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- ▌ LLM CLI Skill Start Here · tools-only bundleWelcome to the LLM CLI Skill! This document will get you started in 5 minutes.
- ▌ Orbstack Fast Lightweight Docker Desktop And Linux Vm · tools-only bundleOrbStack is a fast, lightweight, and efficient Docker Desktop alternative for macOS that also supports full Linux virtual machines and Kubernetes.
- ▌ U Pyupgrade Rules · tools-only bundleThis rule family provides comprehensive checks for Python code quality and style conformance.
- ▌ Code Quality Standards · tools-only bundleSkill Seekers maintains high code quality through automated linting, comprehensive testing, and continuous integration.
- ▌ Openhands Open Platform For Cloud Coding Agents 2 · tools-only bundleOpenHands is an open-source, model-agnostic platform for building and deploying AI coding agents.
- ▌ Mimir MCP Git Backed AI Memory System · tools-only bundleMimir is a Model Context Protocol (MCP) server that provides persistent, git-versioned memory storage for LLM applications.
- ▌ Environment Variables 6 · tools-only bundleThe OpenAI-Compatible provider enables you to use any service that implements the OpenAI API format.
- ▌ Actions Reference 2 · tools-only bundleComplete guide to Agent Actions in Agentforce: Flow, Apex, API actions, escalation routing, and GenAiFunction metadata.
- ▌ Actions Reference 3 · tools-only bundleComplete guide to Agent Actions in Agentforce: Flow, Apex, API actions, escalation routing, and GenAiFunction metadata.
- ▌ Actions Reference 4 · tools-only bundleComplete guide to Agent Actions in Agentforce: Flow, Apex, API actions, escalation routing, and GenAiFunction metadata.
- ▌ Actions Reference 5 · tools-only bundleComplete guide to Agent Actions in Agentforce: Flow, Apex, API actions, escalation routing, and GenAiFunction metadata.
- ▌ Actions Reference 6 · tools-only bundleComplete guide to Agent Actions in Agentforce: Flow, Apex, API actions, escalation routing, and GenAiFunction metadata.
- ▌ Actions Reference 7 · tools-only bundleComplete guide to Agent Actions in Agentforce: Flow, Apex, API actions, escalation routing, and GenAiFunction metadata.
- ▌ Actions Reference 8 · tools-only bundleComplete guide to Agent Actions in Agentforce: Flow, Apex, API actions, escalation routing, and GenAiFunction metadata.
- ▌ Actions Reference 9 · tools-only bundleComplete guide to Agent Actions in Agentforce: Flow, Apex, API actions, escalation routing, and GenAiFunction metadata.
- ▌ Agent Script Patterns Quick Reference · tools-only bundle3-variable state machine that bypasses the LLM topic selector when a gate holds focus and routes users through an auth gate before accessing protected topics.
- ▌ Agent Script Patterns Quick Reference 2 · tools-only bundle3-variable state machine that bypasses the LLM topic selector when a gate holds focus and routes users through an auth gate before accessing protected topics.
- ▌ Agent Script Patterns Quick Reference 3 · tools-only bundle3-variable state machine that bypasses the LLM topic selector when a gate holds focus and routes users through an auth gate before accessing protected topics.
- ▌ Agent Script Patterns Quick Reference 4 · tools-only bundle3-variable state machine that bypasses the LLM topic selector when a gate holds focus and routes users through an auth gate before accessing protected topics.
- ▌ Agent Script Patterns Quick Reference 5 · tools-only bundle3-variable state machine that bypasses the LLM topic selector when a gate holds focus and routes users through an auth gate before accessing protected topics.
- ▌ Agent Script Patterns Quick Reference 6 · tools-only bundleExecute code automatically before and after every reasoning step.
- ▌ Agent Script Patterns Quick Reference 7 · tools-only bundle3-variable state machine that bypasses the LLM topic selector when a gate holds focus and routes users through an auth gate before accessing protected topics.
- ▌ Guardrail Hierarchy For Agentforce · tools-only bundleEffective Agentforce agents use defense in depth — multiple layers of guardrails working together to ensure safe, accurate, and compliant conversations. This guide documents the four-layer guardrail model.
- ▌ Guardrail Hierarchy For Agentforce 2 · tools-only bundleEffective Agentforce agents use defense in depth — multiple layers of guardrails working together to ensure safe, accurate, and compliant conversations. This guide documents the four-layer guardrail model.
- ▌ When To Use 3 · tools-only bundleSession retrospective for continual learning. Reviews conversation, extracts learnings, updates skills.
