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- ▌ Other Services Reference · tools-only bundleGuide to Classroom, Chat, Contacts, Tasks, People, Groups, and Keep.
- ▌ Salesforce Data Model Template 2 · tools-only bundleData model diagram template using flowchart LR for visualizing Salesforce object relationships with color coding, LDV markers, and relationship type labels.
- ▌ Scheduled Jobs And Cron · tools-only bundleSchedule functions to run automatically at regular intervals or specific times.
- ▌ Apex Security Guide 2 · tools-only bundleComprehensive guide to Apex security including CRUD/FLS enforcement, sharing rules, SOQL injection prevention, and generation guardrails.
- ▌ System Design And Architecture 2 · tools-only bundlecore/utils.py is a foundation layer. It does not depend on other project modules.
- ▌ Sequence Handling With Bio Seq And Bio Seqio · tools-only bundleBio.Seq provides the Seq object for biological sequences with specialized methods, while Bio.SeqIO offers a unified interface for reading, writing, and converting sequence files across multiple formats.
- ▌ Retrieving Completed Tasks · tools-only bundleThe td completed command is the primary way to retrieve completed tasks.
- ▌ Copy Text Message Feature · tools-only bundleThe Copy Text Message feature provides users with a convenient and intuitive way to copy message content from conversations to their clipboard with a single click, supporting various content types including plain text…
- ▌ Infographic Design Principles · tools-only bundleThis reference covers the fundamental design principles for creating effective, professional infographics.
- ▌ Resume Checklist · tools-only bundleFollow this checklist when resuming work from a handoff document to ensure zero-ambiguity continuation.
- ▌ Salesforce Scheduler Data Model Template · tools-only bundlePre-built data model for Salesforce Scheduler (Lightning Scheduler) using flowchart LR format with color coding and relationship indicators.
- ▌ Apex Security Guide 3 · tools-only bundleComprehensive guide to Apex security including CRUD/FLS enforcement, sharing rules, SOQL injection prevention, and generation guardrails.
- ▌ Microsim Generator Matching Criteria 2 · tools-only bundleThis reference document provides detailed matching criteria for all available MicroSim generator skills. Use this to score and rank which generator best matches a given diagram specification.
- ▌ Simplellmfunc AI Coding Agent Instructions · tools-only bundleSimpleLLMFunc is a lightweight LLM application framework enabling developers to write LLM-powered workflows and agents using Python decorators with DocString-as-Prompt philosophy.
- ▌ Coding Guidelines · tools-only bundleYou are a senior software engineer working on the AgentHub project.
- ▌ Agentic Infraops Copilot Instructions 8 · tools-only bundleTransform Azure infrastructure requirements into deploy-ready Bicep code using coordinated AI agents, aligned with Azure Well-Architected Framework (WAF) and Azure Verified Modules (AVM).
- ▌ Agentic Infraops Copilot Instructions 9 · tools-only bundleTransform Azure infrastructure requirements into deploy-ready Bicep code using coordinated AI agents, aligned with Azure Well-Architected Framework (WAF) and Azure Verified Modules (AVM).
- ▌ Github Copilot Instructions For Problem Based Srs · tools-only bundleThis repository provides AgentSkills for following a Problem-Based Software Requirements Specification (SRS) methodology.
- ▌ Repo Specific Instructions · tools-only bundleRELEVANCE Always maintain relevance to the repository in which you are working. Do not provide generic or unrelated information unless specifically requested by the user.
- ▌ Simplellmfunc AI Coding Agent Instructions 2 · tools-only bundleSimpleLLMFunc is a lightweight LLM application framework enabling developers to write LLM-powered workflows and agents using Python decorators with DocString-as-Prompt philosophy.
- ▌ How To Use Managed Identity · tools-only bundleThis guide shows you how to configure Simple Chat to use Azure Managed Identity instead of API keys for secure authentication to Azure services.
- ▌ Context Aware Support Agent Sealos Edition · tools-only bundleThis use case demonstrates how MemU enables a support agent to remember user history across sessions, deployed on a Sealos Devbox environment.
- ▌ Local Code Review Assistant · tools-only bundleYou are helping me perform a local code review before I push changes. Please follow this structured workflow.
- ▌ Search Result Caching Architecture · tools-only bundleComprehensive search result caching system that ensures consistent results across identical queries while supporting multi-instance deployments.
- ▌ Refresh Token Flow Template · tools-only bundleOAuth 2.0 Refresh Token Grant for obtaining new access tokens without user interaction.
