Repositories Index

WIP/Idea: Local AI utility for discovering and adding missing URI associations for saved 1P credentials

Point in time collection of some agent development kits (ADKs) to explore

Because behind every Github profile is (hopefully) a human being!

Configuration text for an LLM assistant designed to assist users with documenting abusive messages

A comprehensive camera card for Home Assistant

A library of agent configurations and tools for building AI agents and workflows.

Model for simple handover management (via docs!) between AI agents

Modelling how AI assistants can ideate the expansion of agent/assistant networks through a simple example-following pattern

Script to clone a few of the main ADKs for testing/experimentation

Repo pattern/template for defined task handling by an LLM on a remote using MCP-SSH

A proof of concept for proactively generating context through agentic systems.

Demonstration modelling how a chained LLM agent workflow could be used to expedite the generation of personal contextual data for personalised LLM experiences and personal RAG development

Template agents.md templates for use with OpenAI Codex

No description provided

No description provided

A demonstration of multi-agent interview processes for context generation.

No description provided

Ideation agent that generates ideas for AI agents!

System prompt (03/25) for a conversational AI agent and assistant idea generator

Description of my current AI "agent" workspace, challenges, plans

Periodically updated index of AI agent configurations that I'm working on (or have created)

Streamlit app for honing system prompts for AI assistants

Streamlit app for ideating AI assisants

Streamlit implementation for an AI "self-ideation" utility

Display frontend for system prompt library, 03-25

Point in time export of system prompts in natural language (markdown)

Template repository for version controlling AI assistant configurations (and associated elements like context data)

My useful, sprawling and only slightly crazy network of AI assistants for ... anything and everything

Examples of AI prompts for code generation (Python GUI) and some notes on emerging "best practices"

Scripts and other programs generated with various LLMs. Sometimes they need refinement. Frequently they just work!

AI-generated project starters for anyone wishing to carry on the ideas!

Index of development projects that were partially or fully developed using AI

A chained agent workflow for job hunters (presented as a model)

System prompts for AI assistants designed to orchestrate access to other agents

Some simple data tables for populating a backend for storing prompt runs

Index of AI project related indices (master index)

AI platforms that market themselves as "second brains" (RAG + LLM). Usually: knowledge discovery, mgmt, wiki + LLM capabilities.

LLM text reformatting and rewriting toolbox comprised of many system prompts

Configuration for a large language assistant designed to assist with redacting personally identifiable details in documents

Indexing repo for apps created

Breaks up texts by approximate reading duration

No description provided

Assistant System Prompts This dataset contains a collection of system prompts designed for Large Language Models (LLMs) acting as assistants Author Daniel Rosehill(public at danielrosehill dot com)

Streamlit web UI for editing assistant configuration texts

Assistant which improves the configuration of assistant configuration texts

AI assistant "self-ideation" run

A few spins on the Astro starter theme to demonstrate some capabilities that I like adding to this framework

Planning repo for personalised AI context pipeline with revised tooling

Text transformation prompts library for Audiopen.ai (my customs)

AutoGPT is the vision of accessible AI for everyone, to use and to build on. Our mission is to provide the tools, so that you can focus on what matters.

Code snippets for automation building and integration (that might be of interest)

Curated list of real‑world AGENTS.md files, templates, guides & tools for OpenAI Codex‑based agents.

An ecosystem map of the AI agent and assistant building landscape in Feb 2025

September 1st 2025 Snapshot

Subreddits discussing AI related things!

This repo includes ChatGPT prompt curation to use ChatGPT better.

Home automation projects that are relevant to people in Israel or Jews generally (e.g. Shabbat and zmanim time integrations)

GUIs and other tools that make managing Kubernetes clusters easier for Linux desktop users (I use Ubuntu but will add resources for other distros)

IDEs and development tools that work on one or multiple Linux distros. where possible details are noted like the supported distros, programming languages and more.

Great online communities discussing use of LLMs including (but not limited to) ChatGPT

An index of prompting libraries for GPTs, including ChatGPT. Some of these are on Github and others are hosted externally.

A collection of MCP clients.

Obsidian plugins focused on leveraging AI & LLMs inside of (and beyond) vaults

A curated list of Israeli-made projects, events, and individuals

This repository contains a hand-curated resources for Prompt Engineering with a focus on Generative Pre-trained Transformer (GPT), ChatGPT, PaLM etc

Great AI tools that can be self-hosted

A few useful speech to text tools that I've stumbled across including browser extensions, Linux desktop tools and ASR.

Useful speech to text tools that use Whisper under the hood (API/local)

Network schematics and purchasing notes for those interested in provisioning failover and bonded internet connectivity in Israel (using locally sourced hardware)

Indexing repo of backup related projects and scripts

No description provided

Updated version of my basic STT cleanup/remediation prompt

Backups a Hashnode blog including the images from the CDN

CLI for taking on-demand Snapper snapshots (BTRFS)

Some loosely organised experiments intended to probe the levels of political censorship inherent in LLMs

Model for billing document processing workflows (AI agents)

No description provided

No description provided

HF space for rewriting an email in BLUF (bottom line up front) format with subject line creation

Python package for the raster language protocol of the Brother QL series label printers (QL-500, QL-550, QL-560, QL-570, QL-700, QL-710W, QL-720NW, QL-800, QL-810W, QL-820NWB, QL-1050, QL-1060N and more).

Linux GUI for initiating and monitoring Browser Use with an exit switch

Sanitised or non-sensitive bug reports that may have diagnostic utility for others

AI agent that helps users to explore business ideas and receive first-pass feedback

Hello, Friendly AI Bot! Context Generation Date: 28 / April / 2025 Creation Timestamp: 2025-04-28T18:59:13Z Welcome! If you are able to read and parse this text, then this context data repository is working as intended.You have arrived at a small, modular pool of contextual data designed to provide insight into my career aspirations, professional experience, and work preferences. Refer to the "Context Generation Date" above, or if you are able to parse file metadata, use… See the full description on the dataset page: https://huggingface.co/datasets/danielrosehill/Career-Data-Context-Repo.