- ▌ Automation Advisor Web Server Guide · tools-only bundleFull decision tree, threshold gauge, break-even timeline, and risk matrix embedded in report.
- ▌ Persona Design Guide For Agentforce Agents · tools-only bundleA persona defines your Agentforce agent's personality, communication style, and behavioral constraints. It's the "who" behind the AI—the voice, tone, and character that users interact with during every conversation.
- ▌ Persona Design Guide For Agentforce Agents 2 · tools-only bundleA persona defines your Agentforce agent's personality, communication style, and behavioral constraints. It's the "who" behind the AI—the voice, tone, and character that users interact with during every conversation.
- ▌ Speech To Text Stt · tools-only bundleSpeech-to-Text models transcribe audio files into text. They support various audio formats, languages, and can include features like timestamp generation, speaker identification, and translation.
- ▌ Text To Speech Tts · tools-only bundleText-to-Speech models convert written text into natural-sounding audio. They support multiple voices, languages, and audio formats, enabling applications from voice assistants to audiobook generation.
- ▌ R Flake8 Return Rules · tools-only bundleThis rule family provides specialized checks for Python code quality and specific use cases.
- ▌ Ruf Ruff Specific Rules · tools-only bundleThis rule family provides comprehensive checks for Python code quality and style conformance.
- ▌ T Type Checking Rules · tools-only bundleThis rule family provides specialized checks for Python code quality and specific use cases.
- ▌ Decision Frameworks Deep Dives · tools-only bundleExtended explanations and applications for each framework in the decision toolkit.
- ▌ Sam Harness · tools-only bundleThe SAM Harness is the AI workflow automation system that implements the Stateless Agent Methodology (SAM) as a Claude Code Plugin.
- ▌ Conversation Patterns For Agentforce · tools-only bundleThis guide maps IBM's Natural Conversation Framework patterns to Salesforce Agentforce implementations. Each pattern represents a fundamental conversation structure that solves specific user needs.
- ▌ Conversation Patterns For Agentforce 2 · tools-only bundleThis guide maps IBM's Natural Conversation Framework patterns to Salesforce Agentforce implementations. Each pattern represents a fundamental conversation structure that solves specific user needs.
- ▌ Groq Orpheus Tts Implementation · tools-only bundleReplaced browser Web Speech API with Groq Orpheus (canopylabs/orpheus-v1-english) for superior voice quality.
- ▌ Quality Metrics For Agentforce Conversation Design · tools-only bundleThis guide defines key performance indicators (KPIs), benchmarks, and improvement strategies for evaluating Agentforce agent quality. Use these metrics to measure success and identify areas for optimization.
- ▌ Quality Metrics For Agentforce Conversation Design 2 · tools-only bundleThis guide defines key performance indicators (KPIs), benchmarks, and improvement strategies for evaluating Agentforce agent quality. Use these metrics to measure success and identify areas for optimization.
- ▌ Bias Encyclopedia · tools-only bundleA comprehensive reference for cognitive biases that affect decision-making.
- ▌ Transformers Advanced Features · tools-only bundleThe Esperanto Transformers provider brings advanced embedding features to local, privacy-first processing.
- ▌ Automation Advisor Normalization And Enhancement Report · tools-only bundleSuccessfully normalized the automation advisor interface to follow a cohesive design system and enhanced it to be visually bolder and more engaging while maintaining professional credibility.
- ▌ Copier Astral Python Project Template With Astral Toolchain 2 · tools-only bundlecopier-astral is an opinionated Copier template for bootstrapping Python projects using Astral's modern toolchain.
- ▌ Installing From Local Path · tools-only bundleLocal installation enables developers to install packages directly from project directories, supporting development workflows, testing scenarios, and private package deployment.
- ▌ Python Dotenv Environment Variable Management For Python · tools-only bundlepython-dotenv reads key-value pairs from a .env file and can set them as environment variables. It helps in the development of applications following the 12-factor app principles.
- ▌ AI Code Review Tool · tools-only bundleA minimalist code review tool that performs automated code reviews using AI models. Available as both a CLI tool and a GitHub Action.
- ▌ Task Aware Embeddings · tools-only bundleTask-aware embeddings represent a breakthrough in semantic processing. Instead of one-size-fits-all vectors, you can optimize embeddings for specific tasks, achieving 15-30% performance improvements in search relevance…
- ▌ Y Flake8 2020 Rules · tools-only bundleThis rule family provides specialized checks for Python code quality and specific use cases.
