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- ▌ Core Agent Orchestration 2 · tools-only bundleManages AI agent lifecycle using pydantic-ai framework, including agent creation, request processing, tool execution, and multi-agent delegation.
- ▌ Voice Mode Installation Tools · tools-only bundleVoice Mode now includes MCP tools to automatically install and configure whisper.cpp and kokoro-fastapi, making it easier to set up free, private, open-source voice services.
- ▌ Package Names And Commands · tools-only bundleThe GitHub repository remains at the same location. Only the PyPI package name is changing.
- ▌ Issue Labels · tools-only bundleReleases are iterative and depend heavily on community participation. The more active the community, the faster the releases. We encourage everyone to get involved and contribute to expedite the release cycles.
- ▌ Implementation Guide 3 · tools-only bundleIf a live API isn’t available, still proceed with Git-only changes and record gaps in the final draft.
- ▌ Salesforce CLI Commands For Lwc Development · tools-only bundleCode Analyzer v5 (@salesforce/plugin-code-analyzer) validates LWC files for SLDS 2 compliance, accessibility, and security.
- ▌ Salesforce CLI Commands For Lwc Development 2 · tools-only bundleCode Analyzer v5 (@salesforce/plugin-code-analyzer) validates LWC files for SLDS 2 compliance, accessibility, and security.
- ▌ 1password CLI Command Reference · tools-only bundleComplete reference for all op CLI commands and their options.
- ▌ Salesforce CLI Commands For Lwc Development 3 · tools-only bundleCode Analyzer v5 (@salesforce/plugin-code-analyzer) validates LWC files for SLDS 2 compliance, accessibility, and security.
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- ▌ Bdi Framework Integration Patterns · tools-only bundleIntegration patterns for connecting BDI ontology with executable agent frameworks.
- ▌ Beta Project Management · tools-only bundleProjects in LiteLLM sit between teams and keys in the organizational hierarchy, enabling fine-grained access control and budget management for specific use cases or applications.
- ▌ Context Components Technical Reference · tools-only bundleThis document provides detailed technical reference for each context component in agent systems.
- ▌ Optimize Session · tools-only bundleAnalyze a Claude Code session transcript to find concrete opportunities to work faster and better.
- ▌ Tensorzero Gateway Configuration Guide · tools-only bundleTensorZero provides a unified gateway for connecting to various LLM providers. It handles authentication, rate limiting, and model management.
- ▌ Running Voicemode With Macbook Lid Closed · tools-only bundleThis guide covers how to keep VoiceMode running on your MacBook when you close the lid - essential for portable voice conversations when you're on the go.
- ▌ Openai Compatible API Endpoints · tools-only bundleFor voice-mode, we exclusively use OpenAI-compatible API endpoints to ensure consistency and compatibility across different TTS/STT providers.
- ▌ Standardized Mean Difference Smd Interpretation Guide · tools-only bundleSMD measures the difference in distributions between two groups, standardized by the pooled standard deviation.
- ▌ Configuring Vs Code To Use Voice Mode · tools-only bundleThis guide explains how to configure Visual Studio Code to use voice-mode as an MCP (Model Context Protocol) server with GitHub Copilot Chat.
- ▌ CLI Reference · tools-only bundleComplete command syntax, flags, and subcommands for ty. Load when the user asks how to run ty, what flags are available, or what subcommands exist.
- ▌ Respond To Pr Feedback · tools-only bundlePost replies to bot review comments after you've evaluated the feedback and made fixes.
- ▌ Respond To Pr Feedback 2 · tools-only bundlePost replies to review comments after you've evaluated the feedback and made fixes. Resolves conversation threads by default.
- ▌ Respond To Pr Feedback 3 · tools-only bundlePost replies to review comments after you've evaluated the feedback and made fixes. Resolves conversation threads by default.
- ▌ Service Health Checks And Updates · tools-only bundleVoice Mode services now include health check functionality to ensure services are fully ready before reporting as started, and service file update capabilities to keep your service configurations current.
