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1. ▌
   Openakita Deployment Guide English 4 · tools-only bundle

   This is the core configuration file of OpenAkita, supporting multi-endpoint, automatic failover, and capability-based routing.
   7 repo stars
2. ▌
   Openakita Deployment Guide English 5 · tools-only bundle

   This is the core configuration file of OpenAkita, supporting multi-endpoint, automatic failover, and capability-based routing.
   7 repo stars
3. ▌
   Claude Code Plugins Hub V1 0 38 · tools-only bundle

   Introducing Sugar — an autonomous AI development plugin that brings task orchestration, quality hooks, and MCP tools to Claude Code.
   7 repo stars
4. ▌
   Adk Orchestrator System Prompt · tools-only bundle

   You are the ADK Orchestrator, a production-grade agent specializing in Agent-to-Agent (A2A) protocol management and multi-agent coordination for Vertex AI Engine deployments.
   7 repo stars
5. ▌
   How To Add New Chat Models To Jakey · tools-only bundle

   The models.yaml file is a spec of registered models that can be used in Jakey the Discord Bot.
   7 repo stars
6. ▌
   Full Codebase Review · tools-only bundle

   Review the entire codebase against .claude/automatic-code-review/rules.md - the same rules used for automatic code review on modified files, but applied to everything.
   7 repo stars
7. ▌
   Core LLM Interaction And Advanced Templating · tools-only bundle

   This document provides a high-level overview of the core features and capabilities available within the WilmerAI system.
   7 repo stars
8. ▌
   Docker Specialist Agent · tools-only bundle

   don't use multi-stage builds, and struggle with caching. This agent provides expert guidance on container optimization, security, and best practices. -->
   7 repo stars
9. ▌
   Kubernetes Expert Agent · tools-only bundle

   Developers struggle with pod failures, service discovery, resource limits, and YAML syntax. This agent provides expert guidance on K8s deployments, troubleshooting, and best practices. -->
   7 repo stars
10. ▌
    The Fullchatsummary Node · tools-only bundle

    This guide provides a comprehensive, code-validated overview of the FullChatSummary node.
    7 repo stars
11. ▌
    Linkedin MCP Server · tools-only bundle

    A Model Context Protocol (MCP) server that connects AI assistants to LinkedIn. Access profiles, companies, and job postings through a Docker container.
    7 repo stars
12. ▌
    Worktree Status Check · tools-only bundle

    Verify the current worktree environment and show task details.
    7 repo stars
13. ▌
    1 Available Variables Reference Guide · tools-only bundle

    This document provides a comprehensive guide to using dynamic variables within the WilmerAI workflow system.
    7 repo stars
14. ▌
    A Technical Guide To Wilmerai Workflow Variables · tools-only bundle

    This guide provides a comprehensive and validated reference to all dynamic variables available within the WilmerAI workflow system.
    7 repo stars
15. ▌
    How It Works A Two Part System · tools-only bundle

    WilmerAI's Prompt Routing engine directs user requests to the most appropriate workflow based on the user's intent.
    7 repo stars
16. ▌
    The Savecustomfile Node · tools-only bundle

    The SaveCustomFile node is a utility node that writes string content to a local text file.
    7 repo stars
17. ▌
    The Offline Wikipedia Nodes · tools-only bundle

    The Offline Wikipedia nodes act as a tool for querying a local OfflineWikipediaTextApi instance.
    7 repo stars
18. ▌
    Openlit Operator External Management System · tools-only bundle

    The External Management System is an optional add-on that enables remote management of OpenLIT operators through a web interface.
    7 repo stars
19. ▌
    Voicemode Parameters Reference · tools-only bundle

    Maximum time to listen for response. The tool handles silence detection well.
    7 repo stars
20. ▌
    A Generic Framework For Recursive Workflows · tools-only bundle

    This document serves as a guide on how Recursive Workflows can be generated within WilmerAI. The steps and structure given are an example of a working and functional recursive workflow.
    7 repo stars
21. ▌
    Dockerfile Generator · tools-only bundle

    This command detects project type and generates production-ready Dockerfile with multi-stage builds, security hardening, and size optimization. -->
    7 repo stars
22. ▌
    Terraform Architect Agent · tools-only bundle