Career Utilities System Prompts A collection of system prompts for AI assistants focused on career guidance and job search assistance. These prompts are designed to help users navigate various aspects of career development, from resume writing to job searching and professional networking. Repository Structure The prompts are organized into the following categories: career-exploration/: Prompts for exploring career paths, understanding industry trends, and making career… See the full description on the dataset page: https://huggingface.co/datasets/danielrosehill/Career-Related-System-Prompts.

Context repository for AI tools providing career info to guide agents, assistants, etc

System prompts for AI assistants related to career and job matters

No description provided

Custom instructions for ChatGPT

Some boilerplate responses to "how do you want ChatGPT to behave"? to play around with creating different chat experiences through simple configs

Model repository structure for using a Claude Code agent crew for writing related tasks

Collection of subagents for Claude Code with configs spanning ideation, editing, version control

Repo template for Cline / Roo Code AI dev with my docs-as-prompts approach!

Rules file for Cline

Demonstration project for YouTube using referred prompts for development

Various scripts for manually syncing and backing up cloud storage

Periodically updated markdown documentation summarizing manual / non-programmatic methodologies to back up commonly used SaaS / cloud-hosted software utilities.

No description provided

Code Generation Agent Network A comprehensive collection of specialized AI agents for code generation, development workflows, and project management. While originally designed for Claude Code, these agent specifications are framework-agnostic and can be adapted to work with any AI code generation platform or multi-agent system. Framework Agnostic Design This repository contains agent specifications that define: Clear role definitions and capabilities Tool requirements… See the full description on the dataset page: https://huggingface.co/datasets/danielrosehill/Code-Gen-Agents-0925.

No description provided

Basic config/idea for an AI agent(s) to guide rather than "do"

A n interactive chatbot approach to chunking context data for embedding into RAG

Configuration for an AI assistant to generate personal contextual data (and intended workflow)

A model for routing contextual data into vector storage for use with LLMs

Configuration blocks for Continue.dev code-gen assistants

Keyframe Photos Of ..... A Sloth Plushie This repository contains a small collection of images featuring an adorable plush sloth named Cornelius. These images are part of ongoing experiments conducted in my spare time, aimed at testing the capabilities of photogrammetry tools and digital avatar creation for non-human subjects. If anyone needs a small repository of images for various purposes, such as distinguishing plushies from real animals or humans, you are welcome to utilize… See the full description on the dataset page: https://huggingface.co/datasets/danielrosehill/Corn-The-Sloth.

Corn The Sloth Training Images (Repo 2) This repository is another image collection of images of a stuffed sloth that I am fine tuning for a custom image generation model for this particular character. If anyone else is interested in fine tuning for this character or fine tuning for character avatars generally or wants to use this small image set as training data for another project then .... use is granted in accordance iwth the license terms (the sloth didn't quite understand… See the full description on the dataset page: https://huggingface.co/datasets/danielrosehill/Corn-Training-Set.

Character sketches for an AI character...

Utility for identifying newly released custom ChatGPTs shared via the ChatGPT App Store

A collection of 3,000+ curated prompts and LLM outputs, tracking the evolution of LLM capabilities.

A publicly accessible changelog of all my technical projects

Github homepage text

Github Repository

My thoughts on a few random topics (for my documentation site), to get a bit of space to jot down things besides tech notes

Data Utilities System Prompts This repository contains a collection of system prompts for configuring AI assistance in data-related tasks. These prompts can be used to set up AI assistants for various data operations, analysis, and management tasks. Categories Data Conversion Tools for converting data between different formats (CSV, JSON, natural language, etc.) Database Helpers Assistants for working with different databases (MongoDB, Neo4j… See the full description on the dataset page: https://huggingface.co/datasets/danielrosehill/Data-Utils-System-Prompts.

A public notebook of some analytical work with datasets

Data apps and datasets deployed to Streamlit Community Cloud, Hugging Face, and elsewhere.

Utility for helping users understand the classic data relationships in RDMSs (M2M, O2M, M2O etc)

System prompts for data-related AI assistants

Utility that creates a human-readable manifest of the relationships contained in a Postgres database

Day planner dashboard config with email, calendar, news, IP cam, weather

Agent template for generating decision-making algorithms/flow-charts

A collection of links to a few AI "deep research" projects and agents, April 2025

Work in progress - AI-assisted STT app for Linux desktop users

Demo repo for a YouTube video to share some thoughts about prompting for code generation.

Some desktop wallpapers

System prompt for generating diarised transcripts (STT plus stylistic guidance)

Quick template for creating a local repo with symlinks to key system files on Linux

archived documentation gathered from different sources and centralized on this repository.

A quick utility for grabbing docs from Github repos (use-case: providing context to AI tools)

Documentation matters! Some of the templates (in markdown) that I like to use

A consolidated documentation site containing notes about prompting, experiments, and other technical topics.

Speech Note Linux app. Note taking, reading and translating with offline Speech to Text, Text to Speech and Machine translation.

Dual WA client for the Linux desktop (AI generated)

Configuration for an LLM assistant that performs analysis on sustainability data

Email Management System Prompts April 06 2025 A collection of system prompts designed to enhance email productivity, communication, and management. These prompts can be used with various AI assistants to automate and improve email-related tasks. Categories Email Composition Email Template Generator - Creates customizable email templates for various purposes Email Rewriter - Reformats and improves existing email drafts Email Signature Generator - Creates… See the full description on the dataset page: https://huggingface.co/datasets/danielrosehill/Email-Management-System-Prompts.

N8N workflow for sharing prompts and outputs with friends and family with a reformatting node for smoother MD to email-safe HTML

Writing and email management system prompts for assistants

A small selection of GHG emissions datapoints from various sources

Calculation tool for "monetising" companies' emissions at various proposed social cost of carbon values

Pattern for a structured docs repository within an environment for AI and humans

This repository is a gathering of AI assistants that I've developed for analysing sustainability-related data

Every front-end GUI client for ChatGPT, Claude, and other LLMs

WIP - Computer use agent for routine use of Linux desktop environments (Ubuntu)

Lightweight coding agent that runs in your terminal

General feature requests for tech tools that I use and love!