- ▌ Release Notes 4 · tools-only bundleThis release marks a significant milestone in expanding Next Gen UI's visualisation and integration capabilities and maturing evaluation framework.
- ▌ 5 0 0 2026 02 10 Antigravity Workflows Foundation · tools-only bundleThis new skill routes users from high-level goals to concrete execution steps across related skills and bundles.
- ▌ Feature Plan Execution Assistant · tools-only bundleAfter each section, ask if new tasks were discovered. If yes, capture them in a "New Work" list with status todo and include in the summary.
- ▌ Implementation Guide 6 · tools-only bundleUse soup.get_text(separator=' ', strip=True) to ensure words don't stick together after tag removal.
- ▌ Research Pipeline API Reference · tools-only bundleDefine the research context by describing available data and analytical tools.
- ▌ Implementation Guide 7 · tools-only bundlePDF text often has extra newlines. We should join lines that end without "sentence-ending" punctuation or lines that look like parts of the same flow.
- ▌ System Design And Architecture 6 · tools-only bundleThe pdf_extractor acts as a data source for the validation engine. It encapsulates all PDF-specific complexity.
- ▌ Azure Document Intelligence API Parameter Fix · tools-only bundleThe issue was in the extractcontentwithazuredi function in functionscontent.py. For non-government Azure environments, the function was not using the correct parameter names when calling the Azure Document Intelligence…
- ▌ Knowledge Capture Assistant · tools-only bundleGuide me through creating a structured understanding of a code entry point and saving it to the knowledge docs.
- ▌ Group Status Management Feature · tools-only bundleThe Group Status Management feature provides administrators with fine-grained control over group workspace operations through status-based access controls.
- ▌ Security Standards Reference · tools-only bundleComprehensive security standards and secure coding practices for application security.
- ▌ Github Copilot Coding Agent Instructions Brood · tools-only bundleCreated by Kevin Showkat. If you find Brood useful, connect with me on LinkedIn: https://www.linkedin.com/in/kshowkat
- ▌ Github Copilot Coding Agent Instructions Brood 2 · tools-only bundleCreated by Kevin Showkat. If you find Brood useful, connect with me on LinkedIn: https://www.linkedin.com/in/kshowkat
- ▌ System Design And Architecture 5 · tools-only bundleThe epubextractor mirrors the pdfextractor in interface, providing a unified way to get "clean" text from a book file.
- ▌ User Profile Dashboard · tools-only bundleComplete redesign of the user profile page into a modern, dashboard-style interface with personalized analytics and visualizations.
- ▌ Apex Security Guide 4 · tools-only bundleUse for most classes. Enforces record-level security (OWD, sharing rules).
- ▌ Statistical Reporting Standards · tools-only bundleThis document provides guidelines for reporting statistical analyses according to APA (American Psychological Association) style and general best practices for academic publications.
- ▌ Embedding Token Tracking For Document Uploads · tools-only bundleImplemented comprehensive token tracking for document embedding generation in personal workspaces.
- ▌ Enhanced User Management System · tools-only bundleEnhanced the Control Center user management page to provide comprehensive user activity metrics, profile image support, and detailed storage analytics.
- ▌ Step 1 Capture Requirement · tools-only bundleEnsure the YAML frontmatter and section headings remain identical to the templates before filling in feature-specific content.
- ▌ Planning Update Assistant · tools-only bundlePlease help me reconcile the current implementation progress with our planning documentation.
- ▌ Agent Streaming Support · tools-only bundleThis feature adds real-time streaming support for Semantic Kernel agents, allowing users to see agent responses incrementally as they are generated, matching the existing chat streaming experience.
- ▌ Group Activity Timeline Feature · tools-only bundleThe Group Activity Timeline provides administrators with a comprehensive, real-time view of all activities happening within a group workspace.
- ▌ Agent Model And Display Name Fixes · tools-only bundleFixed UX issues with message metadata and display when using Semantic Kernel agents.
- ▌ Research Protocol · tools-only bundleThis document defines the research decision and execution flow.
- ▌ System Design And Architecture 3 · tools-only bundleThe text_canonicalizer is a utility in the validation namespace. It is used by both PDF and EPUB extractors before passing text to the validator.
- ▌ Implementation Guide 5 · tools-only bundler"-\s\n\s" should be replaced with "" (empty string) to join words.
- ▌ Admin Left Hand Navigation Enhancement · tools-only bundleThis feature introduces an innovative dual-navigation approach for admin settings, providing both traditional top-nav tabs and a modern left-hand hierarchical navigation system.
