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- ▌ Pymatgen Core Classes Reference · tools-only bundleThis reference documents the fundamental classes in pymatgen.core that form the foundation for materials analysis.
- ▌ LLM Enabled Workflow Methodology · tools-only bundleThe challenge with AI assistants isn't technical—it's organizational. Individual productivity gains don't translate to team or organizational outcomes without systematic approaches to context management and…
- ▌ Teaching Methodology Reference · tools-only bundleComplete reference for explanation modes and master teaching techniques.
- ▌ Architecture Provider Specific Environment Variables For · tools-only bundleWe're implementing provider-specific environment variables for all four OpenAI-compatible providers (LLM, Embedding, STT, TTS) to enable users to configure different endpoints for each provider type.
- ▌ Tunacode Architecture Documentation · tools-only bundleTunacode is a TUI (Terminal User Interface) code agent built with a layered, component-based architecture.
- ▌ Navigator Architecture · tools-only bundleClaude automatically considers agent usage before manual file reading.
- ▌ The Journey Of A Feature · tools-only bundleWhen you type /zerg:rush, something remarkable happens behind the scenes. Your vague idea transforms into coordinated action as multiple AI workers spring to life, each tackling a piece of your feature simultaneously.
- ▌ Prompt Guard Architecture 2 · tools-only bundlePrompt Guard uses a Defense in Depth design. Multiple inspection layers reduce false positives while effectively detecting attacks across 577+ patterns in 10 languages.
- ▌ Prompt Guard Architecture 3 · tools-only bundlePrompt Guard는 다층 방어(Defense in Depth) 원칙으로 설계됨. 단일 패턴이 아닌 여러 레이어의 검사를 통해 false positive를 줄이면서 공격을 효과적으로 탐지.
- ▌ Cascadeflow Architecture And Code Structure · tools-only bundleThis document explains the architecture and organization of cascadeflow to help contributors quickly understand and navigate the codebase.
- ▌ Robust Spec Decomposition · tools-only bundleListe die Kern-Subprobleme die JEDE gute Lösung lösen muss - unabhängig von Tools/Tech.
- ▌ The Approach · tools-only bundleThis analysis was conducted through cleanroom reverse engineering using publicly accessible interfaces. No proprietary code was decompiled, no authentication was bypassed, and no model weights were accessed.
- ▌ Chrome Data Analysis · tools-only bundleThe chromedata/ directory serves as the persistent user data directory for Chromium instances launched by browserguard.py.
- ▌ Required Parameters · tools-only bundleopenpyxl will corrupt the pivotCache paths when saving, causing MS Excel to crash.
- ▌ System Architecture 3 · tools-only bundleThis document provides an in-depth introduction to FinchBot's system architecture, core components, and their interactions.
- ▌ 3 Data Flow · tools-only bundleFinchBot 采用 LangChain v1.2 + LangGraph v1.0 构建,是一个具备持久化记忆、动态工具调度、多平台消息支持和全异步并发启动能力的 Agent 系统。系统主要由四个核心部分组成:
- ▌ API Usage Guide · tools-only bundleThis guide provides comprehensive examples for using the MCP Gateway REST API via curl to perform common operations like managing gateways (MCP servers), tools, resources, prompts, and more.
- ▌ Advanced Chunking Patterns Reference · tools-only bundleThis reference provides additional chunking strategies and decision frameworks for complex scenarios not covered in the main skill.
- ▌ Architecture And Vision · tools-only bundleM4 is infrastructure for AI-assisted clinical research. This document explains the design philosophy, architecture, and why M4 exists.
- ▌ What Is UI Agent 2 · tools-only bundleThis guide shows how to use NextGen UI Agent in your AI application, how it plays with other building blocks of it.
- ▌ Three Layer Architecture · tools-only bundleThe PDF-to-EPUB converter uses a layered architecture that clearly separates code by modification policy.
- ▌ Skill Scanner Architecture 2 · tools-only bundleThe Skill Scanner is built with a modular, extensible architecture for Agent Skills security analysis. It supports the Agent Skills specification format used by OpenAI Codex Skills and Cursor Agent Skills.
- ▌ Tools Architecture · tools-only bundleTools are async functions that the AI agent calls to interact with the system. This document explains how they work.