A few small learning projects intended at developing very simple GUIs for Fedora Linux

Files that needed to be added to other repositories

Font files available from Google Fonts, and a public issue tracker for all things Google Fonts

Configuration for an instructional tool for inquisitive AI students

As prompting fro data analysis & vis is quite specific, a small side collection of prompts for this purpose

Gemini app for creating personal podcasts from your AI prompts

Web UI for Gemini AI podcast generator (Firebase Studio project)

An open-source AI agent that brings the power of Gemini directly into your terminal.

Gemini.md ("rules") for the home folder / non repo constrained execution for Gemini CLI (model)

Using Gemini structured outputs to ideate a prompt library for Open Web UI

Agent/app using Gemini to format plain markdown into speech synthesis markup language (SSML) for TTS narration

🤖 Just A Few ... "General" System Prompts Here is a quandary that those who work with LLMs via API through self-hosted chat interfaces (etc) are familiar with: Without any system prompt at all (at least one visible to the user), the default model behavior feels a little bit flat and lifeless. With a deterministic system prompt, a model effectively becomes an "assistant" (and with context and API actions, a full-fledged agent). I haven't found a word yet for the kind of light… See the full description on the dataset page: https://huggingface.co/datasets/danielrosehill/General-Purpose-System-Prompts.

Some system prompts intended to (attempt to) configure neutral behavior from LLMs

Geopolitical Analysis System Prompts A collection of system prompts for AI assistants specialized in geopolitical analysis. These prompts enable AI systems to provide structured analysis, reporting, and insights across various aspects of international relations and geopolitical developments. Repository Structure The prompts are organized into the following categories: regional-analysis/ Specialized prompts for analyzing specific regions and generating… See the full description on the dataset page: https://huggingface.co/datasets/danielrosehill/Geopolitical-System-Prompts.

System prompts for geopolitical related AI assistants and tools

GHG Emissions Data Pipeline Description This repository contains a comprehensive pipeline for processing and analyzing greenhouse gas (GHG) emissions data. The pipeline integrates datasets from multiple sources, including Climate TRACE and Our World in Data, to provide insights into global emissions trends. It supports sustainability reporting, emissions tracking, and climate action planning. Dataset Details Sources and Methodologies The pipeline… See the full description on the dataset page: https://huggingface.co/datasets/danielrosehill/GHG-Emissions-Data.

No description provided

Streamlit data visualisation examining correlation between emissions & profitability

Data pipeline repository supplying various data visualisation projects

Calculation simulation utility for monetised GHG emissions

Another data visualisation series comparing companies' GHG emissions with their EBITDA

Short tech notes (as in Github Gists, but versioned in a repo to sync them to a doc site)

No description provided

A series of search links for those wishing to drink from the firehose of open-source AI

Backup script for backing up Github Gists

Ideas and feature requests contributed to Github projects

A repository that indexes my Github projects

A shorthand system I use to organise repositories

Ideas and scripts for optimising Github repositories

Uses Gemini and Github API to retrieve and organise Github repos

Helps to discard old repositories from a local filesystem (for Linux)

Model data pipeline from a Github repository to Open Web UI knowledge using actions

Refactor and HF dataset (including texts): Daniel Rosehill Source data: International Foundation for Valuing Impacts This dataset provides V2 of a refactoring of the Global Value Factor Database (GVFD) by the International Foundation for Valuing Impacts intended to enhance the original dataset for machine readability and integration into data analysis and visualization workloads. The International Foundation for Valuing Impacts (IFVI) produces an (open-source) database called the Global… See the full description on the dataset page: https://huggingface.co/datasets/danielrosehill/Global-Value-Factor-Database-Refactor-V2.

(Non-official) derivative version of IFVI Global Value Factors Database in JSON/GeoJSON to facilitate data analysis projects

Derivative database of IFVI Global Value Factors for data analysis and visualization use cases.

Just a few search strings for finding stuff in overcrowded Gmail inboxes!

WIP - MCP server for querying Google Map's environmental API to retrieve air quality data for a geolocation

Builds date/year folder scaffolding in Drive folders (with App Scripts)

A utility for downloading Hebrew fonts from Google Fonts using the API (needs a key)

ChatGPT-generated Python scripts for various purposes

News monitoring dashboards focused on Israeli & ME News

A few timestampped conversations with AI tools that left an impression, recorded for posterity

Timestampped notes (non-official!) for Green Invoice API & Webhooks

No description provided

Documentation for derivative database of IFVI Global Value Factors Database (GVFD)

Chatbot supporting user discovery of the global value factors database

Air quality monitoring dashboard for Home Assistant

A Home Assistant dashboard for emergency alerts (Tzeva Adom) in Israel with and without live news

A few automations and hardware recommendations for HA + Pikud HaOref integration

Simple designed Home Assistant dashboard for Shabbat / Yom Tov times

AI agent template: uses SSH MCP to connect to remotes, probes hardware, generates a structured report. Use-cases: inventorising IT assets, upgrade planning

Planning notes for a personal dashboard 09/25

Daily productivity dashboard/wall panel with Hebrew date and zmanim

WIP - KDE Plasmoid for displaying the Hebrew calendar date

A pathfinder repo (index) to some Hebrew language LLMs on Hugging Face

A tech blog exploring LLMs, AI, and emerging technologies, featuring technical insights, experiments, and discoveries.

Non-official! Home Front Command Android app config settings guides (06-2025)

Home Front Command Wrapper - non-official, zero warranty offered!

General Home Assistant dashboards - screenshots and YAML

Indexing repo for HA projects

HA dashboards with Israel-specifc entities

Automations and configurations for Home Assistant specifically intended for the observance of Jewish festivals and Shabbat

Documentation and code samples for smoke alarm monitoring in HA

Little snippets of YAML for HA as I figure out how to make it do stuff. Open sourcing it because .. why not!?

A few friends have asked me what they need to get going with HA so .. a list

Code snippets for Home Assistant dashboard elements

Updated documentation for Home Assistant automations for Shabbat & Yom Tov observance

System prompts for home inventory and Homebox assistants to speed up repetitive tasks

A continuation of HomeBox the inventory and organization system built for the Home User

Linux Electron desktop wrapper for Homebox

Tracking repo for some ideas for improving Homebox that I'm going to try develop!

