52 projects
limn
A small, privacy-first text-to-image tool: type a prompt, get an image. Bring your own provider.
slide-stream
An AI-powered tool to automatically create video presentations from Markdown and PowerPoint files
feedforward-practice
Private practice feedback on drafts against an instructor rubric (.ffrubric) — the FeedForward Desktop sidecar engine
assessment-lens
Signals-based assessment — map analyser signals to a rubric as observations, never grades. A human assigns every mark.
visual-cataloguer
Batch catalogue physical collections using visual dividers (QR codes) and automated image processing
assessment-bench
Benchmark assessment approaches: pure-LLM marking vs the family's signal-based observations, with repeated runs and agreement statistics.
botstash
CLI tool and WebUI that ingests LMS course exports and Echo360 transcripts into an AnythingLLM workspace for embedded course chatbots.
hands-on-ai
Hands-on AI Toolkit for classrooms
thematic-analyser
Corpus-level inductive thematic analysis via multi-LLM consensus labelling — a member of the lens analyser family.
document-analyser
Multi-modal document analysis microservice — extracts text, readability, and structure from PDFs, DOCX, and more
bundle-analyser
Bundle analyser — analyses collections of files in folders or zip archives, dispatching to the analyser family
auto-analyser
Auto-analyser — detect a file's format and route it to the right analyser family member
wordpress-analyser
WordPress theme and plugin analyser — hooks, template hierarchy, plugin API signals
video-analyser
Video analysis tool — extracts frames, transcripts, and quality metrics for the analyser family
git-analyser
Git repository analyser — commit history, churn, contributor patterns, dispatches to analyser family
speech-analyser
Audio transcription and speech analysis for the analyser family
records-analyser
Structured data profiling for the analyser family
image-analyser
Static image analysis (CLI + FastAPI) for the analyser family
provenance-analyser
Document provenance/metadata analysis — creator app, editing time, author chain, AI-gen markers
spreadsheet-analyser
Formula-logic analysis for spreadsheets (.xlsx, .xlsm) — the lens-family member that reads the workbook's reasoning, not its data
site-analyser
Site-quality signals for a deployed URL or a local static-site dir — accessibility, structure, SEO, link health, framework detection, validity
revision-analyser
Reads .docx tracked-changes as drafting trajectory — paste-burst detection, authorship distribution, thrashing patterns
reflection-analyser
Reflective-writing analysis — metacognition, criticality, depth (Moon-style bands)
diagram-analyser
Structural analysis of mermaid / PlantUML / Graphviz / drawio diagrams (plus image diagrams via optional vision)
conversation-analyser
Critical-thinking and analytics for human-AI conversations — a member of the lens analyser family.
code-analyser
Source code analyser — part of the analyser family
slide-vision
Enrich markdown slide decks with images
gh-toolkit
GitHub repository portfolio management and presentation toolkit
lens-embed
Shared embedding helper for the lens family — one pinned text + image model so every member's vectors are comparable (for cross-artefact consistency and cohort distinctiveness).
llm-fragments-folder
LLM plugin to load entire folder contents as fragments
lens-contract
The shared contract surface for the lens analyser family — manifest builder + FastAPI/CLI scaffolding every member exposes.
video-lens
DEPRECATED — use video-analyser instead: pip install video-analyser
folder-analyser
Folder and project structure analyser — walks directories, dispatches to analyser family members
multi-analyser
Multi-lens analysis router — detect a file's format and route it to the right lens
document-lens
Multi-modal document analysis microservice — extracts text, readability, and structure from PDFs, DOCX, and more
poly-lens
Multi-lens analysis router — detect a file's format and route it to the right lens
audio-lens
Audio transcription and speech analysis for the poly-lens family
extracta
Modular content analysis platform for research, assessment, and academic integrity checking
outline-dl
Download unit outline PDFs from Curtin University's LITEC system
course-dl
Download Blackboard course exports from Curtin University's LMS
ensayo
Generator for educational company simulation sites — scaffolds content and builds vanilla HTML sites from markdown and YAML configuration.
locollm
Local Collaborative LLMs -- Frontier AI on a Student Budget
pypi-toolkit
PyPI package portfolio management and auditing toolkit
glomph-maze
Terminal Pac-Man game with modern Python implementation
badge-quest
Collect, learn, repeat. A reflection badge system for Learning Management Systems.
mark-mate
Your AI Teaching Assistant for Assignments and Assessment
swipe-verse
A multiverse card-based decision game with themes across different realities
fetch-my-weather
A beginner-friendly Python package for fetching weather data, designed for educational use.
sim-lab
A set of classes for simulating various business-related scenarios for educational use
curriculum-curator
An educational content workflow orchestration tool for LLM integration
virtual-lanes
A ten-pin bowling simulation library for modeling games
ask-docs
CLI and web assistant for document collections using LLMs and RAG
