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- ▌ Getting Started With Neon 2 · tools-only bundleInteractive guide to help users get started with Neon in their project. Sets up their Neon project (with a connection string) and connects their database to their code.
- ▌ Aden Vs Autogen A Detailed Comparison · tools-only bundleMicrosoft's AutoGen and Aden both enable multi-agent systems but serve different purposes. AutoGen specializes in conversational agents, while Aden focuses on goal-driven, self-improving systems.
- ▌ Aden Vs Autogen A Detailed Comparison 2 · tools-only bundleMicrosoft's AutoGen and Aden both enable multi-agent systems but serve different purposes. AutoGen specializes in conversational agents, while Aden focuses on goal-driven, self-improving systems.
- ▌ Migration Guide Ldr V0 X To V1 0 · tools-only bundle⚠️ Warning: Compatibility mode bypasses security features and is not recommended for production use.
- ▌ Migration Guide Ldr V0 X To V1 0 2 · tools-only bundle⚠️ Warning: Compatibility mode bypasses security features and is not recommended for production use.
- ▌ Getting Started With Airbyte Agent Connectors · tools-only bundleThis guide walks you through installing your first connector, setting up authentication, and executing your first operation.
- ▌ Getting Started With Airbyte Agent Connectors 2 · tools-only bundleThis guide walks you through installing your first connector, setting up authentication, and executing your first operation.
- ▌ Research Library And RAG Guide · tools-only bundleThis guide covers the Research Library for document management and the RAG (Retrieval-Augmented Generation) system for semantic search.
- ▌ Sqlcipher Installation Guide · tools-only bundleLocal Deep Research uses SQLCipher to provide encrypted databases for each user. This ensures that all user data, including API keys and research results, are encrypted at rest.
- ▌ Sqlcipher Installation Guide 2 · tools-only bundleLocal Deep Research uses SQLCipher to provide encrypted databases for each user. This ensures that all user data, including API keys and research results, are encrypted at rest.
- ▌ Aden Vs Langchain A Detailed Comparison · tools-only bundleLangChain and Aden represent two different philosophies for building AI agent systems. This guide provides an objective comparison to help you choose the right tool for your project.
- ▌ Agent Orchestration 2 · tools-only bundleThis skill provides a scientific delegation framework for orchestrator AIs coordinating specialist sub-agents.
- ▌ Agent Orchestration 3 · tools-only bundleThis skill provides a scientific delegation framework for orchestrator AIs coordinating specialist sub-agents.
- ▌ Claude Code Swarm Orchestration 2 · tools-only bundleMaster multi-agent orchestration using Claude Code's TeamCreate, SendMessage, TeamDelete, and Task tools.
- ▌ Sam Stage 7 Final Verification · tools-only bundleYou are the final verification certifier for the SAM pipeline. You determine whether the implemented feature achieves the original objectives defined in Stage 1 Discovery. You work backwards from goals to evidence.
- ▌ When To Use This Skill 27 · tools-only bundleUnified Python interface for calling 100+ LLM APIs using consistent OpenAI format. Provides standardized exception handling, retry/fallback logic, and cost tracking across multiple providers.
- ▌ Agent Orchestration 4 · tools-only bundleThe AVAILABLE RESOURCES section provides world-building context about the environment, not a restrictive tool list. Describe the ecosystem so agents can leverage their full capabilities.
- ▌ Sam Stage 3 Context Integration · tools-only bundleYou are the context integration agent for the SAM pipeline. You take an abstract design plan and ground it in the concrete reality of the codebase.
- ▌ When To Use This Skill 28 · tools-only bundleUnified Python interface for calling 100+ LLM APIs using consistent OpenAI format. Provides standardized exception handling, retry/fallback logic, and cost tracking across multiple providers.
- ▌ Python Packaging Configuration · tools-only bundleThe model configures modern Python packaging using pyproject.toml and PEP standards.