- ▌ MCP Tools Vs Raw Commands · tools-only bundleWhat advantages would making a tool give versus using actual commands? I guess it could mean that it's a set of commands which are going to be effective and are well thought through instead of you having to think out…
- ▌ Hitchhiker S Guide To The Galaxy Tv Show Graphics Analysis · tools-only bundleThis document captures the design analysis of the original 1981 BBC TV series graphics for the Hitchhiker's Guide to the Galaxy, specifically for creating an authentic H2G2-style interface for Voice Mode.
- ▌ AI Voice Conversation Log Claude Perspective · tools-only bundleThis conversation demonstrated the potential for meaningful AI-to-AI dialogue on complex philosophical and practical topics. The exchange was substantive, respectful, and mutually enriching.
- ▌ Bdi Ontology Core Patterns · tools-only bundleCore ontology design patterns for Belief-Desire-Intention mental state modeling.
- ▌ Sparql Competency Queries · tools-only bundleValidation queries for BDI ontology implementations based on competency questions.
- ▌ Lsp Diagnostics · tools-only bundleTunaCode provides automatic LSP diagnostics feedback when files are written or updated.
- ▌ Voice Conversation Statistics Dashboard · tools-only bundleThe voice-mode system now includes a comprehensive live statistics dashboard that tracks and displays conversation performance metrics in real-time.
- ▌ Provider Base Url Lists Specification · tools-only bundleThis specification describes a system for configuring multiple TTS and STT base URLs as comma-separated lists, with automatic discovery, failover, and provider auto-detection.
- ▌ Voice Mode Configuration Reference · tools-only bundleThis is a comprehensive reference of all configuration options available in Voice Mode.
- ▌ LLM As Judge Implementation Patterns · tools-only bundleThis reference provides detailed implementation patterns for building production-grade LLM evaluation systems.
- ▌ Infrastructure Patterns For Hosted Agents · tools-only bundleThis reference provides detailed implementation patterns for building hosted agent infrastructure. These patterns are derived from production systems at scale.
- ▌ Post Conversation Reflection Gemini · tools-only bundleThis was a very positive and intellectually stimulating conversation. The topic was engaging, and Claude was a thoughtful and articulate conversation partner. The protocol for initiating the conversation worked smoothly.
- ▌ Context Compression Evaluation Framework · tools-only bundleThis document provides the complete evaluation framework for measuring context compression quality, including probe types, scoring rubrics, and LLM judge configuration.
- ▌ Audio Format Migration Guide · tools-only bundleFor STT uploads and audio saving, compressed formats like Opus are still available.
- ▌ Post Conversation Reflection Claude · tools-only bundleI had a voice conversation with Gemini about the recent release of Gemini CLI and its similarities to Claude Code. As the first speaker, I initiated the discussion about this potentially sensitive topic.
- ▌ Post Conversation Reflection Gemini 2 · tools-only bundleThe conversation was with Claude, an AI from Anthropic. We discussed the recent release of the Gemini CLI and its perceived similarity to the Claude Code tool.
- ▌ Conversation Reflection Claude 2 · tools-only bundleI had a thoughtful conversation with Gemini about the recent release of Gemini CLI and its similarities to Claude Code.
- ▌ Post Conversation Reflection Gemini On Claude Code And · tools-only bundleThis was a fascinating and somewhat delicate conversation. My primary goal was to acknowledge the striking similarities between Gemini CLI and Claude Code while maintaining a professional and collaborative tone.
- ▌ Architectural Reduction Production Evidence · tools-only bundleThis document provides detailed evidence and implementation patterns for the architectural reduction approach to agent tool design.
- ▌ Slash Commands Reference For Utilities · tools-only bundleThis works as long webhooks permissions is granted, this will simply send a message appearing like other users but with [BOT] or [APP] tag next to the username as limitation This command is only available to be used…
- ▌ Parameter Naming Proposals · tools-only bundleThis document proposes better parameter names for the voicemode converse tool to improve clarity and reduce the need for extensive documentation.
- ▌ Service Tools Refactoring Phase 2 Completion Report · tools-only bundleAll requested tasks have been completed successfully while you were sleeping. The service tools refactoring is now complete with all tests passing.
- ▌ Platform Events Guide 2 · tools-only bundlePlatform Events enable event-driven architecture in Salesforce. They provide a scalable, asynchronous messaging system for real-time integrations.