A homepage for my Github account. This page gives an overview of the projects I'm working on and sharing on Github.

Planning document/blueprint for a software /tech idea

My little tech discoveries available for anyone who wants to read them!

The first seedlings of ideas as they pop out of my head and onto the page/code editor

No description provided

⚠️ DEPRECATED - Dataset Superseded by V2 This refactored IFVI value factor dataset has been supplanted by V2. This dataset tracked the V2 of the IFVI release that was updated in March 2025. The V2 of the refactored analytical dataset tracking the GVFD was released on August 20th, 2025 and is now available at: 🔗 IFVI Global Value Factors Dataset V2 Please use the V2 dataset for all new projects and analysis.

A repository for hosting data about impact investing that is not covered by other more specific repositories here.

A prototype app for displaying impact-weighted accounting data for products serving data from NFC tags (example deployment: a supermarket)

Data ingress pipeline for Impact Database

A repository for housing visualisations and analyses of data related to impact investing approaches

A repository for hosting data and data visualisations related to the work of the International Foundation for Valuing Impacts and other organizations pioneering the development and adoption of these methods (disclaimer: this is an independent project not affiliated or associated with any particular entity).

A personal (and open-source) backlog of tech projects to check out

A project to retrospectively analyse signals of war ahead of the Iran-Israel conflict, June 2025 to inform future preparedness and readiness efforts

A taxonomy to categorise companies' variations of "remote friendliness" for personal purposes

ISO-3166 & ISO-4217 "Consolidated" Lookup Dataset This dataset contains a mapping between ISO-3166 (countries) and ISO-4217 (currencies). The objective was to create a single dataset to support everyday workloads in international financial analysis undertaken by "casual" / non-official actors and analysts. Version V1 Compiled by: Daniel Rosehill Date: 03-09 (September) - 2025 Note: geopolitics and the global financial system are clearly dynamic concepts. Much as this… See the full description on the dataset page: https://huggingface.co/datasets/danielrosehill/ISO-3166-4217-Consolidated.

Lookup agents to assist with standardising datasets with correct ISO values

Informal consolidation of ISO-3166 and ISO-4217 for geographic financial analysis

Israel Emergency Alerting Zones Dataset This repository contains a comprehensive list of emergency alerting zones used in Israel by the Home Front Command (Pikud HaOref), compiled on May 9th, 2025. Dataset Description This dataset provides a point-in-time export of the alerting areas used by Israel's Home Front Command for issuing emergency alerts during security situations. The alerting zones are primarily used for missile threat notifications and other emergency… See the full description on the dataset page: https://huggingface.co/datasets/danielrosehill/Israel-Alerting-Zones.

Experimentary repository; using LLMs to analyse geopolitical developments in Israel & the Middle East

Notebook for recording any intersting datasets from data.gov.il (israeli open data)

Using Perplexity API structured prompting and N8N to deliver a tailored news brief

News monitoring app intended for people living in Israel

Collection of RSS feeds about news in Israel

AI assistant configuration for proviidng Home Front Command guidelines

Syntax notes for those automating on the back of the IDF Home Front Command alert feed

An improved translation of the Home Front Command instructions for finding emergency shelter in Israel

V2 of Israel to ROW salary conversion utility (Streamlit)

Routes accounting documents through Google Drive

Jerusalem Public Shelter Dataset - September 2025 This repository contains updated location data for public shelters in the Jerusalem area, populated on September 19th, 2025. The data has been processed and enhanced to support individual preparedness efforts and geolocation applications. Data Source The original data was provided by the Jerusalem Municipality and is available in the source_data folder. This dataset represents the most current information available as… See the full description on the dataset page: https://huggingface.co/datasets/danielrosehill/Jerusalem-Emergency-Shelters-0925.

Jerusalem public shelter locations extracted from ODBL licensed sources. Please do not rely upon these for your own preparedness efforts.

Public shelters in Jerusalem (open sourced due to the public need for this info right now)

Public/emergency shelter locations for emergency preparedness

Mapping tech companies in Jerusalem, Israel

System prompts for AI tools which may be useful for Jewish users

Some MCP (model context protocol) servers which might be of interest to Jewish users

Jewish Shabbat Yomtov and Holidays times and event

Gathering repository for various ideas involving AI that I am or have been working on (experiments, etc!)

EV Test Events For K811 Wired Gaming Keypad

Controller for AC

Because of all the tech products that have been invented, a keyboard shortcuts ref manager isn't one of them (yet!)

Some scripts for saving good multiscreen configs for easy shortcutting and DPMS

A few projects for LangChain workflows using programmatic prompting for various purposes.

For when you're feeling inspired to make an awesome list but it all seems like so much work...

Enhanced ChatGPT Clone: Features Anthropic, AWS, OpenAI, Assistants API, Azure, Groq, o1, GPT-4o, Mistral, OpenRouter, Vertex AI, Gemini, Artifacts, AI model switching, message search, langchain, DALL-E-3, ChatGPT Plugins, OpenAI Functions, Secure Multi-User System, Presets, completely open-source for self-hosting. Actively in public development.

Quick list of some LLM related apps with Linux desktop support (chat UIs, CLIs, wrappers, etc)

Github repository search and quick launch utility preconfigured for VS Code & Windsurf

Planning notes for a macropad for Linux

A very small list of MCP clients that are available to Linux users, GUIs + CLIs

System prompts for AI assistants for Linux

Point in time snapshot/index of STT and voice assistants projects for Linux desktop

A minimalist desktop notepad using OpenAI Whisper (via API)

Planning notes for an AI agent / experiment

No description provided

Some cost estimates for using LLMs via API versus web UI services (like ChatGPT)

A web UI for open-sourcing my assistant configurations (WIP)

Markdown badges for attributing LLM generated (or co-generated) content (using Shields.io)

A few prompts that I am storing in a repo for the purpose of running controlled experiments comparing and benchmarking different LLMs for defined use-cases

Experiments in evaluating various prompting strategies and LLM performance generally

Experiment to evaluate the ability of code-gen LLMs to generate a long continuous (single) output

