Welcome to the AI Tools Collection! This repository provides free-to-use tools to enhance AI-driven workflows. All tools are licensed under the MIT License, allowing unrestricted use and modification with attribution.
A simple yet effective tool for compressing chat session contexts into a compact "context pill." This pill can be copy-pasted at the end of your current chat session and reused to initialize a new session, saving tokens and maintaining continuity across conversations.
How to use:
- Copy the Prompt: At the end of your chat session, use the provided prompt to generate a "context pill."
- Paste in New Session: Copy the generated context pill and paste it into a new session to initialize the conversation with minimal token usage. <>
I list of useful agentic AI application patterns (e.g. reflector). Right now this is a simple list with descriptions of use, if agentic frameworks stabilize for a bit I may drop some code examples here in the future.
- Reflection pattern
- Tool use
- Planning
- Collaboration <<HEH, THIS CHANGED FAST. THESE PATTERNS STILL WORK BUT THERE ARE SO MANY MORE NOW, AND DYNAMIC AGENT GRAPHS ARE A THING>>
A prompt that translates raw transcripts to organized notes. Useful for conference sessions, lectures, etc. I typically use this with a speech-to-text model in a pipeline, and modify as needed to customize the output for my current priorities.
A prompt that helps to systematically debug software and engineering problems. Based on some research on how to diagnose problems and find root causes. Works surprisingly well. << AS OF MARCH 2026, THIS ONE STILL OUTPERFORMS DEBUGGING TASKS ON OPUS 4.6 COMPARED TO VANILLA BY A WIDE MARGIN. WORTH UNDERSTANDING WHY... >>
Note of relevance: Check the date of these tools before using -- things move fast, and some of these tools are likely pretty outdated by now!