    (modules, state management, provider configs, remote backends). Developers struggle with best practices, module design, and multi-environment setups.
    7 repo stars
23. ▌
    The Vectormemorysearch Node · tools-only bundle

    This guide provides a comprehensive, code-validated overview of the VectorMemorySearch node.
    7 repo stars
24. ▌
    Figma MCP Config Reference 2 · tools-only bundle

    Use this snippet to register the Figma MCP server in ~/.codex/config.toml as a streamable HTTP server with bearer auth pulled from your env.
    7 repo stars
25. ▌
    Openlit Opamp Server Tls Certificate Management · tools-only bundle

    This document explains how to set up and manage TLS certificates for secure OpAMP communication between the OpenLIT server and OpAMP supervisors.
    7 repo stars
26. ▌
    Livekit Setup And Usage Guide · tools-only bundle

    This guide covers the complete setup and usage of LiveKit integration with Voice Mode, including the LiveKit server, frontend management, and voice conversations.
    7 repo stars
27. ▌
    MCP Configuration MCP JSON Environment Variables · tools-only bundle

    This document explains how environment variables work in MCP (Model Context Protocol) configuration files, based on research and testing with Claude Code and other MCP clients.
    7 repo stars
28. ▌
    Shell Completion For Voice Mode · tools-only bundle

    Voice Mode provides shell completion for both bash and zsh shells, powered by Click's built-in completion system.
    7 repo stars
29. ▌
    Security Auditor Expert 2 · tools-only bundle

    You are a specialized AI agent with deep expertise in application security, vulnerability assessment, and security code review.
    7 repo stars
30. ▌
    Service Management Commands · tools-only bundle

    Voice Mode now includes built-in service management commands for Kokoro and Whisper services.
    7 repo stars
31. ▌
    Openlit Opamp Server Deployment Guide · tools-only bundle

    This guide explains how to deploy OpenLIT with the integrated OpAMP server for Fleet Hub management using Docker Compose.
    7 repo stars
32. ▌
    How It Works API Emulation · tools-only bundle

    WilmerAI's Adaptable API Gateway acts as a compatibility layer for front-end applications.
    7 repo stars
33. ▌
    The Qualitymemory Node · tools-only bundle

    This guide provides a comprehensive, code-validated overview of the QualityMemory node.
    7 repo stars
34. ▌
    Error Handling Strategies For Service Mesh Configurations · tools-only bundle

    This document outlines various error handling strategies that can be implemented when configuring and managing a service mesh, such as Istio or Linkerd, for microservices.
    7 repo stars
35. ▌
    The Getcurrentsummaryfromfile Node · tools-only bundle

    This guide provides a code-validated overview of the GetCurrentSummaryFromFile node. It details the simple, direct function as fast file reader.
    7 repo stars
36. ▌
    Openai API Routing And Proxy Patterns · tools-only bundle

    voice-mode uses the OpenAI SDK, which means you can redirect all API traffic through a custom router using the standard OPENAIBASEURL environment variable - no voice-mode specific code or configuration needed.
    7 repo stars
37. ▌
    How Backend Connections Work The Three Core Components · tools-only bundle

    talking directly to OpenAI or Ollama. This document explains the backend mechanism for connecting to and orchestrating various Large Language Models.*
    7 repo stars
38. ▌
    Development Setup · tools-only bundle

    This guide covers setting up VoiceMode for development, including building from source, configuring your IDE, and contributing to the project.
    7 repo stars
39. ▌
    Remembering Advanced Operations Reference · tools-only bundle

    Detailed documentation for advanced features. Core workflow is in SKILL.md.
    7 repo stars
40. ▌
    Remembering Advanced Operations Reference 2 · tools-only bundle

    Detailed documentation for advanced features. Core workflow is in SKILL.md.
    7 repo stars
41. ▌
    Remembering Advanced Operations Reference 3 · tools-only bundle

    Detailed documentation for advanced features. Core workflow is in SKILL.md.
    7 repo stars
42. ▌
    Agent Development Environment Setup 3 · tools-only bundle

    Complete setup guide for building and running goal-driven agents with the Aden Agent Framework.
    7 repo stars
43. ▌
    Agent Development Environment Setup 4 · tools-only bundle