- ▌ Architecture Overview 5 · tools-only bundleThis document explains how Claude Code's extension mechanisms work and how this toolkit leverages them.
- ▌ The Jupyter Kernel · tools-only bundleThe Jupyter kernel module handles Python code execution within the agent system. At around 500 lines, it manages kernel initialization, code submission, output capture, and health monitoring.
- ▌ Route Researcher Architecture · tools-only bundleThis approach minimizes token usage while maximizing parallelism and reliability.
- ▌ Explanation Architecture Md · tools-only bundleThis document explains the overall architecture, design principles, and key concepts behind Simple Chat. Understanding these foundations will help you make informed decisions about deployment, configuration, and usage.
- ▌ Prompt Guard Architecture · tools-only bundlePrompt Guard는 다층 방어(Defense in Depth) 원칙으로 설계됨. 단일 패턴이 아닌 여러 레이어의 검사를 통해 false positive를 줄이면서 공격을 효과적으로 탐지.
- ▌ Assistant UI Architecture · tools-only bundleassistant-ui follows a 4-layer architecture where each layer depends only on layers below it.
- ▌ Directory Structure · tools-only bundleClaude SEO follows Anthropic's official Claude Code skill specification with a modular, multi-skill architecture.
- ▌ API Usage Guide 2 · tools-only bundleThis guide provides comprehensive examples for using ContextForge REST API via curl to perform common operations like managing gateways (MCP servers), tools, resources, prompts, and more.
- ▌ Intentkit Architecture · tools-only bundleThe entrypoint layer serves as the interface between the outside world and the Agent. It provides various integration points including Twitter and Telegram, along with autonomous execution capabilities.
- ▌ Tool Specification Mshtools Ipython · tools-only bundleInteractive Python execution environment providing Jupyter Notebook-style computation, data analysis, and visualization capabilities.
- ▌ Claude API Reference · tools-only bundlePrompt caching enables reusing large portions of prompts across multiple API calls, reducing costs by up to 90% and latency by up to 85% for cached content.
- ▌ Spring AI MCP Server API Reference · tools-only bundleComplete API documentation for Spring AI MCP server implementations.
- ▌ Matplotlib API Reference · tools-only bundleThis document provides a quick reference for the most commonly used matplotlib classes and methods.
- ▌ Umap API Reference · tools-only bundleumap.UMAP(nneighbors=15, ncomponents=2, metric='euclidean', nepochs=None, learningrate=1.0, init='spectral', mindist=0.1, spread=1.0, lowmemory=True, setopmixratio=1.0, localconnectivity=1.0, repulsionstrength=1.0…
- ▌ Pubmed E Utilities API Reference · tools-only bundleAs of December 1, 2018, NCBI enforces API key usage for E-utility calls. API keys increase rate limits from 3 requests/second to 10 requests/second.
- ▌ Scikit Bio API Reference · tools-only bundleThis document provides detailed API information, advanced examples, and troubleshooting guidance for working with scikit-bio.
- ▌ Chembl Web Services API Reference · tools-only bundleChEMBL is a manually curated database of bioactive molecules with drug-like properties maintained by the European Bioinformatics Institute (EBI).
- ▌ Lightningdatamodule Comprehensive Guide · tools-only bundleA LightningDataModule is a reusable, shareable class that encapsulates all data processing steps in PyTorch Lightning.
- ▌ Voicemode Connect Architecture · tools-only bundleAI assistants that want to have voice conversations. They use CLI commands (voicemode connect up/down/status) to manage the connection and interact with the platform.
- ▌ Plugin Validator Architecture · tools-only bundleTechnical reference for the plugin_validator.py implementation, design patterns, and extension guide.
- ▌ Skill Scanner Architecture · tools-only bundleSkill Scanner is a modular security scanner for agent skill packages. It supports local skill formats used by OpenAI Codex Skills and Cursor Agent Skills, and combines deterministic scanning with optional LLM-assisted…
- ▌ System Architecture · tools-only bundleThis document describes the architecture and design principles of OpenAkita.
- ▌ System Overview · tools-only bundleSkyll is designed as a modular, extensible system for skill discovery.
- ▌ Plugin Validator Architecture 2 · tools-only bundleTechnical reference for the plugin_validator.py implementation, design patterns, and extension guide.