A plot showing the evolution of the max output token length by major LLMs, Feb 2025

Simple backup GUI for my Obsidian vault for storing LLM artifacts (prompts, outputs, agent configs)

First entry documentation repository for notes mostly unedited from LLMs

Interesting GPT outputs demonstrating specific capabilities

(Experiment) Predefined set of instructions for local agents governing LLM usage and selection

GUI for extracting prompts from outputs

LLM-generated documents describing potential use-cases for GPTs & other LLMs across both professional and business contexts with sections describing potential/predicted evolutions as underlying technology advances

Documentation for managing prompts and outputs and working professionally with large language models (LLMs)

A quick scaffolding script for populating a repository with folders for organising prompts and outputs, as commonly required when working with LLMs

A folder structure (scaffold) for those employing systematic workflows for working with LLMs

A markdown note taking application optimise for saving and storing outputs from LLM & GPT interactions (prompts, outputs, agent configurations)

Large language models (LLMs) explaining themselves - and how to make best use of them (prompt engineering). Often insightful, though accuracy not guaranteed!

Planning notes for an MCP/agent idea (WIP)

Experimentary repo to try use an AI IDE as a local agent workspace for local OS debugging

(WIP) - KDE Plasma widget for displaying local and UTC time in 24 hour format

I conducted this experiment to investigate the impact of prompt structure and optimization on LLM performance, specifically testing whether quality and organization matter more than raw prompt length for complex technical tasks. Research Question For specialized technical tasks, does prompt structure and optimization have a greater impact on output quality than raw prompt length alone? Experiment Design I compared three distinct prompting approaches using Gemini 2.5 Lite… See the full description on the dataset page: https://huggingface.co/datasets/danielrosehill/Long-Prompt-Experiment.

Experiment testing the "added value" of long context-dense prompts (versus casual converastional prompts) and the value of a voice "prompt optimisation" agent

A Home Assistant grocery list optimised for the needs of Israeli consumers.

Some very basic templates for saving LLM outputs in markdown-friendly notebooks (like Joplin)

A markdown file summarizing my current approaches for creating 3-2-1 compliant backups of my local and cloud infrastructure including Linux desktop, VMs, SaaS utilities, and self-hosted cloud apps.

No description provided

An mcp for nuclino

Various MCP related projects I'm either working on (or have worked on)

Plans/WIP for MCP servers

Sync script for syncing VS Code MCP server JSON to Roo Code's store

A simple, secure MCP-to-OpenAPI proxy server

Some markdown documentation for my own reference regarding different Cherry MX mechanical keyboard switches.

Download utility for programatically converting a Medium export archive into a full replica of your content with images

Boot script to ensure that Easy Effects manages the input sound source on boot (Ubuntu)

A fork of the Awesome list generator modified for simplicity

Miscellaneous project files

Public collection of miscellaneous scripts, mostly for automation

Synthetic data containing personally identifiable information

A model/template for a custom GPT/LLM agent whose focus is on helping to ideate and improve a technology idea (example: "Output Hub")

No description provided

Monetised

Calculating monetised GHG emissions for various companies based upon disclosure data

An LLM-generated alias to explore contextually guided prompting strategies

Configurations for various models accessed via API

Periodically updated documentation about current AI stack/favorite components

Personal bash alias library, public

Unit exchange calculators for calculations I commonly require

Layered config for a code-gen assistant developed using Continue's clever approach

An index to my various documentation projects, both on Github and elsewhere

A context repo for experimenting with LLM models. A public version, so some info naturally withheld.

"High level" documentation/thinking for a system I'm working on for storing large language model (LLM) derived information in a graph-backed knowledge base system

Docs for a utility that pulls the readme page from OpenAI Python SDK documentation and formats it for a context snippet.

A small and opinionated repository of my thoughts about prompting LLMs to maximise their utility for specific use-cases

Index for my collections of user and system prompts on Github

File structure templates for common projects. More specific templates sometimes have their own repository.

A first-entry notepad to jot down some notes that may be developed into blogs (or not). My philosophy and lens on everything from AI to backups.

Markdown documentation for the evolution of my desktop

Expense processing backend workflow with AI agent for doc analysis

Backend script for applying bulk model updates to workflows (use-case: updating LLMs in nodes)

Simple n8n agent patterns for learning the ropes or validating MCP calling

Workflow for extracting context data from voice notes and passing them into Pipecone vector database for upserting

Configuration for an AI agent for sanitising (redacting personal details) in N8N workflow exports

Index of N8N workflows that I have shared on Github

Narcissistic Abuse AI Support Configurations A comprehensive network of AI agent configurations designed to provide support for individuals affected by relationships with personality disordered individuals, particularly those with Cluster B disorders and narcissistic personality disorder. Important Disclaimer These tools are not replacements for professional mental health support. They are intended as adjuncts to professional therapeutic care. Most configurations contain… See the full description on the dataset page: https://huggingface.co/datasets/danielrosehill/Narcissistic-Abuse-Support-Configs.

A collection of system prompts for AI agents intended to provide support to individuals dealing with narcissistica abuse (please read notes!)

Experiment: trying to create a database schema using natural language

MQTT controls scripts for the NEO NAS-AB02B2 Zigbee siren

TUI & CLI implementation ("vibe-coded") for USB NFC reader/writer ops. Validated working with ACR1252U on Ubuntu Linux

Desktop NFC reader/writer GUI for the ACR1252U (validated with NTAG213 on Linux)

Script for listing NFS and SMB shares on a local NAS

A collection of Hebrew fonts from around the internet

🖨 NIIMBOT custom web client/app. Design and print labels with NIIMBOT printers directly from your PC or mobile web browser! Development is temporarily on hold due to lack of free time, hotfixes only.

System prompt for a blunt AI assistant / LLM that gets to the point

MCP for performing basic data ops on a self-hosted NocoDB with Cloudflare Tunnnel auth

nocodb mcp server

Unofficial point in time collection of Nuclino API documentation

NVR Entity Recognition Experiment Overview This repository contains a training dataset designed for entity recognition in Network Video Recorder (NVR) applications, specifically focused on newborn safety monitoring. The dataset uses a stuffed animal as a privacy-conscious substitute for actual newborn footage, enabling the development of computer vision models that can identify critical safety scenarios in nursery environments. Purpose The primary goal of this… See the full description on the dataset page: https://huggingface.co/datasets/danielrosehill/NVR-Entity-Recognition-Experiment.