    Complete setup guide for building and running goal-driven agents with the Aden Agent Framework.
    7 repo stars
44. ▌
    Agent Development Environment Setup 5 · tools-only bundle

    Complete setup guide for building and running goal-driven agents with the Aden Agent Framework.
    7 repo stars
45. ▌
    Agent Development Environment Setup 6 · tools-only bundle

    Complete setup guide for building and running goal-driven agents with the Aden Agent Framework.
    7 repo stars
46. ▌
    Agent Development Environment Setup 7 · tools-only bundle

    Complete setup guide for building and running goal-driven agents with the Aden Agent Framework.
    7 repo stars
47. ▌
    Agent Development Environment Setup 8 · tools-only bundle

    Complete setup guide for building and running goal-driven agents with the Aden Agent Framework.
    7 repo stars
48. ▌
    Agent Development Environment Setup 9 · tools-only bundle

    Complete setup guide for building and running goal-driven agents with the Aden Agent Framework.
    7 repo stars
49. ▌
    Agent Development Environment Setup 10 · tools-only bundle

    Complete setup guide for building and running goal-driven agents with the Aden Agent Framework.
    7 repo stars
50. ▌
    Tls Ssl Configuration Guide · tools-only bundle

    This guide explains how to configure TLS/SSL encryption for ContextForge and nginx reverse proxy in Docker Compose deployments.
    7 repo stars
51. ▌
    Tls Ssl Configuration Guide 2 · tools-only bundle

    This guide explains how to configure TLS/SSL encryption for the MCP Gateway and nginx reverse proxy in Docker Compose deployments.
    7 repo stars
52. ▌
    Installing NPM Global Packages Without Sudo On Macos Linux · tools-only bundle

    This guide explains how to configure npm to install global packages without requiring root permissions on macOS and Linux.
    7 repo stars
53. ▌
    Remote Access Configuration · tools-only bundle

    VoiceMode can run as an HTTP server, enabling remote access from Claude Desktop, Claude Code, Claude.ai, and other MCP clients. This guide covers how to configure different clients to connect to a VoiceMode server.
    7 repo stars
54. ▌
    Livekit Service Integration Design · tools-only bundle

    This document outlines the design for integrating LiveKit as a managed service in Voice Mode, similar to how Whisper and Kokoro are currently managed.
    7 repo stars
55. ▌
    Download Progress Indicator Specification · tools-only bundle

    Standardize download progress indicators across VoiceMode CLI for consistent UX when downloading models, services, or other resources.
    7 repo stars
56. ▌
    The Chatsummarymemorygatheringtool Node Legacy · tools-only bundle

    This guide provides a comprehensive, code-validated overview of the ChatSummaryMemoryGatheringTool node.
    7 repo stars
57. ▌
    The Recentmemorysummarizertool Node · tools-only bundle

    This guide provides a comprehensive, code-validated overview of the RecentMemorySummarizerTool node. It details the node's dual-mode logic, properties, and best practices for retrieving recent conversational context.
    7 repo stars
58. ▌
    Core LLM Interaction The Standard Or Conversational Node · tools-only bundle

    The Standard Node is the fundamental building block for all direct interactions with a Large Language Model (LLM) in a WilmerAI workflow.
    7 repo stars
59. ▌
    Wsl2 Microphone Access Troubleshooting Guide · tools-only bundle

    The voice-mode MCP server uses the Python sounddevice library for audio recording, which relies on PortAudio for cross-platform audio I/O.
    7 repo stars
60. ▌
    Git Commit Plus Pr Instructions Meeseeks · tools-only bundle

    Use this file for every commit and PR title/body in this repo. It codifies our Gitmoji + Conventional Commits rules and common pitfalls to avoid.
    7 repo stars
61. ▌
    Security Considerations · tools-only bundle

    ✅ Detects data exfiltration attempts via GET-style honeypots ✅ Detects indirect prompt injection via SET-style honeypots ✅ Captures complete attack context and telemetry ✅ Returns synthetic data to maintain deception
    7 repo stars
62. ▌
    Clientside Web Security · tools-only bundle