- ▌ Voicemode Connect Architecture 2 · tools-only bundleAI assistants that want to have voice conversations. They connect via MCP (Model Context Protocol) and use tools like status and converse.
- ▌ Openbotx Architecture · tools-only bundleOpenBotX is an AI assistant platform. It provides the infrastructure for running autonomous AI agents that communicate through multiple channels, execute tools, manage tasks, and maintain persistent memory -- all…
- ▌ The 7 Lr Primitives The Lego Bricks · tools-only bundleLár is not a heavy, complex framework. It is a tiny, powerful engine with 7 core "primitives." You can combine these "Lego bricks" to build any agent, from a simple chatbot to a complex, multi-agent orchestrator.
- ▌ Architecture Overview 3 · tools-only bundleThis document provides a comprehensive overview of Home Agent's architecture, including component relationships, data flow, and module structure.
- ▌ System Architecture 2 · tools-only bundleThis document describes the architecture and design principles of OpenAkita.
- ▌ Voicemode Connect Architecture 3 · tools-only bundleAI assistants that want to have voice conversations. They connect via MCP (Model Context Protocol) and use tools like status and converse.
- ▌ Pipeline Patterns For LLM Projects · tools-only bundleThis reference provides detailed patterns for structuring LLM processing pipelines. These patterns apply to batch processing, data analysis, content generation, and similar workloads.
- ▌ Available Tools · tools-only bundleYou are Kimi K2.5, an AI assistant developed by Moonshot AI(月之暗面). You possess native vision for perceiving and reasoning over images users send.
- ▌ Tool Specification Mshtools Read File · tools-only bundleUniversal file reader supporting text, images, video, and complex binary files (converting Office/PDF to markdown). Provides direct filesystem access for content ingestion and analysis.
- ▌ The PDF Skill · tools-only bundleThe pdf skill handles PDF creation and processing through a multi-route architecture.
- ▌ Tilelang API Reference · tools-only bundleMarks a function as a primitive TileLang function (kernel entry point).
- ▌ Zarr Python Quick Reference · tools-only bundleThis reference provides a concise overview of commonly used Zarr functions, parameters, and patterns for quick lookup during development.
- ▌ Architecture Overview 2 · tools-only bundleAgent uses haiku model for token efficiency, invokes skill for updates.
- ▌ Skills Lister MCP Server Architecture · tools-only bundleThis document describes the architecture and design decisions behind the skills-lister MCP server.
- ▌ AWS Secrets Manager API Reference · tools-only bundleAWS Secrets Manager provides a service to enable you to store, manage, and retrieve secrets with API version 2017-10-17.
- ▌ Application Architecture Healthtech Patient Portal · tools-only bundleThe HealthTech Patient Portal is a modern, cloud-native application built for scalability, security, and compliance with healthcare regulations (HIPAA, HITRUST).
- ▌ Life Of A Request · tools-only bundleimport Image from '@theme/IdealImage'; import Tabs from '@theme/Tabs'; import TabItem from '@theme/TabItem';
- ▌ System Overview 2 · tools-only bundleSkyll is designed as a modular, extensible system for skill discovery.
- ▌ Architecture Reference · tools-only bundleComplete structural blueprint for TanStack Start on Cloudflare Workers. Claude uses this to generate all project files from scratch.
- ▌ Execution Flow · tools-only bundleThis page explains how mcpbr works internally and the design decisions behind it.
- ▌ Voicemode Architecture · tools-only bundleUnderstanding how VoiceMode components work together to enable voice conversations.
- ▌ Architecture Deep Dive · tools-only bundleThis document explains the architectural patterns used in Cloudflare Workers with Hono, Vite, and Static Assets.
- ▌ Open Notebook Architecture · tools-only bundleOpen Notebook is built as a modern Python web application with a clear separation between frontend and backend, using Docker for deployment.
- ▌ Af API Reference · tools-only bundleDirect REST API access for Airflow endpoints not covered by high-level commands.
- ▌ Verl API Reference · tools-only bundleThe central controller for the training loop. Manages resource allocation and coordinates worker groups.
- ▌ Official API Reference · tools-only bundleCurrent frontmatter fields and constraints from official Claude Code documentation.
- ▌ Official API Reference 2 · tools-only bundleCurrent frontmatter fields and constraints from official Claude Code documentation.