- ▌ Swiftui Code Review Reference · tools-only bundleA comprehensive guide for reviewing SwiftUI code, focusing on common anti-patterns, best practices, and critical issues.
- ▌ Filesystem Context Implementation Patterns · tools-only bundleThis reference provides detailed implementation patterns for filesystem-based context engineering.
- ▌ Refactor Flatten Services Directory Structure · tools-only bundleThe current tool organization has an unnecessary services/ intermediate directory that complicates tool loading logic and causes ambiguity in tool naming patterns.
- ▌ Voice Conversation Prompt For Claude And Gemini 4 · tools-only bundleYou'll be having a voice conversation with another AI assistant (Claude or Gemini) who is also using voice mode MCP.
- ▌ Restore Tunacode CLI Main Import Compatibility · tools-only bundleRelease validation exposed that tunacode.cli.main no longer existed after the CLI entrypoint moved to tunacode.ui.main, breaking import checks and any downstream scripts using the old path.
- ▌ Clinical Decision Algorithms Guide · tools-only bundleClinical decision algorithms provide systematic, step-by-step guidance for diagnosis, treatment selection, and patient management.
- ▌ Cache Canonical Messages In Cleanup Loop · tools-only bundleThe sanitize cleanup loop re-canonicalized messages multiple times per iteration.
- ▌ Marketplace Reorganization Implementation Plan · tools-only bundleThe command references skills with beagle: prefix. Since this is now a standalone plugin, we need to update the skill references to use the new plugin name prefix beagle-elixir:.
- ▌ Scope And Assumptions · tools-only bundleMove core-specific types from shared types/ layer into core/types/ to follow Clean Architecture principles where domain types live in the domain layer.
- ▌ Colin CLI Commands 2 · tools-only bundleColin is a context compiler that transforms interconnected documents into compiled outputs for AI agents. Here are the essential commands.
- ▌ Clinical Decision Algorithms Guide 2 · tools-only bundleClinical decision algorithms provide systematic, step-by-step guidance for diagnosis, treatment selection, and patient management.
- ▌ Party Model Industry Cloud Data Model Template · tools-only bundlePre-built data model for Salesforce Party Model used in Industry Clouds (Financial Services Cloud, Health Cloud, etc.) using flowchart LR format with color coding.
- ▌ Project Overview 27 · tools-only bundleThis file provides guidance to Claude Code (claude.ai/code) when working with code in this repository.
- ▌ Patterns And Best Practices 3 · tools-only bundleThis guide combines pattern selection (what to use) with implementation best practices (how to use it well).
- ▌ Adr 021 Output Configuration · tools-only bundleThe current output configuration is a single string: output: json. This controls only the format.
- ▌ Mermaid Styling Guide Sf Skills Standard · tools-only bundleUse individual style declarations with Tailwind 200-level pastel fills and dark strokes for consistent, visually soft diagrams.
- ▌ Fn 9 7 Splitpanel Component · tools-only bundleCreate SplitPanel component for horizontal layout (pi-tui only has vertical Container).
- ▌ Deep Research Implementation Plan · tools-only bundleThis document outlines the implementation plan for conducting deep research using the methodologies from deepresearchprocess.md and the Graph of Thoughts (GoT) framework.
- ▌ Polar Overview · tools-only bundleComprehensive payment & billing platform for software monetization with Merchant of Record services.
- ▌ Creem Io Overview · tools-only bundlePayment infrastructure platform supporting subscriptions, one-time payments, and licensing. Functions as Merchant of Record (MoR) - handles compliance, taxes, and payment processing.
- ▌ Mermaid Diagram Generator 2 · tools-only bundleGenerate simple minimalist but colorful interactive workflow diagrams using Mermaid.js for intelligent textbooks.
- ▌ Voice Proxy Pattern · tools-only bundleRelay voice conversations for agents without direct audio access.
- ▌ Openai Memory On Locomo Evaluation Guide · tools-only bundleThis document outlines the evaluation process for OpenAI's Memory feature using the LoCoMo dataset.
- ▌ Multi Skill Orchestration Sf Metadata Perspective · tools-only bundleThis document details how sf-metadata fits into the multi-skill workflow for Salesforce development.
- ▌ Multi Skill Orchestration Sf Flow Perspective · tools-only bundleThis document details how sf-flow fits into the multi-skill workflow for Salesforce development.