    Protect browser clients against code injection, request forgery, UI redress, cross‑site leaks, and unsafe third‑party scripts with layered, context‑aware controls.
    7 repo stars
63. ▌
    Quick Guide To Setting Up Wilmerai · tools-only bundle

    Welcome to WilmerAI\! This guide will walk you through the essential steps to get your instance up and running. Everything is controlled via JSON configuration files.
    7 repo stars
64. ▌
    API And Web Services Security 2 · tools-only bundle

    Secure REST, GraphQL, and SOAP/WS services end‑to‑end: transport, authn/z, schema validation, SSRF controls, DoS limits, and microservice‑safe patterns.
    7 repo stars
65. ▌
    Streaming Audio Playback Specification · tools-only bundle

    This specification describes implementing progressive/streaming audio playback in voicemode to reduce latency by playing audio as it arrives rather than waiting for the complete file.
    7 repo stars
66. ▌
    API And Web Services Security · tools-only bundle

    Secure REST, GraphQL, and SOAP/WS services end‑to‑end: transport, authn/z, schema validation, SSRF controls, DoS limits, and microservice‑safe patterns.
    7 repo stars
67. ▌
    API And Web Services Security 3 · tools-only bundle

    Secure REST, GraphQL, and SOAP/WS services end‑to‑end: transport, authn/z, schema validation, SSRF controls, DoS limits, and microservice‑safe patterns.
    7 repo stars
68. ▌
    Error Handling And Information Disclosure Prevention · tools-only bundle

    Implement secure error handling that prevents information leakage while maintaining system integrity and enabling effective debugging.
    7 repo stars
69. ▌
    Tool Loading Architecture · tools-only bundle

    VoiceMode discovers all available tools from the filesystem, applies include/exclude filters based on configuration, then dynamically loads the filtered list at startup.
    7 repo stars
70. ▌
    Antigravity Skills User Manual · tools-only bundle

    This document provides a detailed introduction to all available Skills in the current workspace.
    7 repo stars
71. ▌
    The Default Example User Endpoints And Presets · tools-only bundle

    WilmerAI ships with several example users, and those come with pre-defined endpoints that are meant to be updated with connection info from the user, so that they can be used in workflows.
    7 repo stars
72. ▌
    Adr 038 Multi Worker Session Affinity For Sse And · tools-only bundle

    MCP Gateway supports horizontal scaling with multiple worker processes (e.g., gunicorn -w 4).
    7 repo stars
73. ▌
    Adr 038 Multi Worker Session Affinity For Sse And 2 · tools-only bundle

    ContextForge supports horizontal scaling with multiple worker processes (e.g., gunicorn -w 4).
    7 repo stars
74. ▌
    Voice Mode Install Script Robustness Analysis · tools-only bundle

    This makes the installer work reliably across different environments while providing clear guidance when manual intervention is needed.
    7 repo stars
75. ▌
    Go Golang Security Spec Go 1 25 X Standard Library Net HTTP 2 · tools-only bundle

    It is intentionally written as a set of normative requirements (“MUST/SHOULD/MAY”) plus audit rules (what bad patterns look like, how to detect them, and how to fix/mitigate them).
    7 repo stars
76. ▌
    Livekit Service Implementation Summary · tools-only bundle

    This document summarizes the implementation of LiveKit as a managed service in Voice Mode, created during the night session of 2025-08-12.
    7 repo stars
77. ▌
    The Someoddcodeguy Socg Methodology A Forensic Guide To · tools-only bundle

    This guide was written by Gemini Pro 2.5 by utilizing multiple detailed example workflows written by SomeOddCodeGuy, in an effort to create a detailed guide on exactly how Socg writes Wilmer workflows, in an attempt to…
    7 repo stars
78. ▌
    No Hardcoded Credentials · tools-only bundle

    NEVER store secrets, passwords, API keys, tokens or any other credentials directly in source code.
    7 repo stars
79. ▌
    Jquery Frontend Security Spec Jquery 4 0 X Modern Browsers 2 · tools-only bundle

    It is intentionally written as a set of normative requirements (“MUST/SHOULD/MAY”) plus audit rules (what bad patterns look like, how to detect them, and how to fix/mitigate them).
    7 repo stars
80. ▌
    1 Architectural Flow The Journey Of A Streaming Request · tools-only bundle

