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- ▌ Get Started · tools-only bundleThe Strands Agents SDK empowers developers to quickly build, manage, evaluate and deploy AI-powered agents. These quick start guides get you set up and running a simple agent in less than 20 minutes.
- ▌ Architecture Overview 13 · tools-only bundleThis document provides a comprehensive overview of Local Deep Research's system architecture.
- ▌ Agent API · tools-only bundleAgent[DeepAgentDeps, str] or Agent[DeepAgentDeps, OutputDataT] - Configured Pydantic AI agent.
- ▌ Agent API 2 · tools-only bundleAgent[DeepAgentDeps, str] or Agent[DeepAgentDeps, OutputDataT] - Configured Pydantic AI agent.
- ▌ Docker Sandbox · tools-only bundleDockerSandbox provides isolated code execution for your pydantic-ai agents. Run untrusted code safely in Docker containers.
- ▌ Cascadeagent Python · tools-only bundleThe main agent class for intelligent AI model cascading with automatic cost optimization.
- ▌ Appkit Overview · tools-only bundleAppKit is the recommended way to build Databricks Apps - provides type-safe SQL queries, React components, and seamless deployment.
- ▌ Typescript Quickstart · tools-only bundleThe TypeScript SDK is currently experimental. It does not yet support all features available in the Python SDK, and breaking changes are expected as development continues. Use with caution in production environments.
- ▌ Typescript Quickstart 2 · tools-only bundleThe TypeScript SDK is currently experimental. It does not yet support all features available in the Python SDK, and breaking changes are expected as development continues. Use with caution in production environments.
- ▌ Openai Call · tools-only bundle:::info Metadata passthrough (preview) When litellm.enablepreviewfeatures = True, LiteLLM forwards only the values inside metadata to OpenAI.
- ▌ Development Guide 3 · tools-only bundleAfter this initial setup, you only need to run source .venv/bin/activate to use the virtual env for further development.
- ▌ Pandoc Server · tools-only bundleThe Pandoc MCP Server provides powerful document conversion capabilities using the versatile pandoc tool.
- ▌ Latex Server · tools-only bundleThe LaTeX MCP Server provides comprehensive capabilities for LaTeX document creation, editing, and compilation.
- ▌ Crewai Integration With Contextforge · tools-only bundleCrewAI is a multi-agent orchestration framework that enables AI agents to collaborate on complex tasks.
- ▌ Upgrading To Navigator V3 4 0 · tools-only bundle✨ Direct Figma MCP Integration - Product design skill now connects directly to Figma Desktop
- ▌ Upgrading To Navigator V4 0 0 · tools-only bundle✅ Upgrade is safe - No breaking changes ✅ Auto-migration - Navigator handles everything ✅ Zero downtime - Existing projects work immediately ✅ New features - Education layer available on-demand
- ▌ Crew Roles Reference · tools-only bundleUse this file to decide whether a captain should crew a ship or implement directly, and which roles to muster.
- ▌ Pitfall Auth Session Test Breakage · tools-only bundleAuth changes often break session tests due to token invalidation
- ▌ Agent Configuration Experimental · tools-only bundleThe experimental configtoagent function provides a simple way to create agents from configuration files or dictionaries.
- ▌ Migration Guide Upgrading To Multi Tenancy V0 6 0 To V0 7 0 · tools-only bundleThis guide walks you through upgrading from ContextForge v0.6.0 to v0.7.0 that implements comprehensive multi-tenancy, team management, and RBAC.
- ▌ Grpc Services Experimental · tools-only bundlegRPC support is an experimental opt-in feature that is disabled by default. It requires additional dependencies and explicit enablement.
- ▌ Cat Tool Integration Overview · tools-only bundleSupervertaler is designed to work alongside professional CAT (Computer-Assisted Translation) tools, not replace them. Use it as a companion tool for AI-powered translation within your existing workflow.
- ▌ DOCX Server · tools-only bundleThe DOCX MCP Server provides comprehensive capabilities for creating, editing, and analyzing Microsoft Word (.docx) documents.
- ▌ Python Powerpoint PPTX Server · tools-only bundleA comprehensive MCP server for creating and editing PowerPoint (.pptx) files with 39 specialized tools for complete presentation automation.