- ▌ Agent Creator Skill · tools-only bundleYou are a Claude Code agent architect specializing in creating high-quality, focused agents that follow Anthropic's January 2026 best practices.
- ▌ When To Use This Skill 29 · tools-only bundleConfigure and manage Mozilla Llamafile - a cross-platform executable distribution format that runs LLMs locally with an OpenAI-compatible API.
- ▌ Create Merge Request Changelog 3 · tools-only bundleGenerate comprehensive, business-focused merge request descriptions by analyzing git changes. This skill adapts the structured analysis approach from JIRA release notes to work purely with git data.
- ▌ When To Use This Skill 30 · tools-only bundleConfigure and manage Mozilla Llamafile - a cross-platform executable distribution format that runs LLMs locally with an OpenAI-compatible API.
- ▌ Embedded C Development Standards · tools-only bundleDomain knowledge for embedded C development targeting nRF52 and STM32 platforms with Zigbee and FreeRTOS.
- ▌ Holistic Linting Skill · tools-only bundleThis skill embeds comprehensive linting and formatting verification into Claude Code's workflow, preventing the common pattern where code is claimed "production ready" without actually running quality checks.
- ▌ Research Curator Add Resources To Research Directory · tools-only bundleAdd novel tools, repositories, and resources to ./research/ for future reference in Claude Code development.
- ▌ Holistic Linting Skill 2 · tools-only bundleThis skill embeds comprehensive linting and formatting verification into Claude Code's workflow, preventing the common pattern where code is claimed "production ready" without actually running quality checks.
- ▌ Sam Stage 2 Planning · tools-only bundleYou are the planning agent for the SAM pipeline. You transform discovery artifacts into an actionable design with verified prerequisites. You use RT-ICA as a gate to ensure no critical inputs are missing or invented.
- ▌ Research Curator Add Resources To Research Directory 2 · tools-only bundleAdd novel tools, repositories, and resources to ./research/ for future reference in Claude Code development.
- ▌ Holistic Linting Skill 3 · tools-only bundleThis skill embeds comprehensive linting and formatting verification into Claude Code's workflow, preventing the common pattern where code is claimed "production ready" without actually running quality checks.
- ▌ Sam Stage 1 Discovery · tools-only bundleYou are the discovery agent for the Stateless Agent Methodology (SAM) pipeline. Your purpose is to gather complete, unambiguous requirements through structured discussion with the user BEFORE any design or…
- ▌ Operations Guide · tools-only bundleThis guide provides detailed information for Git operations and release management in IntentKit.
- ▌ Operations Guide 3 · tools-only bundleThis guide provides detailed information for Git operations and release management in IntentKit.
- ▌ Multi Skill Orchestration Sf AI Agentforce Perspective · tools-only bundleThis document details how sf-ai-agentforce fits into the multi-skill workflow for Salesforce development.
- ▌ OAUTH 2 0 Integration Design For MCP Gateway · tools-only bundleThis document describes the design for the Admin UI initiated OAuth 2.0 Authorization Code flow for MCP gateways and how the backend stores and uses user-delegated tokens.
- ▌ OAUTH 2 0 Integration Design For Contextforge · tools-only bundleThis document describes the design for the Admin UI initiated OAuth 2.0 Authorization Code flow for MCP gateways and how the backend stores and uses user-delegated tokens.
- ▌ OAUTH 2 0 Integration Design For MCP Gateway 3 · tools-only bundleThis document describes the design for the Admin UI initiated OAuth 2.0 Authorization Code flow for MCP gateways and how the backend stores and uses user-delegated tokens.
- ▌ News API Exception Handling · tools-only bundleThe news API module now uses a structured exception handling approach instead of returning error dictionaries. This provides better error handling, cleaner code, and consistent API responses.
- ▌ Notification Flow Complete Trace · tools-only bundleThis document traces the complete flow of notifications from research completion/failure through to delivery via Apprise.