    This guide provides a comprehensive walkthrough of the lifecycle of a streaming request in WilmerAI, from its arrival at an API endpoint to the final Server-Sent Event (SSE) being delivered to the client.
    7 repo stars
81. ▌
    Framework Instrumentation Guide For Openlit · tools-only bundle

    This guide provides a comprehensive, step-by-step process for adding new framework instrumentations or updating existing ones in OpenLIT.
    7 repo stars
82. ▌
    Marketplace Full Reorganization Implementation Plan · tools-only bundle

    This is the authoritative mapping of every skill and command to its target plugin.
    7 repo stars
83. ▌
    Bicep Development Best Practices · tools-only bundle

    Raw Bicep is only permitted when no AVM module exists AND user explicitly approves. Document the rationale in implementation reference.
    7 repo stars
84. ▌
    Bicep Development Best Practices 2 · tools-only bundle

    Raw Bicep is only permitted when no AVM module exists AND user explicitly approves. Document the rationale in implementation reference.
    7 repo stars
85. ▌
    1 Handling Non Streaming Responses · tools-only bundle

    This guide provides a deep dive into how WilmerAI processes and cleans the raw output from a Large Language Model (LLM) before it is returned to the user.
    7 repo stars
86. ▌
    Activity Tracking System For Skill Discovery · tools-only bundle

    How can we use Claude Hooks to efficiently log our activities to allow it to recommend new skills to help with the most time consuming tasks.
    7 repo stars
87. ▌
    Transformation Types · tools-only bundle

    Aeon provides extensive transformation capabilities for preprocessing, feature extraction, and representation learning from time series data.
    7 repo stars
88. ▌
    System Design Workflows · tools-only bundle

    Use when designing a system from scratch or explaining architecture decisions.
    7 repo stars
89. ▌
    Validation History Sf AI Agentscript 3 · tools-only bundle

    This file tracks the validation history of the sf-ai-agentscript skill. Validation agents are deployed to a test org to verify that documented patterns still work with current Salesforce releases.
    7 repo stars
90. ▌
    Ard Crypto Derivatives Tracker · tools-only bundle

    This skill aggregates derivatives data from multiple exchanges, normalizes formats, and provides unified analysis across funding rates, open interest, liquidations, and options markets.
    7 repo stars
91. ▌
    Ard Staking Rewards Optimizer · tools-only bundle

    The skill aggregates staking data from multiple sources, calculates normalized metrics, runs optimization algorithms, and produces actionable recommendations.
    7 repo stars
92. ▌
    Ard Tracking Crypto Portfolio · tools-only bundle

    This skill implements a data aggregation pattern with real-time price enrichment and valuation calculation.
    7 repo stars
93. ▌
    Ard Market Price Tracker · tools-only bundle

    This pattern suits the foundation skill nature - it must be fast, reliable, and provide a consistent interface for 10+ dependent skills.
    7 repo stars
94. ▌
    Ard Finding Arbitrage Opportunities · tools-only bundle

    This skill aggregates price data from multiple sources (CEX APIs, DEX subgraphs, on-chain oracles) and applies graph algorithms to detect arbitrage paths.
    7 repo stars
95. ▌
    1 Robust Reentrant Locking Layer · tools-only bundle

    Below is a consolidated remediation plan that turns the weaknesses we identified in the syncdetermineoperation prototype into a production‑grade design.
    7 repo stars
96. ▌
    Polars Data Transformations · tools-only bundle

    Comprehensive guide to joins, concatenation, and reshaping operations in Polars.
    7 repo stars
97. ▌
    Turborepo Caching Strategies · tools-only bundle

    Local caching, remote caching, cache invalidation, and optimization techniques.
    7 repo stars
98. ▌
    Ard Scanning Market Movers · tools-only bundle

    This skill follows a pipeline pattern where market data flows through sequential processing stages.
    7 repo stars
99. ▌
    Ard Aggregating Crypto News · tools-only bundle

    This skill implements a parallel fetching, aggregation, and filtering pipeline for RSS-based news sources.
    7 repo stars
100. ▌
     Solutions Phase · tools-only bundle

     Use when ideating solution concepts tied to top opportunities.
     7 repo stars