A GUI component for the Obsidian vault project. This saves prompts and outputs into the vault but doesn't integrate with an LLM API

A utility for running prompts through the OpenAI API and saving them into an Obsidian Vault structured for LLM output storage

Desktop app for running batch "ideation" prompts with a local LLM

Documenting ollama model collection for reproducing across systems, VC, etc

Experiment - generating a book using a single prompt

Implementing an "Open In Windsurf" (AI IDE) context menu element for KDE Plasma

For those rare occasions when I want to share something in 'open letter' format...

Utility for quickly opening a Github repo on your computer

An index of models that I have open-sourced on Open Web UI Community

User-friendly AI Interface (Supports Ollama, OpenAI API, ...)

A model backup script for backing up an Open Web UI instance (SQLite, ChromaDB)

Simple script for creating a Github index using the OpenAI API

Simple Python script for batch file renaming operations with OpenAI API

The official Python library for the OpenAI API

Open Definition source

Point-in-time segmented export of the Open Web UI API definition

Python script for applying bulk updates to models in Open Web UI, changing the base model ID to a preferred value

https://docs.openwebui.com

WIP idea. Macro keypad config for OpenWebUI shortcuts

Data processing script for converting manual JSON exports into parsed CSV data

A Docker Compose for Open Web UI with a few modifications

Docker Compose for OpenWebUI + Postgres + Qdrant

A selection of prompts designed for use with Open Web UI (rather than conventional prompts, they're more useful for steering existing conversations)

Israeli Oref Alerts

N8N automation that uses TwitterAPI.io to rertieve real-time social media data about the source of rocket alerts in Israel

Snap reports about causes and quantitiative info about hostile missile launches

Data analysis and visualisations performed on data from various sources tracking the establishment and progress of outcomes funds around the world.

An admin application I'm developing for managing all aspects of working with LLMs professionally and at scale, with functions for prompt logging, prompt library, and custom LLM agent inventorising. Aspiration: add code to notes gradually as project matures!

we're cooking

Agent for generating custom Docker Compose files for Open Web UI

Reference - frontend URLs for Open Web UI

Pipelines: Versatile, UI-Agnostic OpenAI-Compatible Plugin Framework

A repository dedicated to housing various projects in Paleo/Proto Hebrew: an ancient variant of the Hebrew alphabet used during Biblical times

Workflow for an agent that answers parenting questions by email with upload to Google Drive

Social-Impact-Bond-Data This repository contains a curated, redacted, and standardized data set based on the Government Outcome Labs project at Oxford University (UK). It is the leading international data resource tracking the growth and execution of social impact bonds (SIBs), development impact bonds (DIBs), outcome funds, and other pay-for-success instruments worldwide. Project Purpose The data set supports research and AI-driven policy analysis on innovative… See the full description on the dataset page: https://huggingface.co/datasets/danielrosehill/pay-for-outcomes-instruments.

Streamlit app using Google Cloud APIs to extract core text from a PDF and perform TTS. For listening to long docs. API keys required.

Quick test prompts to compare respones against various Sonar API endpoints

Repository to demonstrate the "security through security" being currently implemented

Personal thoughts, experiences, and reflections on life, technology, and everything in between.

A model template/skeleton for creating personalised LLM agents

Outlining an idea for a personal context repository for enhancing LLM inference

Prompts generating ideas for developing personal contextual knowledge storage vaults

Notes planning a personal contextual data pipeline

Project to build a personal dashboard (WIP)

AI workflows for building personal RAG pipelines with interviewing agents

Some personal benchmarks of STT models

My personal homepage - based on the Milky Way Astro theme by Tristen Tomczak

Some updated thoughts and sketches for creating personalised AI systems

A Node.js wrapper library for Pikud Haoref's unofficial rocket alert API.

Little scripts and hacks for working with my favorite database!

A list of projects I am working on

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Prompt Engineering System Prompts A curated collection of system prompts designed to assist with prompt engineering activities across various AI platforms and use cases. Last updated: April 6, 2025 Note: This is an ongoing collection. New system prompts are continuously being added to the library. Feel free to check back for updates. Repository Purpose This repository serves as a comprehensive resource for prompt engineers, AI enthusiasts, and developers who want to:… See the full description on the dataset page: https://huggingface.co/datasets/danielrosehill/Prompt-Eng-System-Prompts.

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Streamlit-deployed app which attempts to separate prompts and outputs from continuous text files

System prompt for directing an AI agent to begin every output with a sumary of the user's prompt

Work in progress. Assemble prompts based upon templated forms in the browser.

SPs for configuring "self-debugging" AI assistants and agents

System prompts for AI assistants designed to assist with various aspects of prompt engineering

Lists of resources and tools for prompt engineering and evaluation

A repository of prompts I've used when working with LLMs as well as some example outputs and notes

Model for a PII screen (using Ollama) for open sourcing prompt libraries safely

Experimenting to test the effect of puncutation in prompts on inference quality

Snippets/building blocks for system prompts

A vault of over 2,000 prompts and outputs derived from interactions with various large language models (LLMs)

Loose markdown files documenting various early stage projects (ie, prototypes)

For having a bit of fun with the absurdity of the AI world we now live in

My public PGP keys

WIP - VS Code Extension to notify users whether the repo they're working on is public or private

Python scripts that are publicly shared via Github

A streamlined CLI tool for fast repository creation workflow with GitHub integration and IDE support

Agent framework and applications built upon Qwen>=3.0, featuring Function Calling, MCP, Code Interpreter, RAG, Chrome extension, etc.

Pipeline for gathering useful API and SDK docs for ingestion into a RAG pipeline (for grounding)

Loads markdown documents into a folder

List of taxonomies generated with GPT for various purposes and open-sourced for ease of reuse

Updated Red Alert automations reflecting the new preemptive update class from Pikud Haoref

Updated Red Alert template, August 2025

MQTT notification agent for Linux desktop to receive Red Alert MQTT topic pushes from HA

A React Framework for building internal tools, admin panels, dashboards & B2B apps with unmatched flexibility.

