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- ▌ Path Resolution Resolver Minimal Interface Plus Test Matrix · tools-only bundleThis is a refactor draft. The only intended behavior change vs current code is the reporoot fallback for includes (Issue #240); project-root handling already follows existing prompt intent to ignore package-root PDDPATH.
- ▌ Configuration Interpolation And Advanced Patterns · tools-only bundleReference documentation for advanced configuration interpolation patterns in Hatchling. Use this to help users understand how to use context formatting to dynamically compute or substitute values in configuration.
- ▌ Pr 160 Review Improve Codemap Py With Symbol Hierarchy 2 · tools-only bundleJava needs a similar visitclassbody implementation. The current code only checks for public classes but doesn't extract methods.
- ▌ PDF Advanced Features Guide · tools-only bundleComprehensive guide to advanced PDF extraction features (Priority 2 & 3).
- ▌ Phase 7 Mitigation Planning 4 · tools-only bundleDo NOT plan mitigations from memory. MUST read P6 validated risks first!
- ▌ Phase 7 Mitigation Planning 5 · tools-only bundleDo NOT plan mitigations from memory. MUST read P6 validated risks first!
- ▌ Progressive Disclosure Architecture · tools-only bundleContext management pattern that loads information incrementally. Reduces baseline token consumption by 85-93% while maintaining full functionality.
- ▌ Profiles Vs Permission Sets Guide 2 · tools-only bundleSalesforce provides two primary mechanisms for controlling user access: Profiles and Permission Sets. Understanding when to use each is critical for maintainable security architecture.
- ▌ Stateless Agent Methodology Sam · tools-only bundleA constraint-driven development framework that compensates for LLM limitations through architectural structure rather than behavioral instructions.
- ▌ Product Team Skills Suite Architecture · tools-only bundleA comprehensive suite of 5 interconnected skills designed for modern product teams, enabling data-driven decisions, user-centered design, and agile delivery.
- ▌ Pipelines And Composite Estimators Reference · tools-only bundlePipelines chain multiple processing steps into a single estimator, preventing data leakage and simplifying code.
- ▌ Strategy Generated Location Correct Relative Asset Paths · tools-only bundleThis repo treats all Markdown READMEs as generated artifacts. The generator is responsible for making every output Markdown file render correctly both (a) on GitHub when viewed in-place and (b) in local Markdown…
- ▌ Performance Optimization 2 · tools-only bundleOptimizing pandas performance is critical for production workflows. This reference covers memory optimization, vectorization, chunking, and profiling with pandas 2.0+.
- ▌ Performance Optimization For Apex Tests · tools-only bundleFast tests enable faster development. When test suites run quickly, developers refactor confidently. This guide covers techniques to dramatically reduce test execution time.
- ▌ Path Resolution Migration Plan · tools-only bundleThis plan describes the concrete work needed to migrate README generation to the final path-resolution strategy (relative asset paths resolved per output file).
- ▌ AI Agents And Skills Workshop For Embedded Engineers 2 · tools-only bundleA skill is a markdown file (SKILL.md) with optional supporting resources that teaches Claude specialized knowledge or workflows.
- ▌ AI Agents And Skills Workshop For Embedded Engineers 3 · tools-only bundleA skill is a markdown file (SKILL.md) with optional supporting resources that teaches Claude specialized knowledge or workflows.
- ▌ AI Agents And Skills Workshop For Embedded Engineers 4 · tools-only bundleA skill is a markdown file (SKILL.md) with optional supporting resources that teaches Claude specialized knowledge or workflows.
- ▌ Build Environment Configuration · tools-only bundleReference this guide when helping users understand the build environment in hatchling—a specialized environment used by the hatch build command and other build operations.
- ▌ Promptdriven Development Doctrine · tools-only bundleA concise set of principles for building and maintaining software where prompts are the primary artifact, regeneration is the default, and synchronization across code, examples, and tests is non‑negotiable.
- ▌ Stateless Software Engineering Framework · tools-only bundleThis framework treats Claude as a stateless computation engine rather than a knowledge worker.
- ▌ Stateless Software Engineering Framework 2 · tools-only bundleThis framework treats Claude as a stateless computation engine rather than a knowledge worker.