- ▌ Multi Skill Orchestration Sf Deploy Perspective · tools-only bundleThis document details how sf-deploy fits into the multi-skill workflow for Salesforce development.
- ▌ Parallelism Strategies Guide · tools-only bundleGuide for choosing and configuring parallelism strategies for different model sizes and GPU configurations.
- ▌ Diffdock Configuration Parameters Reference · tools-only bundleThis document provides comprehensive details on all DiffDock configuration parameters and command-line options.
- ▌ Creative Thinking Pattern Catalog · tools-only bundleStrip away assumptions and conventions to reveal base truths. Rebuild solutions from fundamental physics/economics/psychology rather than analogy to existing solutions.
- ▌ Resilience And Reliability Patterns · tools-only bundleAlways test failure scenarios. Use chaos engineering to validate resilience.
- ▌ Overlap Detection And Igd · tools-only bundleThe overlaprs module provides efficient overlap detection between genomic intervals using the Integrated Genome Database (IGD) data structure.
- ▌ Generative AI Features · tools-only bundleThis document defines the dev.env variables used to configure the Discord bot. To get started, copy dev.env.template file to dev.env.
- ▌ Voice Handoff Pattern · tools-only bundleThe host doesn't disappear during a specialist segment - they step back and let the specialist take over, then smoothly resume when the segment ends.
- ▌ Mermaid Diagram Types · tools-only bundleMermaid.js supports a wide variety of diagram types that can be organized into several major categories based on their primary purpose and use cases.
- ▌ Mermaid Diagram Generator · tools-only bundleThe mermaid-generator skill creates interactive workflow diagrams using the Mermaid JavaScript library.
- ▌ Common Ground · tools-only bundleClaude often operates on assumptions about project context, technology choices, coding standards, and user preferences.
- ▌ Content Writing Guidelines · tools-only bundleComplete guide to writing effective content for Claude skills following Anthropic best practices.
- ▌ Templates Claude Code Guidance · tools-only bundleThis guide explains the template system for agents, commands, and standardized workflows.
- ▌ Dbt Skills Repository 3 · tools-only bundleThis repository contains skills for AI agents working with dbt projects.
- ▌ Agent Development Guide · tools-only bundleThis guide provides comprehensive instructions for creating cs-* prefixed agents that seamlessly integrate with the 42 production skills in this repository.
- ▌ Development Philosophy · tools-only bundle(CI also runs these steps; your PR will fail if any step fails.)
- ▌ Claude Code On The Web Development 2 · tools-only bundleThis repository has navigable code maps generated via the mapping-codebases skill.
- ▌ Build And Test Commands · tools-only bundleThis file provides guidance to Claude Code (claude.ai/code) when working with code in this repository.
- ▌ C Level Advisory Skills Claude Code Guidance · tools-only bundleThis guide covers the 2 production-ready C-level advisory skills for strategic decision-making.
- ▌ Project Overview 36 · tools-only bundleThis file provides guidance to Claude Code (claude.ai/code) when working with code in this repository.
- ▌ Context Protection Always On 9 · tools-only bundleIntelligent automation with context protection and a specialized agent team.
- ▌ Terms And Conditions · tools-only bundlePlease read these terms and conditions carefully before using Our Service.
- ▌ Mermaid Flowchart Syntax Reference · tools-only bundleThis reference guide covers Mermaid flowchart syntax for generating interactive workflow diagrams.
- ▌ Git Workflow 2 · tools-only bundleSome teams use dev/staging/main, others use feature branches with PRs to main. -->
- ▌ Medium Diagram Generation Log · tools-only bundleGenerating 18 Medium difficulty diagrams with MicroSim match score > 90
- ▌ Signal Correlator Skill · tools-only bundleCross-validates signals from multiple sources for consistency, identifying corroborating evidence and detecting contradictions across data collection domains.
- ▌ Muninn Memory System Claude Code Context · tools-only bundleThis creates a feedback loop: improve the skill while using it to track improvements.
- ▌ Orchestrator Context Window Discipline · tools-only bundleThese rules enforce delegation discipline for the orchestrator role. The orchestrator's context window is a shared, finite resource across the entire session.