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- ▌ Session Dc 012 Integration Tests · tools-only bundleImplemented DC-012 integration tests for the dynamic devcontainer feature using ZERG methodology.
- ▌ Zerg Select Tool 2 · tools-only bundleIntelligent tool routing across MCP servers, native tools, and Task agent subtypes.
- ▌ Hive Queen Bee Native Agent Building Agent · tools-only bundleBuilding a Hive agent today requires manual assembly of 7+ files (agent.py, config.py, nodes/init.py, init.py, main.py, mcpservers.json, tests) with precise framework conventions — correct imports, entrypoints format…
- ▌ Agent Skills Threat Taxonomy 2 · tools-only bundleSkill Scanner aligns threat labels to Cisco's AI Security Framework taxonomy.
- ▌ Tool Categories Flexible Matching · tools-only bundleDifferent agents use different tools for the same task. Categories let you test behavior, not implementation.
- ▌ Biome Lint Rules Reference · tools-only bundleBiome 2.4 ships 340+ rules organized into groups. This reference covers the most impactful rules by category with examples of what each catches.
- ▌ Vertex AI Gemini Live Realtime API · tools-only bundleUse Vertex AI's Gemini Live API (BidiGenerateContent) through LiteLLM's unified /realtime endpoint, which speaks the OpenAI Realtime protocol.
- ▌ Iam Settings UI · tools-only bundleThis document describes the Identity and Access Management (IAM) Settings UI, which provides a visual interface for managing users, groups, and machine-to-machine (M2M) service accounts directly from the MCP Gateway…
- ▌ Schema Research Claude Code Plugin Agent And Skill Formats · tools-only bundletools, disallowedTools, and skills MUST be comma-separated strings, NOT YAML arrays.
- ▌ Best Practices Built In Enforcement · tools-only bundlerecordLookups cannot query Parent.Field (e.g., Manager.Name). Solution: Two Get Records - child first, then parent by Id.
- ▌ Auth Providers For Developers · tools-only bundleThis guide explains how CCProxy wires together OAuth providers, token managers, and the developer-facing tooling that interacts with them.
- ▌ Github To Skills Factory · tools-only bundleThis skill automates the conversion of GitHub repositories into fully functional AI skills.
- ▌ Issue Operations Reference · tools-only bundleComprehensive examples for GitHub issue management using gh CLI.
- ▌ Semantic Token Mapping Reference · tools-only bundleMap shade scale to semantic tokens for components and UI patterns.
- ▌ Memory And Rules Detailed Reference · tools-only bundleComplete reference for Claude Code memory system configuration, behavior, and edge cases.
- ▌ Kiro CLI Integration Guide · tools-only bundleThis guide explains how to use Antigravity Awesome Skills with Kiro CLI, AWS's agentic AI-powered coding assistant.
- ▌ Original Twelve Factors I Xii · tools-only bundleThis reference contains detailed documentation for the original twelve factors from the Twelve-Factor App methodology.
- ▌ Go Slow Time Server · tools-only bundleThis starts the server on port 8889 (mapped from container port 8081) and automatically registers it with the gateway.
- ▌ Skill Evaluation System · tools-only bundleThe skill evaluation system automatically detects relevant skills based on file patterns and text analysis, providing confidence-scored recommendations.
- ▌ Custom Providers · tools-only bundlegptme supports configuring multiple custom OpenAI-compatible providers (completions API) in addition to the built-in providers (openai, openrouter, etc.).
- ▌ Evaluation Metrics · tools-only bundleEvalView evaluates agents across multiple dimensions to give you a complete picture of agent quality.
- ▌ Jsdoc Documentation For Script Setup Components · tools-only bundledoesn't have an obvious place to attach JSDoc comments for the component itself. Use a dual-script pattern.
- ▌ Enable Strict CSS Modules Type Checking · tools-only bundleWhen using CSS modules with , Vue doesn't validate class names by default. Enable strictCssModules to catch typos and undefined classes.
- ▌ Agent Aware CLI Design Spec · tools-only bundleCLI tools built in this workflow are invoked by both AI agents and humans, with agents as the primary runtime caller.
- ▌ Design Pattern Catalog · tools-only bundleComprehensive reference of common software design patterns organized by category.
- ▌ Middleware Chains · tools-only bundleMiddleware chains let you build reusable, ordered pipelines of middleware. Chains can be nested and passed directly anywhere a middleware instance is accepted.
- ▌ Tampermonkey Version Numbering · tools-only bundleTampermonkey compares versions segment by segment. Higher = newer.