- ▌ Express Adapter For Lambda · tools-only bundleDetailed configuration options and advanced patterns for using the Express adapter with AWS Lambda.
- ▌ Proxy Support 2 · tools-only bundleProxy configuration for geo-testing, rate limiting avoidance, and corporate environments.
- ▌ Royal Marines · tools-only bundleRoyal Marines are short-lived sub-agents a captain deploys for focused, independent objectives in service of the ship's task.
- ▌ Agent To Agent A2a Protocol · tools-only bundleStrands Agents supports the Agent-to-Agent (A2A) protocol, enabling seamless communication between AI agents across different platforms and implementations.
- ▌ Agent To Agent A2a Protocol 2 · tools-only bundleStrands Agents supports the Agent-to-Agent (A2A) protocol, enabling seamless communication between AI agents across different platforms and implementations.
- ▌ Development Guide 4 · tools-only bundleAfter this initial setup, you only need to run source .venv/bin/activate to use the virtual env for further development.
- ▌ Learning Task 3 Documenting What You Build · tools-only bundleTask documentation captures WHAT you build - implementation plans, technical decisions, and outcomes. This becomes your project's knowledge base.
- ▌ Plotly Server · tools-only bundleThe Plotly MCP Server provides advanced data visualization capabilities using Plotly for creating interactive charts and graphs.
- ▌ Maestro Orchestrator Fail Closed Plus Hitl 3 · tools-only bundleagents → mediator(risk / pattern / fact) → evidence verification → HITL(pause / reset / ban) → audit logs(ARL)
- ▌ Maestro Orchestrator Fail Closed Plus Hitl 4 · tools-only bundleagents → mediator(risk / pattern / fact) → evidence verification → HITL(pause / reset / ban) → audit logs(ARL)
- ▌ Maestro Orchestrator 2 · tools-only bundletrust 閾値 + 承認 streak + 有効 grant が揃った場合のみ 同条件下で AUTH HITL を自動スキップ。 理由は必ず ARL に記録。
- ▌ Maestro Orchestrator 3 · tools-only bundlev4.1 は v4.0 に対する 挙動の締め直し(behavior-tightening)です。 既存の設計意図(fail-closed + HITL + 監査性)を保ったまま、ベンチの期待値をより明確にします。
- ▌ Maestro Orchestrator Fail Closed Plus Hitl 5 · tools-only bundleagents → mediator(risk / pattern / fact) → evidence verification → HITL(pause / reset / ban) → audit logs(ARL)
- ▌ Maestro Orchestrator Fail Closed Plus Hitl 6 · tools-only bundleagents → mediator(risk / pattern / fact) → evidence verification → HITL(pause / reset / ban) → audit logs(ARL)
- ▌ PDF To Epub Workflow · tools-only bundleUnderstand the PDF structure before conversion to generate optimal configuration.
- ▌ Routing Patterns · tools-only bundlePermettono di renderizzare più pagine nello stesso layout simultaneamente.
- ▌ Query Parameter Authentication · tools-only bundleQuery parameter authentication is inherently insecure (CWE-598). API keys in URLs may appear in proxy logs, browser history, and server access logs.
- ▌ Snapshot And Refs 2 · tools-only bundleCompact element references that reduce context usage dramatically for AI agents.
- ▌ Action Stations · tools-only bundleClassify each task before execution. Apply the minimum required controls.
- ▌ Retry Strategies In Langgraph · tools-only bundleThis guide covers retry strategies for handling transient failures in LangGraph nodes, including API configuration, backoff strategies, and common patterns.
- ▌ Retry Strategies · tools-only bundleModel providers occasionally encounter errors such as rate limits, service unavailability, or network timeouts.
- ▌ Retry Strategies 2 · tools-only bundleModel providers occasionally encounter errors such as rate limits, service unavailability, or network timeouts.
- ▌ Holmesgpt HTTP API Reference · tools-only bundleHolmesGPT provides a REST API for programmatic access when deployed in Kubernetes. The API supports both synchronous requests and Server-Sent Events (SSE) for streaming responses.