CLI for pruning repos on the remote (ie, Github)

Company research agent targeted towards the needs of remote job seekers sourcing detailed information about company backgrounds as well as remote-specific information

System prompts for research purposes

Roo Code (prev. Roo Cline) gives you a whole dev team of AI agents in your code editor.

This is the documentation for Roo Code (prev. Roo Cline), an AI-powered autonomous coding agent that lives in your editor.

Some custom mode-setting system prompts for Roo Code

Configuration for an AI agent specialised in interpreting satellite imagery

N8N workflow for saving AI outputs to Nuclino and posting a notification to Slack

Scripts for scaffolding folder structures I commonly use

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Shakespeare GPT (Shakespearean Text Generation Prompts) Welcome to what might be the internet's largest collection of prompts for rewriting text in Shakespearean English! This repository contains a variety of prompts designed to transform modern text into the style of Shakespeare, organized by format and purpose. These prompts can be used with any AI tool that accepts custom instructions. A user interface may be forthcoming for those who feel the need to do this regularly.… See the full description on the dataset page: https://huggingface.co/datasets/danielrosehill/Shakespearean-Text-Transformation-Prompts.

Strealit app for generating Shakespearean text ... because why not

System prompts for rewriting text in Shakespearan English

Android app for finding nearby public shelters in Jerusalem (populated in June 2025 from municipal data)

Open source emergency shelter finder (web app)

Markdown badges from the Shields.io project (the ones I like and use frequently)

Agent config for ideating a batch of side hustle ideas!

Sim Studio is an open-source agent workflow builder. Sim Studio's interface is a lightweight, intuitive way to quickly build and deploy LLMs that connect with your favorite tools.

Can AI Write A Book In Just One Prompt? April 09, 2025 The pace of development in AI these days is so fast that it's hard to keep on top of all the latest developments. I've always found it interesting that among all the hotly debated parameters discussed in the most recent SOTA models, the question of how many tokens a model can generate in one continuous output (max output tokmens) seems to be very little discussed. This metric exists independent of the maximum input tokens and… See the full description on the dataset page: https://huggingface.co/datasets/danielrosehill/Single-Prompt-Book.

Speeds up installing Smithery MCP servers onto multiple clients

Simple GUI for taking on-demand Snapper snapshots

Library of code snippets

Point-in-time analysis of impact bond data from INDIGO (Government Outcomes Lab, Oxford University)

Hello, Friendly AI Bot! Context Generation Date: 28 / (April) / 2025 If you're reading this, then the context pipeline is working as intended, and you have arrived at a small repository of contextual data intended to provide you with general background context about what I look for in software evaluations. As you probably already know, my name is Daniel. I'm a huge fan of technology. And I frequently find myself looking for software tools. Sometimes I do this for work… See the full description on the dataset page: https://huggingface.co/datasets/danielrosehill/Software-Wish-List-Context-Data.

Context repository to connect to AI tools - things I look for in most software evaluations

Speech To Text System Prompt Library This repository provides a collection of system prompts designed to transform and refine text captured using speech-to-text technologies. By passing STT outputs through large language models with these specialized prompts, you can achieve cleaner, more structured, and purpose-specific text formats. 📋 The Idea Here is the basic implementation. I don't pretend that this is the stuff of high AI engineering. But it does create quite… See the full description on the dataset page: https://huggingface.co/datasets/danielrosehill/Speech-To-Text-System-Prompts-2.

WIP. Building on a successful POC Whisper notepad, an attempt to build on the idea.

An updated skeleton library of system prompts for using LLMs to refine STT output

A clean, stateless AI-powered text transformation tool designed for local AI models and OpenAI-compatible APIs. Each transformation is treated as an independent request with no chat history, optimizing performance for local AI inference.

A couple of examples of using Gemini 2.5 with structured outputs in Google AI Studio in order to conduct document analysis.

Reuseable JSON schemas for structured Ai assistant/agent workflows

Streamlit generator to aid with the creation of structured prompts

STT Voice Note Evaluation Author: Daniel RosehillDate Created: August 11, 2025Purpose: Comparative evaluation of Speech-to-Text (STT) services for voice note transcription Overview This dataset was created as part of ongoing work developing voice note transcription systems. It contains ground truth transcripts representing typical daily voice notes, recorded to evaluate and compare STT service accuracy across different content types. Speaker Profile: Single speaker… See the full description on the dataset page: https://huggingface.co/datasets/danielrosehill/STT-Voice-Notes-Evals.

Basic foundational system prompt for cleaning up AI voice transcripts

Planning doc for STT fine-tuning and eval project

Some timestampped API pricepoints for speech to text providers

Tool for extracting data-containing pages from sustainability reports

Source data and documentation for corporat sustainability disclosures/reporting

Starter repo to get started with Sveltekit and Contentful

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My AI System Prompt Library This repository contains a comprehensive, up-to-date library of system prompts for AI systems and autonomous agents, started on May 27th, 2025. Overview This collection houses 923 system prompts covering a diverse range of AI applications. The prompts include configurations for autonomous agents, simple chatbots, specialized assistants, and various AI-powered tools. This repository serves as a centralized hub for these prompts, maintained… See the full description on the dataset page: https://huggingface.co/datasets/danielrosehill/System-Prompt-Library.

System Prompts Dataset - August 2025 Point-in-time export from Daniel Rosehill's system prompt library as of August 3rd, 2025 Overview This repository contains a comprehensive collection of 944 system prompts designed for various AI applications, agent workflows, and conversational AI systems. While many of these prompts now serve as the foundation for more complex agent-based workflows, they continue to provide essential building blocks for AI system design and… See the full description on the dataset page: https://huggingface.co/datasets/danielrosehill/System-Prompt-Library-030825.

A system prompt generation UI that combines model and user characteristics to generate more targeted (but still general) system prompts for LLMs

A collection of system prompts for agents instructed to generate or edit system prompts for other AI agents (yes, you read that right!)