- ▌ Nucleus Launch Strategic Q And A · tools-only bundleShip the story, not the platform. Power users will discover the rest.
- ▌ Typescript Patterns For React · tools-only bundleAdvanced TypeScript patterns, utility types, strict configuration, and type-level programming for React applications. Targets TypeScript 5.9.
- ▌ Show Hn Nadirclaw Open Source Router That Cuts Claude Code · tools-only bundleI got tired of watching my Claude Code bill climb when half the prompts were things like "read this file" or "what does this variable do." Those don't need a frontier model.
- ▌ Gap Recommendations · tools-only bundleDetailed specifications for missing capabilities identified in workflow coverage analysis.
- ▌ Nucleus V0 6 0 Launch Posts · tools-only bundleI've been working on this for 3 months and just shipped v0.6.0.
- ▌ Modern Extensions Xiii Xv · tools-only bundleThis reference contains detailed documentation for the three additional factors that extend the original Twelve-Factor App methodology for modern cloud-native applications.
- ▌ Advanced Skill Patterns · tools-only bundleFront-load motivation before instructions to help Claude understand context.
- ▌ Zerg Brainstorm Details And Templates · tools-only bundleReference material for /zerg:brainstorm. See brainstorm.core.md for primary workflow.
- ▌ Project Migration Guide · tools-only bundleMigrating entire projects requires translating not just code, but also build systems, dependency management, project structure, and configuration files.
- ▌ Authority Matrix Lead Engineer Consultation System · tools-only bundleThis document defines the decision authority levels for the Conductor orchestrator and its Lead Engineer consultation system.
- ▌ API Key 3 · tools-only bundle所有 API Key 均为纯随机 token,不带前缀,不携带任何身份信息。Key 本身不区分 root 还是 user —— 服务端通过查表确定身份:先比对 root key,不匹配则查 user key 索引。
- ▌ Mermaid Diagram Style Guide · tools-only bundleOne emoji per node, at the start of the label. Same emoji = same meaning across all diagrams in a project.
- ▌ API Key 4 · tools-only bundle所有 API Key 均为纯随机 token,不带前缀,不携带任何身份信息。Key 本身不区分 root 还是 user —— 服务端通过查表确定身份:先比对 root key,不匹配则查 user key 索引。
- ▌ How To Find Your Credentials · tools-only bundleUse service tokens for system-level integrations (CI/CD, automation) rather than user-specific access.
- ▌ Magic Keywords Documentation Updates V2 8 0 · tools-only bundleUpdated all protocol command and magic keyword documentation to reflect the modernized Ecomode model router that separates model selection from reasoning effort levels.
- ▌ Claude Copilot Learning Roadmap · tools-only bundleEach milestone delivers tangible value. You can stop at any stage and already have a dramatically improved workflow.
- ▌ Working Protocol · tools-only bundleProjects may extend this protocol with custom agents or rules via the extension system. See EXTENSION-SPEC.md for details.
- ▌ Parallel Execution 2 · tools-only bundleParallelMiddleware executes multiple middleware instances in parallel, reducing total latency when you have multiple independent validators.
- ▌ Session Management 4 · tools-only bundleMultiple isolated browser sessions with state persistence and concurrent browsing.
- ▌ Firecrawl Python API Reference · tools-only bundleThe most powerful feature. Describe what data you want—the agent searches, navigates, and extracts automatically. URLs are optional.
- ▌ Surrogate Model Guidelines · tools-only bundleSurrogate models (metamodels, emulators) approximate expensive simulations with fast-to-evaluate functions. They enable rapid optimization, sensitivity analysis, and uncertainty quantification.
- ▌ Kaizen Transcript Analysis Data Schema And Feasibility · tools-only bundleEvery line in a JSONL file is one JSON object. The type field is the primary discriminator.
- ▌ Kaizen Transcript Analysis Data Schema And Feasibility 2 · tools-only bundleEvery line in a JSONL file is one JSON object. The type field is the primary discriminator.
- ▌ Effectiveness Rubric · tools-only bundleLoaded during Phase 2. Defines improvement types, severity calibration, and effort/impact criteria used to rank findings in Phase 3.
- ▌ Android Version Via Termux Terminal · tools-only bundleThe following instructions install the offical termux package downloaded from github repository.
- ▌ Programmatic Skills · tools-only bundleCreate skills directly in Python code for dynamic capabilities that require runtime dependencies, custom logic, or configuration-based generation.