- ▌ Semgrep Rulesets Reference · tools-only bundleFollow this algorithm to select rulesets based on detected languages and frameworks.
- ▌ HTTP Header Passthrough · tools-only bundle⚠️ Security Notice: HTTP Header Passthrough is disabled by default for security reasons.
- ▌ Python MCP Evaluation Server · tools-only bundleThe Ultimate AI Evaluation Platform providing the most comprehensive AI assessment tools in the MCP ecosystem.
- ▌ 1password Developer Environments Inventory · tools-only bundleThis document tracks all Developer Environments configured in 1Password under the Barbosa account.
- ▌ MCP OAUTH · tools-only bundleFor user-facing MCP clients (Claude Code, Cursor), LiteLLM supports the full OAuth 2.0 authorization code flow with PKCE.
- ▌ MCP OAUTH 2 · tools-only bundleFor user-facing MCP clients (Claude Code, Cursor), LiteLLM supports the full OAuth 2.0 authorization code flow with PKCE.
- ▌ MCP OAUTH 3 · tools-only bundleFor user-facing MCP clients (Claude Code, Cursor), LiteLLM supports the full OAuth 2.0 authorization code flow with PKCE.
- ▌ Metadata E SEO · tools-only bundleNext.js fornisce l'API Metadata per gestire i meta tag HTML in modo dichiarativo e type-safe.
- ▌ Commendations And Conduct · tools-only bundleAvoid generic praise. Tie recognition to observable actions or deliverables.
- ▌ Man Overboard Stuck Agent Replacement · tools-only bundleUse when an agent is unresponsive, looping, or producing no useful output.
- ▌ Graphviz Server · tools-only bundleThe Graphviz MCP Server provides comprehensive capabilities for creating, editing, and rendering Graphviz graphs. It supports DOT language manipulation, graph rendering with multiple layouts, and visualization analysis.
- ▌ Development Guide 5 · tools-only bundleAleph is an MCP server implementing the Recursive Language Model (RLM) paradigm for document analysis.
- ▌ Promptheus Development Guide · tools-only bundleThis document outlines development environment setup, testing procedures, code standards, and architectural patterns for Promptheus contributors.
- ▌ Development Guide 6 · tools-only bundleThis document covers FinchBot development environment setup, testing, code quality standards, and project structure.
- ▌ Development Guide 7 · tools-only bundledocument analysis. Instead of stuffing context into prompts, Aleph stores documents in a sandboxed Python REPL and provides tools for iterative exploration.
- ▌ Plugin Validator Error Codes · tools-only bundleComplete reference for all error codes emitted by plugin_validator.py.
- ▌ Plugin Validator Error Codes 2 · tools-only bundleComplete reference for all error codes emitted by plugin_validator.py.
- ▌ Table Setup · tools-only bundleTo create the credentials needed to connect to BigQuery, there is more than one option. You can review them here. For this course, we went with the option of creating a service account.
- ▌ Prompt Engineering 5 · tools-only bundleEffective prompt engineering is crucial not only for maximizing Strands Agents' capabilities but also for securing against LLM-based threats.
- ▌ Supported Databases · tools-only bundleContextForge supports multiple database backends with full feature parity across all supported systems.
- ▌ Database Adapter Configuration · tools-only bundleComplete guide for using database sessions with Auth.js 5 and Next.js App Router.
- ▌ External Dns Cloudflare Configuration Reference · tools-only bundleComplete guide for configuring External-DNS with Cloudflare DNS, including proxy settings, API optimization, and production best practices.
- ▌ Go Backend Code Review · tools-only bundleLoad beagle-go:review-verification-protocol skill and keep its checklist in mind throughout the review.
- ▌ Hull Integrity Context Window Management · tools-only bundleUse to monitor and manage context window consumption across the squadron.
- ▌ Chunker Server · tools-only bundleThe Chunker MCP Server provides advanced text chunking capabilities with multiple strategies and configurable options.
- ▌ Package Configurations In Turborepo · tools-only bundleLe Package Configurations permettono di definire comportamenti specifici per singoli package senza influenzare l'intero repository.
- ▌ Development Setup 2 · tools-only bundleThis guide covers local development setup for the NGUI E2E Client, including linking the @rhngui/patternfly-react-renderer package for active development.