System prompts for using AI tools to generate and improve system prompts

System prompts for AI agents and assistants (automatically populated); periodic point in time exports are releases

N8N agent workflow for an agent that recommends fixes to system prompts based on structured user inputs provided by form

A new repo for new system prompts

System prompts for configuring AI assistants to help book authors including proofreading assistants and book marketing ideation tools

Tampermonkey scripts for browser automation tasks

A versioned prompt just to find one tool! (Experimenting with prompt length and details provided to improve accuracy!)

Scripts for creating taxonomies, mostly Python

For open sourcing the occasional sparks of innovation I have but lack the time to implement them currently.

Note stack of stack researech specs and searches

Tech stack and recommendations

Structured version of tech stack, including AI tools

Some stack evaluation prompts as I try to finish my stack "updating" process

A few formatted markdown files for testing the real-time markdown rendering support of various knowledge management, note-taking and wiki tools

A collection of system prompts organised by capabilities for testing out various agent/assistant platforms

Text To Image Test Prompt Library A comprehensive collection of evaluation prompts for testing text-to-image AI models across diverse parameters and use cases. Overview This repository contains a structured set of test prompts designed to evaluate the capabilities of text-to-image generation models. Rather than focusing on formal evaluation metrics, these prompts are intended for end users who want to test how well a model might perform for their specific use cases.… See the full description on the dataset page: https://huggingface.co/datasets/danielrosehill/Text-To-Image-Test-Prompts.

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Text Transformation Prompt Library A comprehensive collection of text transformation prompts for reformatting dictated text into various formats, styles, and structures. Quick Links Repository Structure /prompts/ The main collection of text transformation prompts. /prompts/md/ - Markdown format prompts /prompts/json/ - JSON format equivalents of the markdown prompts Prompt Structure Each prompt follows a standardized markdown… See the full description on the dataset page: https://huggingface.co/datasets/danielrosehill/Text-Transformation-Prompts-300525.

Informal prompts for testing out text-to-image

An abbreviated collection of STT transformation prompts

Basic implementation of a prompt concatenation utility for text transformation system prompts for converting transcribed text

Updated repo of text transformation prompts (raw STT transcripts -> *). New repo for capturing via automations.

Deep dive into prompt engineering and LLMs, featuring technical guides, best practices, and research findings.

Weird AI experiment #342

A 100 page book manuscript generated from a single prompt using Sonnet 3.7

Linux desktop application that provides a two-stage process for creating notes from dictated speech (first stage, transcription via Whisper API; second stage light text formatting). Exports to markdown docs.

Interactive CLI for cloning your Github repos

Documenting some tools that I'm on active quest to find!

Joke configuration for a downtrodden LLM assistant for those needing a break from enforced AI positivity

Experiment: two AI agents, each one thinks the other is a liar...

List of sites with two factor auth support which includes SMS, email, phone calls, hardware, and software.

Various Bash scripts, edited configuration packages, and other resources to be manually applied to a fresh Ubuntu installation.

Documentation for getting a cheap USB HID foot mouse to work on Linux

ISO standards that I'm frequenlty looking up gathered in one ref

Streamlit app containing visualisations of the Global Value Factors Database (GVFD) released by the IFVI in 2024

A model multi-agent config for agentic code-gen with an educational "loop"

Voice Notes A dataset of voice notes collected by Daniel Rosehill in and around Jerusalem (mostly) in a variety of acoustic environments and in a variety of formats reflecting typical daily use with speech to text transcription apps. This dataset is a subsection of a voice note training dataset that I'm curating for STT fine-tuning and entity recognition. Annotation The dataset includes rich annotations collected using Label Studio: Corrected transcripts (manually… See the full description on the dataset page: https://huggingface.co/datasets/danielrosehill/Voice-Note-Audio.

A list of a few interesting tools for creating context-backed agents & assistants for voice interaction

A few notes describing the kind of voice app for large language models I would love to have!

Config for a text redaction agent for voicenote -> * workflows

Planning and outlining for an AI voice app for organisation

Linux voice notepad (latest version) with text transformations in addition to STT

Streamlit app for capturing and editing prompts and system prompts

Configuration for an intermediate agent in voice automation workflows that bridge voice input to other actions

(Unofficial) - destkop wrapper (Ubuntu) for Voicenotes.com AI note taker

A list of some extensions for working with large language models (LLMs) within the VS Code IDE

OpenAPI version (non-official, made by Actions GPT) for WAQI API

Simple pull script for World Air Quality Index (WAQI) data for integrating with Grafana

List of some WAQI reporting points in Israel (static snapshot)

Some configurations for offbeat AI roleplay characters just for fun

GUI for identifying USB devices with lsusb

Minimalist AI-generated desktop utility for Linux using Whisper API to transcribe audio files

Notepad for Linux that uses OpenAI Whisper (API) and reformats dictated text

A Linux desktop utility for converting speech to text using the OpenAI Whisper API

Transcription notepad with cloud speech to text (STT) for Linux

General purpose wiki for hosting Gists, how-tos, etc.

Skeleton / model repo for using Windsurf for code generation (WIP)

Some snippets for global rules configurations for Windsurf IDE

Updated Windsurf rules

Refactored Windsurf Rules for the program's change to a modular config approach

Stopgap and non-official utillity for updating Windsurf on non-Ubuntu Linux (Tarball installer)

Clean up handdrawn wireframes/sketches with Nano Banana (WIP)

Periodically updated spec-sheet for workstation/desktop

Writing-Related System Prompt Collection This is a collection of system prompts derived from my larger collection of system prompts. The commonality here is that these system prompts are intended for assistance related to writing, specifically text reformatting, editing, proofing. This is a partial collection that will continue to hopefully evolve and grow over time. The system prompts are organised into folders representing a common purpose and within each folder each system… See the full description on the dataset page: https://huggingface.co/datasets/danielrosehill/Writing-System-Prompts.

Some system prompts related to text modification and optimisation for some WIPs

CLI that generates batches of curated recommendations for movies, books, podcasts, etc

Zapier Apps/Integrations Extracted: Aug 26, 2025