scene control, (10) DuckLake time travel.

bjoernbethge
bjoernbethge
data-ai
open
llm-ai
0

langchain

LangChain framework for LLM applications. Covers model wrappers (HuggingFace, Ollama), prompt templates, few-shot learning, output parsing, and chaining techniques for building sophisticated LLM workflows.

atrawog
atrawog
data-ai
open
llm-ai
0

mcp-builder

Guide for creating high-quality MCP (Model Context Protocol) servers that enable LLMs to interact with external services through well-designed tools. Use when building MCP servers to integrate external APIs or services, whether in Python (FastMCP) or Node/TypeScript (MCP SDK).

ederheisler
ederheisler
data-ai
open
llm-ai
0

conversation-management

Build conversation history UI with sidebar, thread switching, and conversation CRUD operations. Implements conversation list, rename, delete, and persistence. Use when adding conversation management features for Phase 3.

maneeshanif
maneeshanif
data-ai
open
llm-ai
0

deepagents

LangChain Deep Agents framework for building autonomous coding agents. Use for agent harness, backends, subagents, human-in-the-loop, long-term memory, middleware, and CLI-based agent development.

joneqian
joneqian
data-ai
open
llm-ai
0

sonos-control

Control Sonos speakers through MCP tools - search and play music, manage queue and playlists, adjust volume. Use when users request music playback, mention artists/songs/albums, want to control Sonos speakers, manage playlists, or ask about what's playing.

slzatz
slzatz
data-ai
open
llm-ai
0

claude-agent-sdk

Build production AI agents with the Claude Agent SDK. Use when working with: (1) Creating autonomous agents with query() or ClaudeSDKClient, (2) Defining custom tools via in-process MCP servers, (3) Implementing hooks for tool interception and permissions, (4) Building multi-agent systems with subagents, (5) Managing sessions and state across queries, (6) Integrating MCP servers for external capabilities. Covers Python and TypeScript SDKs with production patterns.

tkwn2080
tkwn2080
data-ai
open
llm-ai
0

setup

Configure second-opinion agents interactively. Use when user says "setup second opinion", "configure agents", "enable/disable agents", "which agents", or wants to change second-opinion settings.

alejandrolaborda
alejandrolaborda
data-ai
open
llm-ai
0

context-engineering

Optimize Claude Code context usage through monitoring, reduction strategies, progressive disclosure, planning/execution separation, and file-based optimization. Task-based operations for context window management, token efficiency, and maintaining conversation quality. Use when managing token costs, optimizing context usage, preventing context overflow, or improving multi-turn conversation quality.

adaptationio
adaptationio
data-ai
open
llm-ai
0

add-awesome-tool

This skill should be used when analyzing a link to an AI tool and adding it to the awesome-ai-tools readme with proper categorization

johnhenry
johnhenry
data-ai
open
llm-ai
0

mcp-integration

Set up and use MCP (Model Context Protocol) servers to extend Claude Code capabilities including PRISM semantic memory, filesystem access, and database integration. Use when setting up MCP servers, debugging MCP connections, or understanding MCP tool usage.

randalmurphal
randalmurphal
data-ai
open
llm-ai
0

claude-hookify-rules

Write hookify rules for pattern-based hook triggers in Claude Code. WHEN: MUST use for creating hookify rules. Invoke with "/claude-hookify-rules" or "create hookify rule", "pattern-based hook". WHEN NOT: Creating general hooks (use claude-hook-development), creating agents or commands.

LounisBou
LounisBou
data-ai
open
llm-ai
0

output-dev-prompt-file

Create .prompt files for LLM operations in Output SDK workflows. Use when designing prompts, configuring LLM providers, or using Liquid.js templating.

growthxai
growthxai
data-ai
open
llm-ai
0

publish-skills

How to update and publish pgdbm skills for Claude Code users

juanre
juanre
data-ai
open
llm-ai
0

total-recall

Memory preservation for Claude Code sessions. Use when approaching token limits, needing to /reset or /compact, switching between complex tasks, or preserving critical session state before context loss. Creates comprehensive memory dumps at /tmp/total-recall containing current state, decisions, artifacts, and next steps for seamless context restoration.

plinde
plinde
data-ai
open
llm-ai
0

langchain-js

Builds LLM-powered applications with LangChain.js for chat, agents, and RAG. Use when creating AI applications with chains, memory, tools, and retrieval-augmented generation in JavaScript.

mgd34msu
mgd34msu
data-ai
open
llm-ai
0

setup

Configure Claude Code with symlinks to knowledge base agents and skills

whoabuddy
whoabuddy
data-ai
open
llm-ai
0

prime-session

Orient to current project by reading CLAUDE.md and architecture docs. Auto-invokes when Claude detects a new or unfamiliar repository. Can also be triggered by "orient me", "what is this project", or "prime session".

fusupo
fusupo
data-ai
open
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