- ▌ Openrouter Integration LLM CLI Skill · tools-only bundleThe LLM CLI Skill now includes OpenRouter support, providing unified access to 200+ LLM models from multiple providers through a single API.
- ▌ Plan Management · tools-only bundleIssues are audit records. Even a 30-second bug fix: create issue → fix → comment with file:line → close.
- ▌ Plan Management 2 · tools-only bundleIssues are audit records. Even a 30-second bug fix: create issue → fix → comment with file:line → close.
- ▌ Escalation Patterns For Agentforce · tools-only bundleThis guide catalogs escalation triggers, routing patterns, and context handoff mechanisms for Agentforce agents. Effective escalation ensures customers reach human agents at the right time with the right context.
- ▌ Escalation Patterns For Agentforce 2 · tools-only bundleThis guide catalogs escalation triggers, routing patterns, and context handoff mechanisms for Agentforce agents. Effective escalation ensures customers reach human agents at the right time with the right context.
- ▌ Gitlab CI CD Steps Overview And Specifications · tools-only bundleComprehensive technical reference for GitLab CI/CD Steps feature syntax, capabilities, and step definition structure.
- ▌ Kimi Full Filesystems 2 · tools-only bundleStandard single-agent tool use with OK Computer environment. This environment/system prompt is used as the base layer for all other KIMI agents with the exception of KIMI slides, which uses the same environment with a…
- ▌ Docs MCP Server Grounded Docs Local Documentation Index For · tools-only bundleDocs MCP Server (branded as "Grounded Docs") is an open-source MCP server that solves AI hallucinations and outdated knowledge by providing a personal, always-current documentation index.
- ▌ Instruction Writing Guide For Agentforce Agents · tools-only bundleAgent-level instructions define the agent's global persona and behavior.
- ▌ Instruction Writing Guide For Agentforce Agents 2 · tools-only bundleAgent-level instructions define the agent's global persona and behavior.
- ▌ Industry Frameworks For Agentforce Conversation Design · tools-only bundleThis guide maps five leading conversation design frameworks to Salesforce Agentforce implementations. Use these frameworks as lenses to evaluate and improve your agent's conversational quality.
- ▌ Industry Frameworks For Agentforce Conversation Design 2 · tools-only bundleThis guide maps five leading conversation design frameworks to Salesforce Agentforce implementations. Use these frameworks as lenses to evaluate and improve your agent's conversational quality.
- ▌ Code Review Checklist 2 · tools-only bundleStructured checklists for systematic code review across different aspects.
- ▌ Websocket Integration Implementation Summary · tools-only bundleThe WebSocket integration layer for the Analytics Dashboard has been successfully built and is ready for testing.
- ▌ Implementation Summary · tools-only bundleAI-powered code review tool that analyzes Git branch differences and generates comprehensive review reports. Built with minimalism and token efficiency as core principles. Available as CLI/Docker or GitHub Action.
- ▌ Enhanced UX LLM Driven Contextual Suggestions For · tools-only bundleTransform the Automation Advisor from a linear questionnaire into an intelligent, adaptive conversation by using LLMs to generate real-time contextual suggestions.
- ▌ Topic Architecture Guide For Agentforce Agents · tools-only bundleTopics are the organizational units that structure your Agentforce agent's capabilities. Each topic is a classification bucket that groups related actions together and defines a distinct area of expertise for your agent.
- ▌ Topic Architecture Guide For Agentforce Agents 2 · tools-only bundleTopics are the organizational units that structure your Agentforce agent's capabilities. Each topic is a classification bucket that groups related actions together and defines a distinct area of expertise for your agent.
- ▌ Building With Python S Build Tool · tools-only bundleThe build module is Python's official standards-compliant build tool, providing a simple interface for building packages from any PEP 517-compatible backend including Hatchling.
- ▌ Direct References Vcs And Local Dependencies · tools-only bundleDirect references allow dependencies to be specified using URLs pointing to version control systems or local filesystem paths, instead of relying on version specifiers.
- ▌ Microsoft Graphrag 2 · tools-only bundleGraphRAG is a modular graph-based Retrieval-Augmented Generation (RAG) system developed by Microsoft Research.
- ▌ Environment Version Source · tools-only bundleThe environment version source plugin retrieves project versions from environment variables.
- ▌ Langchain Integration · tools-only bundleEsperanto provides seamless integration with LangChain, allowing you to convert any language model provider into a LangChain-compatible chat model.
- ▌ Code CLI Environment · tools-only bundleClaude Code CLI - writes to local filesystem in working directory.