- ▌ Multi Modal Vision Analysis Feature · tools-only bundleThis feature adds AI-powered vision analysis capabilities to Simple Chat, enabling semantic understanding of images beyond traditional OCR text extraction.
- ▌ Group Status UI Visibility Enhancement · tools-only bundleThis enhancement adds dynamic UI visibility controls that hide creation and upload elements when a group is in a restricted status (locked, upload_disabled, or inactive).
- ▌ YAML Openapi Specification Support · tools-only bundleThe swagger wrapper now supports generating OpenAPI specifications in both JSON and YAML formats, providing developers with flexible options for API documentation and integration.
- ▌ Private Networking Support · tools-only bundleComprehensive private networking support for SimpleChat deployments via Azure Developer CLI (AZD) and Bicep infrastructure-as-code.
- ▌ Remixicon Integration Guide · tools-only bundleRemixIcon provides 3,100+ icons in outlined (-line) and filled (-fill) styles, built on 24x24px grid.
- ▌ Market Research Report Structure Guide · tools-only bundleDetailed guidance for writing each section of a comprehensive market research report.
- ▌ Server Components And Server Actions · tools-only bundleReact 19 Server Components run on server, can be async, enable zero-bundle data fetching. Server Actions handle mutations with progressive enhancement.
- ▌ Selector Patterns Query Abstraction In Vanilla Apex · tools-only bundleThis guide teaches query abstraction patterns using pure Apex - no external libraries required. These patterns improve testability, maintainability, and security compliance.
- ▌ Selector Patterns Query Abstraction In Vanilla Apex 2 · tools-only bundleThis guide teaches query abstraction patterns using pure Apex - no external libraries required. These patterns improve testability, maintainability, and security compliance.
- ▌ Semantic Kernel Action Plugin Invocation Logging · tools-only bundleThis system provides comprehensive logging for all Semantic Kernel actions/plugin invocations, capturing function calls, parameters, results, and execution times before they're sent to the model.
- ▌ Overview And Purpose 4 · tools-only bundleSimpleChat now supports comprehensive table rendering from multiple input formats, ensuring that tables generated by AI agents or pasted by users are properly displayed as styled HTML tables regardless of their original…
- ▌ Overview And Purpose 5 · tools-only bundleSimpleChat now supports comprehensive table rendering from multiple input formats, ensuring that tables generated by AI agents or pasted by users are properly displayed as styled HTML tables regardless of their original…
- ▌ Metadata Enhanced Citations Feature · tools-only bundleThis feature enhances the RAG (Retrieval-Augmented Generation) experience by automatically including document metadata (keywords and abstracts) as additional citation sources when AI Search returns relevant documents.
- ▌ Feature Requirements Structure Analyzer · tools-only bundlePDF files are essentially "flat" collections of text blocks with position coordinates. They lack semantic structure such as Chapters, Sections, Paragraphs, Lists, and Footnotes.
- ▌ Design Structure Analyzer · tools-only bundleThe Structure Analyzer acts as a middleware between PDFExtractor (raw blocks) and EPUBBuilder (structured chapters). It operates on a stream of TextBlocks and progressively enriches them with semantic tagging.
- ▌ Plugin Authentication Type Constraints · tools-only bundleSimpleChat now enforces authentication type constraints per plugin type. Different plugin types may support different authentication methods based on their requirements and the APIs they integrate with.
- ▌ REST Callout Patterns · tools-only bundleThis guide covers patterns for making HTTP callouts from Salesforce Apex to external REST APIs.
- ▌ System Design And Architecture 4 · tools-only bundleThe CompletenessChecker takes two strings (source and target), segments the source, and searches for each segment in the target.
- ▌ Tabular Data CSV Storage Optimization Fix · tools-only bundleThis optimization dramatically improves the efficiency of tabular data handling in conversations while maintaining full backward compatibility and user experience.
- ▌ Integration Security Best Practices 2 · tools-only bundleSecurity is critical for integrations. This guide covers best practices for securing Salesforce integrations with external systems.
- ▌ Control Center Metrics Caching System · tools-only bundleImplemented a comprehensive caching system for Control Center metrics to dramatically improve performance and user experience.
- ▌ REST Callout Patterns 2 · tools-only bundleThis guide covers patterns for making HTTP callouts from Salesforce Apex to external REST APIs.
- ▌ Enhanced Vision Analysis Debug Logging · tools-only bundleAdded comprehensive debugprint() logging throughout the analyzeimagewithvision_model() function to provide detailed visibility into every step of the vision analysis process.