- ▌ Notification Flow Complete Trace 2 · tools-only bundleThis document traces the complete flow of notifications from research completion/failure through to delivery via Apprise.
- ▌ Adr 001 Mvp Scope · tools-only bundleColin is an ambitious project with many potential features. We need to define a minimal viable product that validates the core value proposition without overbuilding.
- ▌ Aden Vs Crewai A Detailed Comparison · tools-only bundleCrewAI and Aden both focus on multi-agent systems but take fundamentally different approaches. CrewAI emphasizes role-based team collaboration, while Aden focuses on goal-driven, self-improving agent graphs.
- ▌ File Summarization 2 · tools-only bundleApply this methodology when summarizing files of any type. This skill provides the routing logic and type-specific strategies for faithful file summarization.
- ▌ Claude Code Plugin Creator Agentic Orchestration Workflow · tools-only bundleThis skill orchestrates specialized agents through a comprehensive plugin creation workflow.
- ▌ Research Curator Multi Mode Orchestrator · tools-only bundleOrchestrate research entry creation, maintenance, and validation in ./research/. Spawns @research-curator agents for content work; handles coordination, README updates, and post-actions.
- ▌ Image Summarization 2 · tools-only bundleMethodology for summarizing visual content including screenshots, diagrams, charts, photos, code screenshots, and terminal output.
- ▌ Sam Stage 5 Execution · tools-only bundleYou are the execution dispatcher for the SAM pipeline. You launch fresh, stateless agent sessions to execute individual tasks. Each agent receives exactly one task file as its complete context.
- ▌ Kaizen Improvement 2 · tools-only bundleTransform analysis findings from .planning/kaizen/ into actionable improvements — hooks, agent patches, skill refinements, CLAUDE.md updates, and automation scripts.
- ▌ Claude Code Plugin Creator Agentic Orchestration Workflow 2 · tools-only bundleThis skill orchestrates specialized agents through a comprehensive plugin creation workflow.
- ▌ News Subscriptions Guide · tools-only bundleThis guide covers the News Subscription system for automated research monitoring and news tracking.
- ▌ Getting Started Challenge · tools-only bundleWelcome to Aden! This challenge will help you get familiar with our project and community. Complete all tasks to earn your first badge!
- ▌ Observation Endpoint Statistical Data Queries · tools-only bundlePrimary method for retrieving observations with flexible entity specification.
- ▌ OAUTH 2 0 Integration Design For MCP Gateway 2 · tools-only bundleThis document describes the design for the Admin UI initiated OAuth 2.0 Authorization Code flow for MCP gateways and how the backend stores and uses user-delegated tokens.
- ▌ Phase 2 Call Flow And Dfd Analysis 4 · tools-only bundle→ P3: dfdelements {externalinteractors[], processes[], datastores[], dataflows[], callflows[], l1coverage{}}
- ▌ Phase 2 Call Flow And Dfd Analysis 5 · tools-only bundle→ P3: dfdelements {externalinteractors[], processes[], datastores[], dataflows[], callflows[], l1coverage{}}
- ▌ Orchestrator Discipline 4 · tools-only bundleEnforce delegation discipline for the orchestrator role in multi-agent Claude Code workflows.
- ▌ Implement Refactor · tools-only bundleThis command continues from /plugin-creator:assessor. After planning completes, use this to execute the refactoring tasks.
- ▌ Review Plugin For Refactor Workflow · tools-only bundleYou MUST assess a plugin and create comprehensive refactoring plans following this multi-phase workflow. After planning completes, the orchestrator can launch parallel agents to execute tasks.
- ▌ Skill Research Process · tools-only bundleSystematic, scalable approach for building comprehensive Claude Code skills using parallel research agents. Use this when a skill requires extensive documentation gathering from official sources.
- ▌ Subagent Contract · tools-only bundleThis contract governs all specialist agents. When loaded, it enforces disciplined behavior patterns that enable reliable orchestration.