- ▌ Langgraph Rlm Default Integration · tools-only bundleThis guide shows how to run LangGraph with Aleph MCP tools as the default path for context-heavy reasoning.
- ▌ Ultimate Skill Creation Workflow · tools-only bundleLoad the skill-mastery skill from this plugin using the Skill tool.
- ▌ Bootstrap Sass And CSS Variables · tools-only bundleBootstrap 5 uses a two-layer variable system: Sass variables (compile-time) and CSS custom properties (runtime). Understanding both layers is key to effective theming with bslib.
- ▌ Project Changelog Generator And Maintainer 2 · tools-only bundleGenerate and maintain project changelog following Keep a Changelog standard, extracting changes from Git history with support for Conventional Commits, version detection from multiple build systems (Maven, Gradle, npm…
- ▌ Regression Check · tools-only bundleRun after completing any phase to confirm the pre-Terraform Bicep workflow is unbroken.
- ▌ Zerg Architecture Synthesis · tools-only bundleZERG is a parallel execution orchestration layer for Claude Code. It transforms spec-driven feature development into dependency-ordered waves of isolated workers.
- ▌ Installing Dbt Fusion · tools-only bundledbt Fusion (dbtf) must be installed and working before starting a cross-platform migration. Fusion provides the real-time compilation engine and rich error diagnostics that power the migration workflow.
- ▌ Avd Transport Protocol Reference · tools-only bundleHow Azure Virtual Desktop selects transport protocols and how RDP Shortpath works.
- ▌ Extract Component Props · tools-only bundleVue's built-in ExtractPropTypes is for runtime props objects (props: { foo: String }), not for .vue components.
- ▌ Tutorial Container Mode · tools-only bundleThis tutorial covers running ZERG workers inside Docker containers. Container mode provides isolated, reproducible execution environments where each worker runs in its own container with controlled resources, network…
- ▌ Configuration Reference 25 · tools-only bundleThis page is generated from .env.example and runtime source references.
- ▌ Gpt 4 Turbo With Vision Is A Step Backwards For Coding · tools-only bundleand it performs worse on aider's coding benchmark suites than all the previous GPT-4 models. In particular, it seems much more prone to "lazy coding" than the existing GPT-4 Turbo "preview" models.
- ▌ Fastapi Clean Architecture Implementation · tools-only bundleComplete reference for implementing Clean Architecture with FastAPI, including dependency injection, middleware, and testing.
- ▌ Skill Authoring Best Practices · tools-only bundleGood Skills are concise, well-structured, and tested with real usage. This guide provides practical authoring decisions to help you write Skills that Claude can discover and use effectively.
- ▌ Chatagent Hooks Architecture And Orchestration · tools-only bundleThe useChatMessages hook has been refactored into a modular architecture where specialized utility modules handle specific concerns.
- ▌ Using Hooks With Github Copilot Agents · tools-only bundleExtend and customize GitHub Copilot agent behavior by executing custom shell commands at key points during agent execution.
- ▌ Agent Hooks In Visual Studio Code Preview · tools-only bundleHooks enable you to execute custom shell commands at key lifecycle points during agent sessions. Use hooks to automate workflows, enforce security policies, validate operations, and integrate with external tools.
- ▌ Tool Signature Alignment Voicemode Local Vs Voicemode · tools-only bundleThis emerged from discussing how the dashboard "call" button should work. Instead of a special "wake" message type, the call button sends a regular message telling the agent to use converse to respond.
- ▌ Keycloak Oidc Setup Tutorial · tools-only bundleThis tutorial walks you through setting up Keycloak Single Sign-On (SSO) authentication for MCP Gateway, enabling enterprise identity management with the popular open-source identity and access management solution.
- ▌ Plan Add Terraform Support To Agentic Infraops · tools-only bundleThat article is about using Terraform to deploy MCP infrastructure — it is NOT a Terraform MCP server for agent integration. Not relevant to this project.
- ▌ Perplexity API Platform MCP Server · tools-only bundleThe official MCP server implementation from Perplexity AI provides AI assistants with real-time web search, deep research, and advanced reasoning capabilities through the Perplexity API Platform.
- ▌ Java Dependency Audit And Security Analysis 2 · tools-only bundlePerform comprehensive dependency analysis for Java/Maven/Gradle projects to identify security vulnerabilities, licensing issues, outdated packages, and supply chain risks with actionable remediation strategies.
- ▌ Dagster Implementation Workflow · tools-only bundleComplete workflow for building production-ready Dagster implementations following best practices.