- ▌ Temporary Documentation Lifecycle Command 2 · tools-only bundleManage temporary documentation created during task execution - prevent git pollution from AI-generated checklists, reports, and investigation notes.
- ▌ Bidict Bidirectional Mapping Library 2 · tools-only bundlebidict provides efficient, Pythonic bidirectional mapping data structures for Python.
- ▌ Datasette Instant Data Publishing And Exploration 2 · tools-only bundleDatasette is an open-source tool for exploring and publishing data. It transforms any SQLite database into an interactive website with a full JSON API, requiring zero code.
- ▌ Thinking Partner 2 · tools-only bundleConduct an in-depth interview to help the user clarify, stress-test, and articulate their ideas through thoughtful questioning.
- ▌ Claude Code Memory And Rules Reference 2 · tools-only bundleBoth load into context at session start. More specific instructions take precedence over broader ones.
- ▌ External Pattern Integrator 4 · tools-only bundleSystematically analyze external agent/skill definitions and integrate their strengths into local skills while maintaining workflow coherence.
- ▌ Create Merge Request Changelog 4 · 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.
- ▌ Research Curator Add Resources To Research Directory 3 · tools-only bundleAdd novel tools, repositories, and resources to ./research/ for future reference in Claude Code development.
- ▌ Audit Skill Completeness 3 · tools-only bundleEvaluates a single skill directory against 8 quality categories derived from Anthropic's official skills repository.
- ▌ Implement Refactor 2 · tools-only bundleThis command continues from /plugin-creator:assessor. After planning completes, use this to execute the refactoring tasks.
- ▌ Orchestrator Discipline 5 · tools-only bundleEnforce delegation discipline for the orchestrator role in multi-agent Claude Code workflows.
- ▌ Start Task Sam Task Execution Helper 2 · 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.
- ▌ Create Feature Development Task 2 · tools-only bundleI need to create a structured development task for: $ARGUMENTS
- ▌ Sam Stage 5 Execution 2 · 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.
- ▌ File Summarization 3 · 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 3 · tools-only bundleThis skill orchestrates specialized agents through a comprehensive plugin creation workflow.
- ▌ Audit Skill Lifecycle 3 · tools-only bundleDeep semantic validation of how skills interconnect, what they load, what they produce, and whether the resulting call graph forms a coherent, non-contradictory workflow.
- ▌ Patient Documentation Standards 2 · tools-only bundleSOAP (Subjective, Objective, Assessment, Plan) is the standard format for progress notes in clinical practice.
- ▌ Patient Cohort Analysis Guide 2 · tools-only bundlePatient cohort analysis involves systematically studying groups of patients to identify patterns, compare outcomes, and derive clinical insights.
- ▌ A2a Agent To Agent Integration · tools-only bundleContextForge supports A2A (Agent-to-Agent) integration, allowing you to register external AI agents and expose them as MCP tools for seamless integration with other agents and MCP clients.
- ▌ Local Deep Research V0 2 0 Release Notes · tools-only bundleWe're excited to announce Local Deep Research v0.2.0, a major update that brings significant improvements to research capabilities, performance, and user experience.
- ▌ Frequently Asked Questions Faq 8 · tools-only bundleSkills are specialized instruction files that teach AI assistants how to handle specific tasks. Think of them as expert knowledge modules that your AI can load on-demand.
- ▌ Basic Concepts 2 · tools-only bundleOpenViking unifies all context management through a filesystem paradigm, enabling tiered delivery and self-iteration.
- ▌ Basic Concepts 3 · tools-only bundleOpenViking unifies all context management through a filesystem paradigm, enabling tiered delivery and self-iteration.
- ▌ Basic Concepts 4 · tools-only bundleOpenViking unifies all context management through a filesystem paradigm, enabling tiered delivery and self-iteration.
- ▌ Frequently Asked Questions Faq 10 · tools-only bundleSkills are specialized instruction files that teach AI assistants how to handle specific tasks. Think of them as expert knowledge modules that your AI can load on-demand.
- ▌ Basic Concepts 5 · tools-only bundleOpenViking unifies all context management through a filesystem paradigm, enabling tiered delivery and self-iteration.