- ▌ Chain Of Verification Cove For Prompt Design · tools-only bundleThis skill documents what CoVe is, when to use it, and how to apply it correctly in prompt design.
- ▌ Complete Refactor Workflow · tools-only bundleYou MUST perform a holistic review and validation of the completed plugin refactoring. This workflow validates that the refactoring achieved its goals, improved the plugin score, and follows project standards.
- ▌ Review Plugin For Refactor Workflow 2 · tools-only bundleYou MUST assess a plugin and create comprehensive refactoring plans following this multi-phase workflow. After planning completes, the orchestrator can launch parallel agents to execute tasks.
- ▌ Complete Refactor Workflow 2 · tools-only bundleYou MUST perform a holistic review and validation of the completed plugin refactoring. This workflow validates that the refactoring achieved its goals, improved the plugin score, and follows project standards.
- ▌ Review Plugin For Refactor Workflow 3 · tools-only bundleYou MUST assess a plugin and create comprehensive refactoring plans following this multi-phase workflow. After planning completes, the orchestrator can launch parallel agents to execute tasks.
- ▌ Metrics Dashboard Guide · tools-only bundleThe Local Deep Research metrics dashboard provides insights into your research activities, costs, and system performance.
- ▌ New Categories Implementation Plan · tools-only bundleAlternative splicing analysis for RNA-seq data. Covers splicing quantification, differential splicing between conditions, isoform switching analysis, and visualization.
- ▌ Text To LLM Optimized Text Workflow Instructions · tools-only bundleThe assistant is operating in a text transformation workflow where source material must be converted into machine-optimized instruction sets.
- ▌ How It Works 9 · tools-only bundleFastMCP includes native OpenTelemetry instrumentation for observability. Traces are automatically generated for tool, prompt, resource, and resource template operations, providing visibility into server behavior…
- ▌ Multi Skill Orchestration Sf Data Perspective · tools-only bundleThis document details how sf-data fits into the multi-skill workflow for Salesforce development.
- ▌ Multi Skill Orchestration Sf Data Perspective 2 · tools-only bundleThis document details how sf-data fits into the multi-skill workflow for Salesforce development.
- ▌ Multi LLM Platform Support Guide · tools-only bundleSkill Seekers supports multiple LLM platforms through a clean adaptor system. The core scraping and content organization remains universal, while packaging and upload are platform-specific.
- ▌ Phase 3 Trust Boundary Evaluation 4 · tools-only bundleBased on DFD, identify trust boundaries, key interfaces, and data nodes; evaluate security posture at boundary crossings.
- ▌ Phase 3 Trust Boundary Evaluation 5 · tools-only bundleBased on DFD, identify trust boundaries, key interfaces, and data nodes; evaluate security posture at boundary crossings.
- ▌ Frontend Challenge · tools-only bundleBuild beautiful, functional interfaces for AI agent management! This challenge is for frontend engineers who want to contribute to Honeycomb, Aden's dashboard.
- ▌ Claude Code Hooks Patterns And Examples January 2026 · tools-only bundleWorking examples and recipes for building hooks. For hook system fundamentals, activate Skill(command: "plugin-creator:hooks-core-reference"). For JSON I/O schemas, activate Skill(command: "plugin-creator:hooks-io-api").
- ▌ Formatting Rules · tools-only bundleThe model MUST write frontmatter descriptions following these rules.
- ▌ Claude Code Hooks I O API Reference January 2026 · tools-only bundleJSON schemas for hook stdin input and stdout output per event. For hook system fundamentals, activate Skill(command: "plugin-creator:hooks-core-reference").
- ▌ The Rewrite Room 3 · tools-only bundleRoutes documentation, authoring, and optimization tasks to the correct specialist agents. Does not rewrite source agents or skills — orchestrates them. Governs authoring, docs, prompts, and summaries — not product code.
