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A curated list of tools and methods for your daily life as a software developer in the times of GenAI.

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AICore Backpack

AICore Backpack

A curated collection of tools, methodologies, research, and resources for software developers in the age of GenAI.

Note: This is not a beginner's guide to AI tools. If you're already familiar with the basics (ChatGPT, Copilot, Cursor, etc.), this collection goes deeper: cool tools, extensions, open-source alternatives, videos, research papers, and interesting links to level up your AI-powered development workflow.

Categories

Agent Frameworks

Frameworks and libraries for building AI agents with planning, delegation, and autonomous capabilities.

  • CrewAI - Multi-agent platform with role-based agent design for collaborative AI workflows (GitHub)
  • Deep Agents - Open-source agent framework with planning, sub-agents, and MCP integration (GitHub)
  • HumanLayer SDK - API and SDK for human-in-the-loop approval workflows in AI agent systems (GitHub)
  • LangGraph - Framework for building stateful, multi-actor AI agents with cyclic workflows and human-in-the-loop support (GitHub)
  • Mem0 - Intelligent memory layer enabling AI agents to remember user preferences and learn continuously (GitHub)

AI IDEs & Editors

AI-powered integrated development environments and code editors with autonomous coding capabilities.

AI Platforms & Hubs

Central platforms for AI model discovery, sharing, and collaboration.

  • Hugging Face - AI community platform with 1M+ models and Transformers library for local model execution (Website)
  • Teamwork Graph - Atlassian's unified data layer with GraphQL API for AI-driven insights across apps (Website)

Local & Self-Hosted AI

Tools for running AI models locally, self-hosted solutions, and privacy-focused alternatives.

  • LM Studio - Desktop app for running LLMs locally with OpenAI-compatible API and developer SDKs (Website)
  • Ollama - Run large language models locally with a simple CLI and API (Website)
  • vLLM - High-performance LLM inference and serving library with PagedAttention and OpenAI-compatible API (GitHub)

MCP Servers & Integrations

Model Context Protocol servers, integrations, and extensions for Claude and other AI assistants.

  • Context7 - MCP server delivering up-to-date, version-specific library documentation directly into LLM prompts (GitHub)
  • DevSkills - MCP server for sharing AI agent skills across coding tools like Claude Code, Cursor, and Copilot (GitHub)
  • Kiro Powers - Dynamic MCP tool bundles with framework expertise that activate contextually (Website)

Observability

Tools for monitoring, tracing, and debugging LLM applications and AI agents.

  • LangSmith - Observability platform for debugging, monitoring, and understanding LLM application behavior (Website)

Methodologies & Approaches

Structured methodologies and frameworks for AI-assisted software development.

  • 12-Factor Agents - Design principles for building reliable, production-ready LLM-powered applications (GitHub)
  • Agent OS - Structured specifications and workflows that transform AI coding agents into productive developers (GitHub)
  • BMad Method - AI-driven agile framework with specialized agents for development workflows (GitHub)
  • Long-Running Agent Harness - Methodology for AI agents to work across multiple context windows with progress tracking (Article)
  • Spec Kit - Spec-driven development toolkit where specifications become executable implementations (GitHub)
  • Tomcat AI-Enabled - Reference patterns for making 726K+ LOC codebases AI-navigable with specialized agents and MCP integration (GitHub)

Prompt Engineering & Management

Tools for creating, testing, managing, and optimizing prompts.

Claude Code

Tools, extensions, and utilities specifically designed for Claude Code.

  • Beads - Git-backed distributed graph issue tracker providing persistent memory and task dependencies for AI agents (GitHub)
  • Claude Code Plugins - Official plugin system for extending Claude Code with commands, agents, skills, and MCP servers (Docs)
  • Ralph Loop - Self-referential AI loop enabling Claude Code to autonomously iterate on tasks until completion (GitHub)
  • Superpowers - Skills framework enabling structured TDD workflows and extended autonomous development sessions (GitHub)
  • Claude Code Sandboxing - Built-in filesystem and network isolation for safer autonomous AI agent execution (Docs)
  • Claude Code Tresor - Collection of 141 professional-grade agents, skills, and commands for Claude Code (GitHub)
  • Claude Trace - Logging and visualization tool that records all Claude Code interactions (GitHub)
  • CodeLayer - Open-source IDE built on Claude Code for orchestrating AI coding agents in complex codebases (Website)
  • Happy Coder - Mobile and web client for remote access to Claude Code with end-to-end encryption (GitHub)
  • Hugging Face Skills - LLM fine-tuning through natural language commands in coding agents (Blog)
  • Super Claude Kit - Persistence layer that adds cross-session context memory to Claude Code (GitHub)
  • TACHES CC Resources - 27 commands, 7 skills, and 3 agents for structured AI-assisted development workflows (GitHub)
  • The Definitive Guide to Claude Code - Comprehensive practitioner's guide covering installation, the Explore-Plan-Code-Commit workflow, context engineering with CLAUDE.md, and production patterns. (JP Caparas)

Documentation & Knowledge

Tools for AI-assisted documentation generation, knowledge management, and learning resources.

  • NotebookLM - Google's AI research assistant that transforms documents into summaries, podcasts, and mind maps (Website)

Open Source Alternatives

Open-source implementations and alternatives to popular commercial AI tools.

  • PageLM - Open-source NotebookLM alternative that transforms study materials into interactive learning experiences (GitHub)

AI Mindset

Videos, talks, and resources about AI mindset, ROI measurement, and successful AI adoption in software engineering.

  • Can you prove AI ROI in Software Eng? - Stanford study with 120k+ developers shows why identical AI tools deliver ~0% lift in some orgs and 25%+ in others. Includes ROI playbook and metrics framework. (Yegor Denisov-Blanch, Stanford)
  • Does AI Actually Boost Developer Productivity? - Stanford study of 100k developers reveals ~20% average productivity boost, but high variance: effectiveness depends on task complexity, codebase maturity, language popularity, and codebase size. (Yegor Denisov-Blanch, Stanford)
  • No Vibes Allowed: Solving Hard Problems in Complex Codebases - How to use AI coding agents effectively in 300k+ LOC production codebases using "frequent intentional compaction" and context engineering techniques. (Dex Horthy, HumanLayer)
  • AI and Junior Developers: Why the Job Will Change But Not Disappear - Historical analysis comparing AI's impact on junior developers to Engels' Pause during the Industrial Revolution, with practical advice for engineers at all levels. (Charles Anthony Browne)
  • Shipping at Inference-Speed - Practitioner insights on managing 3-8 concurrent AI-assisted projects, multi-machine workflows, and why "most software does not require hard thinking." (Peter Steinberger)

Experimental & Research

Cutting-edge tools, research projects, and experimental AI applications.


Contributing

Use the /add-tool [url] command to add new tools to this list. The command will analyze the tool, create documentation, and suggest appropriate categorization.

Tool Documentation

Detailed documentation for each tool is available in the tools/ directory.

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A curated list of tools and methods for your daily life as a software developer in the times of GenAI.

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