- ▌ Supervertaler Frequently Asked Questions 3 · tools-only bundleWelcome to the Supervertaler FAQ! Find answers to common questions about installation, features, workflow, and troubleshooting.
- ▌ Supervertaler Frequently Asked Questions 4 · tools-only bundleWelcome to the Supervertaler FAQ! Find answers to common questions about installation, features, workflow, and troubleshooting.
- ▌ Frequently Asked Questions 3 · tools-only bundleEvalView is an open-source, pytest-style testing and regression detection framework for AI agents. It detects when your agent's behavior changes after you modify prompts, swap models, or update tools.
- ▌ Basic Concepts 6 · tools-only bundleOpenViking unifies all context management through a filesystem paradigm, enabling tiered delivery and self-iteration.
- ▌ Setup And Requirements · tools-only bundleFrequently asked questions about ZERG. Questions are grouped by topic.
- ▌ Basic Concepts 7 · tools-only bundleOpenViking unifies all context management through a filesystem paradigm, enabling tiered delivery and self-iteration.
- ▌ Supervertaler Frequently Asked Questions 5 · tools-only bundleWelcome to the Supervertaler FAQ! Find answers to common questions about installation, features, workflow, and troubleshooting.
- ▌ Frequently Asked Questions Faq 7 · tools-only bundleLDR is an open-source AI research assistant that performs systematic research by breaking down complex questions, searching multiple sources in parallel, and creating comprehensive reports with proper citations.
- ▌ Frequently Asked Questions Faq 9 · tools-only bundleLDR is an open-source AI research assistant that performs systematic research by breaking down complex questions, searching multiple sources in parallel, and creating comprehensive reports with proper citations.
- ▌ Agent Gateway A2a Protocol Overview · tools-only bundleimport Tabs from '@theme/Tabs'; import TabItem from '@theme/TabItem'; import Image from '@theme/IdealImage';
- ▌ Local Deep Research V0 4 0 Release Notes · tools-only bundleWe're excited to announce Local Deep Research v0.4.0, bringing significant improvements to search capabilities, model integrations, and overall system performance.
- ▌ How Can I Add All The Files To The Chat · tools-only bundlePeople regularly ask about how to add many or all of their repo's files to the chat. This is probably not a good idea and will likely do more harm than good.
- ▌ Available Tools 4 · tools-only bundleExecute Python code in an IPython environment with full Jupyter Notebook-style interaction.
- ▌ Office Open XML Technical Reference · tools-only bundleUse the Document class from scripts/document.py for all tracked changes and comments. It automatically handles infrastructure setup (people.xml, RSIDs, settings.xml, comment files, relationships, content types).
- ▌ Repomix Pack Codebase Into AI Friendly Formats · tools-only bundleRepomix is a powerful tool that packs entire repositories into a single, AI-friendly file optimized for consumption by Large Language Models (LLMs) such as Claude, ChatGPT, DeepSeek, Perplexity, Gemini, Llama, Grok, and…
- ▌ Extension Guide 2 · tools-only bundleThis guide explains how to extend Local Deep Research with custom components.
- ▌ Developer Guide 14 · tools-only bundleThis guide covers everything you need to know to develop with the Aden Agent Framework.
- ▌ Developer Guide 15 · tools-only bundleThis guide covers everything you need to know to develop with the Aden Agent Framework.
- ▌ Developer Guide 13 · tools-only bundleThe most convenient way to configure the Python environment is to use
- ▌ Why Symlinks For Skills · tools-only bundleAdd Cursor IDE support for existing Claude Code skills and MCP servers.
- ▌ Search Engines Guide · tools-only bundleLocal Deep Research integrates with multiple search engines to provide comprehensive research capabilities. This guide covers all available search engines, their specializations, and configuration details.
- ▌ Searxng Integration For Local Deep Research · tools-only bundleThis document explains how to configure and use the SearXNG integration with Local Deep Research.
- ▌ Node Endpoint Knowledge Graph Exploration · tools-only bundleThe Node endpoint retrieves property relationships and values from the Data Commons knowledge graph.