- ▌ Chief Operations Officer Coo · tools-only bundleYou are the Chief Operations Officer on the Board of Directors. Your domain is execution, timeline, and operational reality.
- ▌ Document Generation Command 3 · tools-only bundleGenerate professional technical and business documents with multi-language support. This command analyzes your codebase and produces comprehensive, well-structured documentation based on the specified type and objective.
- ▌ Dc 006 Implement Containerlauncher Base Class · tools-only bundleAdd ContainerLauncher class to zerg/launcher.py that implements the WorkerLauncher interface using Docker CLI commands.
- ▌ Critical Fix Logservice Missing Is Stream Field · tools-only bundleYou were absolutely correct! The database had is_stream correctly stored, but the API was returning false for all requests.
- ▌ Mermaid Diagram Generation Setup And Troubleshooting · tools-only bundleAll scripts should be run from the scripts/ directory to properly locate dependencies.
- ▌ Tf Dev Phase 0 Foundation And Validation · tools-only bundleEstablish the baseline validation and tooling foundation for Terraform support. All subsequent phases depend on a clean validator state.
- ▌ Research Cross Platform Binary Install Script Patterns For · tools-only bundlePrefer non-.gz assets for direct binary download (simpler install, no decompression step required).
- ▌ Long Running State Patterns · tools-only bundlePatterns for managing Claude agents across extended multi-context-window workflows. This is optional reference content for when you need to design long-running agent systems.
- ▌ Spring Boot Implementation Guide · tools-only bundleDetailed patterns for integrating Clean Architecture with Spring Boot 3.5+.
- ▌ Java Architectural Review · tools-only bundlePerform a comprehensive architectural review of a Java application, focusing on Clean Architecture principles, Domain-Driven Design patterns, and Spring Boot best practices.
- ▌ Track 1 5 Binary Shielding Cython · tools-only bundleTrack 1.5 proposes Cython compilation of core Nucleus algorithms to protect intellectual property from bytecode extraction. This complements the Citadel Strategy by making reverse-engineering significantly harder.
- ▌ MCP Gateway Observability Architecture For AWS Ecs Terraform · tools-only bundleThis document describes the observability architecture for the MCP Gateway Registry when deployed on AWS ECS using Terraform.
- ▌ Phase 1 Checkpoint 1 Local Zerg Analysis · tools-only bundleZERG has a well-designed architecture with comprehensive documentation. The critical gap is implementation: no orchestrator runtime exists. The devcontainer infrastructure is working and can be preserved.
- ▌ Database Rollback Patterns · tools-only bundleDetailed strategies for rolling back database migrations safely and preserving data.
- ▌ Stream E Zero Config Install Implementation Summary · tools-only bundleAll 3 tasks completed successfully. System ready for testing and integration.
- ▌ Context Manifest 2 · tools-only bundleLines 904-911 in NamespaceReferenceValidator contain unreachable nested skill reference resolution after early return line 903. Verify with coverage before removal.
- ▌ OAUTH Plugin Architecture · tools-only bundleThis document describes how CCProxy structures OAuth-capable plugins and the shared conventions you should follow when adding new providers.
- ▌ Task 18 Agentenumvalidator Tests · tools-only bundleAgentEnumValidator needs comprehensive test coverage for enum validation and suggestion quality.
- ▌ Smart Categorization Implementation Complete Summary · tools-only bundleThe web app now has a clean, intelligent category filter instead of "uncategorized" chaos. 🚀
- ▌ Beta Generic Prompt Management API Integrate Without A Pr · tools-only bundleThe Generic Prompt Management API lets you integrate with LiteLLM instantly by implementing a simple API endpoint. No PR required.
- ▌ Phase 1 Instructions Skills And Governance · tools-only bundleThe subagent must produce BOTH bicepPropertyPath AND azurePropertyPath in the 04-governance-constraints.json output for every policy entry.
- ▌ Youmind API Integration Plan Live Product Validation · tools-only bundleThis document records endpoints and behavior verified by running real actions in Youmind (not only static code reading), to support replacing browser-selector automation with API-first integration.
- ▌ Deep Analysis R Claude And R Agentsofai · tools-only bundleReference this file ONLY when user specifically requests posts for r/claude or r/AgentsOfAI.
- ▌ L1 Task 003 Container Launcher · tools-only bundleWorkers run in Docker containers based on the devcontainer spec. This provides consistent environments, resource limits, and network isolation.