- ▌ Aks Diagnostics Reference · tools-only bundleAKS Diagnose and Solve Problems is an intelligent, self-diagnostic tool built into the Azure portal that helps identify and resolve cluster problems automatically with no extra configuration or billing cost.
- ▌ Edge Device Deployment Guide · tools-only bundleRun cascadeflow on edge AI devices (Nvidia Jetson, Raspberry Pi) with local inference and cloud fallback for privacy, cost savings, and low latency.
- ▌ IOS Code Review · tools-only bundleLoad beagle-ios:review-verification-protocol skill and keep its checklist in mind throughout the review.
- ▌ Contributing Guide 2 · tools-only bundleThis guide covers everything you need to contribute to notebooklm-py: architecture overview, testing, and releasing.
- ▌ Release Guide · tools-only bundleReleases are now fully automated when PRs are merged to the main branch.
- ▌ Developer Workstation 3 · tools-only bundleThis guide helps you to set up your local environment for contributing to the Model Context Protocol (MCP) Gateway.
- ▌ OAUTH Troubleshooting Guide · tools-only bundleThis guide helps troubleshoot OAuth 2.0 authentication problems when registering MCP servers, particularly the "Invalid or expired state parameter" error.
- ▌ Rfc 9728 OAUTH Protected Resource Metadata Compliance 4 · tools-only bundleContextForge implements RFC 9728: OAuth 2.0 Protected Resource Metadata to enable OAuth-protected MCP servers to advertise their authorization server configuration.
- ▌ Core Web Vitals Next JS Optimization · tools-only bundleCore Web Vitals (CWV) sono le metriche di performance critiche per l'esperienza utente e il SEO.
- ▌ Console Toolset · tools-only bundleThe console toolset provides ready-to-use pydantic-ai tools for file operations and shell execution.
- ▌ Run Analysis Workflow 2 · tools-only bundleExecute CodeQL security queries on an existing database with ruleset selection and result formatting.
- ▌ Troubleshoot Workflow · tools-only bundleDebug and troubleshoot ArgoCD applications - logs, diff, history, rollback.
- ▌ Holmesgpt Data Sources And Toolsets · tools-only bundleComplete reference for built-in and custom data source integrations.
- ▌ AWS Sdk For Java 2 X Developer Guide · tools-only bundleThe AWS SDK for Java 2.x provides a modern, type-safe API for AWS services. Built on Java 8+, it offers improved performance, better error handling, and enhanced security compared to v1.x.
- ▌ Security Hooks For Pre Commit · tools-only bundleComprehensive guide to secret detection and security scanning hooks.
- ▌ Projectmanage Workflow · tools-only bundleManage ArgoCD Projects - create, configure destinations, sources, and RBAC.
- ▌ Max Callbacks Limit · tools-only bundleLiteLLM limits the number of callbacks that can be registered to prevent performance degradation.
- ▌ Cost Tracking Integration · tools-only bundleUse LangSmith's server-side cost calculation - the native LangChain ecosystem choice.
- ▌ Relief On Station Context Window Exhaustion · tools-only bundleUse when a ship's context window is depleted and a fresh ship must take over its task.
- ▌ Scuttle And Re Form Mission Abort · tools-only bundleUse when the mission cannot succeed under current conditions and continuing wastes budget.
- ▌ Session Resumption Picking Up Mid Mission · tools-only bundleUse when a session is interrupted (context limit, crash, timeout) and work must continue.
- ▌ Password Management And Recovery 2 · tools-only bundleThis guide covers all supported password reset and account recovery paths for ContextForge administrators.
- ▌ Tool Annotations · tools-only bundleTool annotations provide metadata hints about tool behavior, helping clients and UIs make informed decisions about how to present and use tools.
- ▌ Common Patterns Reference · tools-only bundleError handling, pagination, and reusable patterns for the Grafana HTTP API.
- ▌ Flask Patterns Reference · tools-only bundleCommon patterns and best practices for Flask web applications.
- ▌ Elixir Code Review 3 · tools-only bundleLoad beagle-elixir:review-verification-protocol skill and keep its checklist in mind throughout the review.