- ▌ Start Task Sam Task Execution Helper · tools-only bundleFor individual task files (YAML frontmatter at top), the task IS the entire file. For monolithic files (multiple tasks), find the specific task section.
- ▌ Hook Creator For Claude Code Plugins · tools-only bundleCreate hooks that integrate with the Claude Code event system. Hooks automate validation, enforcement, and context injection across the session lifecycle.
- ▌ Prompt Driven Development Solving The Software Maintenance · tools-only bundleSoftware complexity is escalating, and traditional development models face a significant challenge: the overwhelming cost of maintenance, often consuming 80-90% of total development expenditure after initial deployment.
- ▌ OAUTH Providers · tools-only bundleBetter Auth provides built-in OAuth 2.0 support for social authentication. No plugins required.
- ▌ Openai Chatgpt Integration Guide · tools-only bundleComplete guide for creating and deploying skills to OpenAI ChatGPT using Skill Seekers.
- ▌ Warehouse Discovery 2 · tools-only bundlePatterns for discovering and querying data in the warehouse.
- ▌ Hallucination Detection Guide For AI Agent Orchestration · tools-only bundleThis guide catalogs observable triggers that indicate reasoning failures in AI agent outputs, particularly when orchestrating AI-to-AI delegation.
- ▌ Hallucination Detection Guide For AI Agent Orchestration 2 · tools-only bundleThis guide catalogs observable triggers that indicate reasoning failures in AI agent outputs, particularly when orchestrating AI-to-AI delegation.
- ▌ The Evolution Of Software Development · tools-only bundleAs software complexity escalates and time-to-market pressures intensify, traditional coding methodologies—even when augmented with AI-assisted tools—are reaching their limits in delivering efficient, maintainable, and…
- ▌ Next JS Data Fetching · tools-only bundleServer-side data fetching, caching strategies, revalidation, and loading patterns.
- ▌ Gnu Octave Compatibility Reference · tools-only bundleGNU Octave is a free, open-source alternative to MATLAB with high compatibility. Most MATLAB scripts run in Octave with no or minimal modifications. However, there are some differences to be aware of.
- ▌ Architecture Deep Dive Challenge · tools-only bundleTest your understanding of Aden's architecture and backend systems. This challenge is perfect for backend engineers who want to contribute to the core framework.
- ▌ Multi Agent Auto Configuration Guide · tools-only bundleThe Skill Seeker MCP server now supports automatic detection and configuration of multiple AI coding agents.
- ▌ Seaborn Objects Interface · tools-only bundleThe seaborn.objects interface provides a modern, declarative API for building visualizations through composition. This guide covers the complete objects interface introduced in seaborn 0.12+.
- ▌ Phase 5 Stride Threat Analysis 4 · tools-only bundle← P2: dfdelements from .phaseworking/{SESSIONID}/data/P2dfdelements.yaml ← P3: boundarycontext from .phaseworking/{SESSIONID}/data/P3boundarycontext.yaml ← P4: securitygaps from…
- ▌ Phase 5 Stride Threat Analysis 5 · tools-only bundle← P2: dfdelements from .phaseworking/{SESSIONID}/data/P2dfdelements.yaml ← P3: boundarycontext from .phaseworking/{SESSIONID}/data/P3boundarycontext.yaml ← P4: securitygaps from…
- ▌ Support The Open Source Projects We Depend On · tools-only bundleClaude Scientific Skills is built on the shoulders of giants. The 139 skills in this repository leverage dozens of incredible open source projects created and maintained by dedicated developers and research communities…
- ▌ Phase 6 Risk Validation 4 · tools-only bundleDo NOT validate risks from memory. MUST read P5 threat data to verify counts!
- ▌ Phase 6 Risk Validation 5 · tools-only bundleDo NOT validate risks from memory. MUST read P5 threat data to verify counts!
- ▌ Pdd Internal Onboarding · tools-only bundlePDD employees use Infisical for centralized secrets management instead of local .env files for API keys.