- ▌ Implementation Plan · tools-only bundleThis plan covers Phase 5 of the Product Vision: implementing the conversion pipeline that transforms extracted PDF structure into valid EPUB files.
- ▌ Enhanced User Management Implementation Summary · tools-only bundleSuccessfully implemented comprehensive enhancements to the Control Center's user management system with refined metrics calculations, profile image support, and detailed activity tracking.
- ▌ Text To Speech Chunking And Parallel Synthesis Strategy · tools-only bundleThis document describes the intelligent chunking and parallel synthesis strategy used in the TTS feature to minimize audio playback latency and ensure seamless transitions between chunks.
- ▌ How Contextforge Fits The Criteria For Selecting An 3 · tools-only bundleA practical framework for evaluating MCP gateways, and how ContextForge addresses each criterion.
- ▌ Responsive Design Calculations · tools-only bundleReference for breakpoint math, fluid typography, and responsive layout patterns.
- ▌ Annual Report · tools-only bundleThis Annual Report is entirely fictional and integrates prior synthetic financial statements for use in compliance training, fraud awareness, and investigative exercises. Names, figures, and events are invented.
- ▌ Multimedia Support Reorganization And Video Indexer · tools-only bundleThis enhancement reorganizes the Multimedia Support section in the admin settings interface and adds a comprehensive Azure AI Video Indexer configuration guide.
- ▌ Problem Statement 2 · tools-only bundleThis document describes the implementation of dynamic OpenAPI schema generation to reduce hardcoded schema definitions while maintaining comprehensive API documentation and schema references.
- ▌ Adr 017 The Resource And Ref Architecture · tools-only bundleA document is fresh if its template hasn't changed and none of its refs have a different version. This ADR defines the architecture for tracking refs, detecting staleness, and controlling recompilation.
- ▌ Automaticswaggerschema Generation Feature · tools-only bundleThis feature provides comprehensive automatic schema generation and interactive API documentation for Flask endpoints using Abstract Syntax Tree (AST) analysis.
- ▌ Comprehensive File Content Inclusion Enhancement · tools-only bundleAfter implementing the tabular data LLM content inclusion fix, it became clear that all file types would benefit from increased content limits for LLM analysis.
- ▌ Problem Statement · tools-only bundleThis document describes the revolutionary implementation of inline OpenAPI schema generation that completely eliminates hardcoded schema definitions and generates accurate schemas directly from actual route…
- ▌ YAML Format Support Implementation Summary · tools-only bundleThe implementation is production-ready and provides seamless access to both JSON and YAML OpenAPI specifications!
- ▌ Security Architecture Patterns 2 · tools-only bundleThis reference guide provides comprehensive information for senior security.
- ▌ NPM Security Best Practices · tools-only bundleThe following cheatsheet covers several npm security best practices and productivity tips, useful for JavaScript and Node.js developers.
- ▌ NPM Security Best Practices 2 · tools-only bundleThe following cheatsheet covers several npm security best practices and productivity tips, useful for JavaScript and Node.js developers.
- ▌ Mobile Application Security Cheat Sheet 3 · tools-only bundleMobile application development presents certain security challenges that are unique compared to web applications and other forms of software.
- ▌ Document Metadata Update Activity Logging · tools-only bundleDocument metadata update activity logging provides comprehensive tracking of all document metadata modifications across personal, group, and public workspaces.
- ▌ Agent And Plugin Blueprint Registration Fix · tools-only bundleThe application was experiencing a critical issue where agent and plugin API endpoints were returning 404 (NOT FOUND) errors instead of properly functioning.
- ▌ Group Member Deleted Activity Logging · tools-only bundleGroup member deletion activity logging provides comprehensive tracking of all group member removals, including both self-removals (members leaving) and administrative removals (owners/admins removing members).
- ▌ CI CD Security Cheat Sheet · tools-only bundleCI/CD pipelines and processes facilitate efficient, repeatable software builds and deployments; as such, they occupy an important role in the modern SDLC.
- ▌ CI CD Security Cheat Sheet 3 · tools-only bundleCI/CD pipelines and processes facilitate efficient, repeatable software builds and deployments; as such, they occupy an important role in the modern SDLC.
- ▌ Agentic Security Implementation Guide 3 · tools-only bundleThis reference provides implementation guidance for the Agentic Security control set (ext-16), focusing on OWASP Agentic Top 10 (ASI01-ASI10) threats and their mitigations.
- ▌ AI Agent Security Cheat Sheet 3 · tools-only bundleAI agents are autonomous systems powered by Large Language Models (LLMs) that can reason, plan, use tools, maintain memory, and take actions to accomplish goals.