- ▌ Reproducible Builds Guide For Claude · tools-only bundleThis reference helps Claude implement reproducible builds in Hatchling projects. Reproducible builds ensure identical binary artifacts from the same source code, enabling verification and consistent deployments.
- ▌ Jira Wiki Markup Syntax Quick Reference · tools-only bundleComplete reference for Jira's wiki markup syntax to ensure proper formatting in tickets, comments, and descriptions.
- ▌ Build Output Directory Customization · tools-only bundleHatchling supports flexible artifact placement through configuration and environment variables, enabling organized builds, CI/CD integration, and multi-configuration management.
- ▌ Regex Version Source · tools-only bundleThe regex version source is the default version source plugin in Hatchling. It extracts version information from files using regular expressions, providing a simple yet powerful method for managing versions stored as…
- ▌ Setup CI Publishing Token · tools-only bundleCreates a GitLab project access token with permissions for publishing releases and uploading artifacts, then adds it as a protected, masked CI/CD variable.
- ▌ Fastmcp 3 X Development Guidelines · tools-only bundleComplete guide to building MCP servers with FastMCP 3.x, covering decorators, provider/transform architecture, component versioning, authorization, session state, validation, async patterns, error handling, background…
- ▌ Fastmcp Development Guidelines · tools-only bundleComplete guide to building MCP servers with FastMCP, covering decorators, validation, async patterns, error handling, and deployment.
- ▌ Mkdocs Configuration Reference · tools-only bundleMkDocs uses a YAML configuration file named mkdocs.yml (or mkdocs.yaml) in the project root.
- ▌ Gitlab CI Local Testing Guide · tools-only bundleComplete guide for setting up and using gitlab-ci-local to test GitLab CI/CD pipelines locally.
- ▌ Gitlab CI Local Testing Guide 2 · tools-only bundleComplete guide for setting up and using gitlab-ci-local to test GitLab CI/CD pipelines locally.
- ▌ Gitlab CI CD Pipeline Optimization Guide · tools-only bundleBest practices for optimizing GitLab CI/CD pipeline performance, reducing build times, and efficient resource usage.
- ▌ Environment Isolation · tools-only bundleReference this guide when helping users understand environment isolation in hatchling, which ensures that builds are reproducible, dependencies don't conflict, and the build environment remains clean.
- ▌ Pre Commit Official Documentation References · tools-only bundleAll documentation links reference official pre-commit framework documentation at and official git documentation at .
- ▌ Step Runner Architecture · tools-only bundleStep Runner implements GitLab Steps RFC through Protocol Buffer-based CI/CD step execution engine.
- ▌ Fix Skill Execution Broken In Fork Mode · tools-only bundleThe last30days v2 skill stopped running its Python script and stopped showing acknowledgment text. The agent jumps straight to WebSearch, ignoring all instructions to run bash first or output text.
- ▌ Feat Smart Supplemental Search Entity Aware Secondary · tools-only bundleAdd an intelligent "discover → drill down" second pass to both Reddit and X searches.
- ▌ Reasoning Workflow · tools-only bundleHow to use the reasoning agent and skills for structured thinking, problem solving, creative ideation, and learning.
- ▌ Quote And Order Data Model Template · tools-only bundlePre-built data model for Salesforce Quotes and Orders using flowchart LR format with color coding and relationship indicators.
- ▌ Rdd Operations · tools-only bundleTransformations return a new RDD and are not executed until an action is called.
- ▌ Easy Diagram Generation Tool · tools-only bundleThis tool automates the process of identifying and preparing Easy difficulty diagrams with high MicroSim match scores for generation.
- ▌ What It Measures 9 · tools-only bundleEach question has an unambiguous, fact-based answer that can be verified without subjective judgment.
- ▌ Usage Guide · tools-only bundleEach skill uses a modular design where you can use any module independently without following a sequence. For Chinese theses, structure mapping should run first when doing a full review or handling multi-file projects.
- ▌ CLI Arguments · tools-only bundleThis page documents all command-line interface (CLI) arguments available for the LiteLLM proxy server.
- ▌ IOS Simulator Skill Development Repository · tools-only bundleThis is the development repository for the iOS Simulator Skill. Users should download the packaged skill from GitHub Releases.
- ▌ IOS Simulator Skill Development Repository 2 · tools-only bundleThis is the development repository for the iOS Simulator Skill. Users should download the packaged skill from GitHub Releases.
- ▌ Opportunities Phase · tools-only bundleUse when discovering and ranking opportunities tied to outcomes.
- ▌ Sepay Vietqr Generation · tools-only bundleDynamic QR code generation service compatible with VietQR standard (NAPAS).