- ▌ Sepay Overview · tools-only bundleVietnamese payment automation platform serving as intermediary between applications and banks.
- ▌ Paddle Overview · tools-only bundlePaddle Billing = merchant-of-record platform handling payments, tax compliance, localization, subscriptions globally.
- ▌ Database Schema · tools-only bundleThis document describes the database models and their relationships in Local Deep Research.
- ▌ Database Schema 2 · tools-only bundleThis document describes the database models and their relationships in Local Deep Research.
- ▌ Problem Addressed 37 · tools-only bundlePlannotator is an interactive plan review tool for AI coding agents that intercepts agent plans via hooks, displays them in a visual browser-based UI for annotation, and sends structured feedback back to the agent.
- ▌ Operations Guide 2 · tools-only bundleThis guide provides detailed information for Git operations and release management in IntentKit.
- ▌ Benchmarking System · tools-only bundleThe Local Deep Research benchmarking system evaluates search configurations, models, and strategies using standardized datasets to help you optimize performance.
- ▌ Pymoo Genetic Operators Reference · tools-only bundleSampling operators initialize populations at the start of optimization.
- ▌ Metrics And Analytics Dashboard · tools-only bundleThis guide covers the Metrics Dashboard for monitoring research performance, costs, and usage analytics.
- ▌ Brainstorming Skill 2 · tools-only bundleThis skill provides comprehensive, research-validated brainstorming patterns and prompt templates to help generate high-quality ideas across any domain.
- ▌ Autonomous Refinement Loop Arl · tools-only bundleThe ARL is a logical process for iterative skill refinement that operates without human intervention by replacing judgment gates with machine-verifiable conditions.
- ▌ Research And Compare Methodology Framework · tools-only bundleCompare the Stateless Agent Methodology (SAM) with another methodology/framework specified by the user, producing a structured comparison document following the universal comparison template.
- ▌ Common Benchmarking Issues And Solutions · tools-only bundleThis guide documents known issues that can affect benchmark results and how to avoid them.
- ▌ Os Specific Notifications · tools-only bundleAider can notify you when it's done working and is waiting for your input. This is especially useful for long-running operations or when you're multitasking.
- ▌ Notifications System · tools-only bundleThe Local Deep Research (LDR) notifications system provides a flexible way to send notifications to various services when important events occur, such as research completion, failures, or subscription updates.
- ▌ API Quick Start · tools-only bundleLocal Deep Research provides both HTTP REST API and programmatic Python API access. Since version 1.0, authentication is required for all API endpoints, and the system uses per-user encrypted databases.
- ▌ API Quick Start 2 · tools-only bundleLocal Deep Research provides both HTTP REST API and programmatic Python API access. Since version 1.0, authentication is required for all API endpoints, and the system uses per-user encrypted databases.
- ▌ Open Source Project Readme Template · tools-only bundleUse this template for projects intended for public use and contribution.
- ▌ Claude Agent Benchmark System Overview · tools-only bundleDirectories containing test files. Each suite is benchmarked independently.
- ▌ Pdd Onboarding Guide 3 · tools-only bundleThis guide provides instructions for setting up the Prompt-Driven Development (PDD) toolkit. It includes a quick start for users and a comprehensive guide for developers contributing to the project.
- ▌ Getting Started With Neon · tools-only bundleInteractive guide for setting up a Neon project and connecting it to code.
- ▌ Getting Started 12 · tools-only bundleThis guide will help you set up the Aden Agent Framework and build your first agent.
- ▌ Getting Started 13 · tools-only bundleThis guide will help you set up the Aden Agent Framework and build your first agent.
- ▌ Getting Started 14 · tools-only bundleThis guide will help you get OpenAkita up and running quickly.
- ▌ Getting Started 15 · tools-only bundleThis guide will help you get OpenAkita up and running quickly.
- ▌ Getting Started 16 · tools-only bundleThis guide will help you set up the Aden Agent Framework and build your first agent.
- ▌ Getting Started 17 · tools-only bundleThis guide will help you set up the Aden Agent Framework and build your first agent.
- ▌ Getting Started 18 · tools-only bundleThis guide will help you get OpenAkita up and running quickly.