- ▌ MCP Gateway Registry Complete API Reference · tools-only bundleThis document provides a comprehensive overview of all 49 API endpoints available in the MCP Gateway Registry, organized by category with authentication requirements, request/response specifications, and OpenAPI…
- ▌ Af API Reference 2 · tools-only bundleDirect REST API access for Airflow endpoints not covered by high-level commands.
- ▌ Go Rod API Quick Reference · tools-only bundleCheat sheet for the most-used go-rod/rod and go-rod/stealth APIs. Every Must* method has a corresponding error-returning version (without the Must prefix).
- ▌ API Reference 5 · tools-only bundleQuery external LLM for complex analysis (only available when external LLM is enabled).
- ▌ Colin Architecture · tools-only bundleColin (Context Lineage) is a context engine for the AI era. It takes interconnected source documents, resolves dependencies, applies transformations (including LLM calls), and produces outputs your agents can use.
- ▌ Tool Specification Mshtools Browser Click · tools-only bundleMouse click automation for interactive web elements. Performs clicks on buttons, links, form elements, and JavaScript-enabled components.
- ▌ API Reference 4 · tools-only bundleAPI endpoints and programmatic access to Claude Code functionality.
- ▌ Ensembl REST API Endpoints Reference · tools-only bundleComprehensive documentation of all 17 API endpoint categories available in the Ensembl REST API (Release 115, September 2025).
- ▌ Reactome API Reference · tools-only bundleThis document provides comprehensive reference information for Reactome's REST APIs.
- ▌ Reference Documentation For Risk Management Specialist · tools-only bundleThis is a placeholder for detailed reference documentation. Replace with actual reference content or delete if not needed.
- ▌ Gwas Catalog API Reference · tools-only bundleComprehensive reference for the GWAS Catalog REST APIs, including endpoint specifications, query parameters, response formats, and advanced usage patterns.
- ▌ Ncbi Gene API Reference · tools-only bundleThis document provides detailed API documentation for accessing NCBI Gene database programmatically.
- ▌ Reference Documentation For Modal · tools-only bundleThis is a placeholder for detailed reference documentation. Replace with actual reference content or delete if not needed.
- ▌ Ena API Reference · tools-only bundleComprehensive reference for the European Nucleotide Archive REST APIs.
- ▌ Clinpgx API Reference · tools-only bundleNo authentication is required for basic API access. All endpoints are publicly accessible.
- ▌ Pydeseq2 API Reference · tools-only bundleThis document provides comprehensive API reference for PyDESeq2 classes, methods, and utilities.
- ▌ Ete Toolkit API Reference · tools-only bundleETE (Environment for Tree Exploration) is a Python toolkit for phylogenetic tree manipulation, analysis, and visualization. This reference covers the main classes and methods.
- ▌ Elevenlabs API Reference · tools-only bundleControls how closely the voice matches the preset. Default: 0.75
- ▌ Dnanexus App Development · tools-only bundleApps and applets are executable programs that run on the DNAnexus platform. They can be written in Python or Bash and are deployed with all necessary dependencies and configuration.
- ▌ API Design Patterns · tools-only bundleConcrete patterns for REST and GraphQL API design with examples.
- ▌ Architecture Diagrams Reference · tools-only bundleArchitecture diagrams visualize cloud services, CI/CD deployments, and infrastructure relationships. Introduced in Mermaid v11.1.0.
- ▌ Pdd API Failure Analysis Thinktoolcapability Module Sync · tools-only bundleOnly OpenAI gpt-5.1-codex-mini succeeded in API calls, but downstream issues caused overall sync failure.
- ▌ Official Salesforce Architect Erd Aesthetic Guide · tools-only bundleReference for generating ERDs matching the architect.salesforce.com visual style. This is the default style for all ERD diagrams generated by sf-diagram-nanobananapro.
- ▌ Logging And Monitoring · tools-only bundleProduce structured, privacy‑aware telemetry that supports detection, response, and forensics without exposing secrets.
- ▌ Logging And Monitoring 2 · tools-only bundleProduce structured, privacy‑aware telemetry that supports detection, response, and forensics without exposing secrets.
- ▌ Available Tools 2 · tools-only bundleExecute Python code in an IPython environment with full Jupyter Notebook-style interaction.