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Mozilla.ai maintains a significant public presence on GitHub, showcasing a wide range of repositories primarily in Python, Rust, Go, TypeScript, and C++. Notable projects include llamafile for distributing LLMs and any-llm for interfacing with LLM providers, reflecting the organization's focus on AI development and shared agent learning.
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Public repositories
llamafile
Distribute and run LLMs with a single file.
any-llm
Communicate with an LLM provider using a single interface
cq
An open standard for shared agent learning. Agents persist, share, and query collective knowledge so they stop rediscovering the same failures independently.
any-agent
A single interface to use and evaluate different agent frameworks
lumigator
Source code for Mozilla.ai's Lumigator platform
wasm-agents-blueprint
Testing WASM-powered AI agents
agent.cpp
Building blocks for agents in C++
document-to-podcast
Blueprint by Mozilla.ai for generating podcasts from documents using local AI
mcpd
Declaratively define and run required tools across environments, from local development to containerized cloud deployments.
any-llm-go
any-llm go
encoderfile
Distribute and run transformer encoders with a single file.
clawbolt
The AI Assistant that actually does things for the trades
osm-ai-helper
Blueprint by Mozilla.ai for mapping features in OpenStreetMap with Computer Vision
any-guardrail
Guardrails to support any-agent
agent-factory
Generate agents by simply describing your task in natural language
byota
Blueprint to Build Your Own Timeline Algorithm
speech-to-text-finetune
Blueprint by Mozilla.ai for finetuning a Speech-To-Text model in your own language
lm-buddy
Your buddy in the (L)LM space.
otari
This gateway is a standalone service that proxies LLM requests with API key management, budget enforcement, usage tracking, and OpenAI-compatible endpoints.
document-to-markdown
Convert unstructured documentsto markdown using the Docling.
federated-finetuning
Blueprint for federated finetuning, enabling multiple data owners to collaboratively fine-tune models without sharing raw data. Developed in collaboration with Flower.
structured-qa
Blueprint by Mozilla.ai for answering questions about structured documents
Blueprint-template
Template that can be used to start your own Blueprint.
mcpd-sdk-python
Python SDK for mcpd
aissert
No description provided for this repository.
speech-to-text
Blueprint by Mozilla.ai on how to transcribe audio files
surf-spot-finder
No description provided for this repository.
prompt-saliency
A simple command-line tool to calculate importance of tokens in prompts sent to an LLM.
mcpd-proxy
mcpd proxy MCP server for IDE integrations
settl
Hex Settlement Game: TUI, written in Rust
visual-dspy
Visual demo of DSPy's prompt optimization on Gradio
speech-to-text-alignment
Aligning / Biasing Speech-to-Text models to a predefined set of words or phrases.
fake-audio-detection
Blueprint for training and deploying a machine learning model that effectively detects synthetic and modified audio content.
tinyagent
Minimalist framework for running and monitoring an agent
openresponses-python
Python SDK for OpenResponses Spec
neurips-eval-infra
Model training/serving and HELM eval server for NeurIPS evals
test-driven-agent-development
No description provided for this repository.
lumigator-demo
A collection of Jupyter notebooks and scripts showcasing Lumigator's functionalities
bir_guardrail_experiments
Showcasing the experiments done on guardrail models supported in any-guardrail during the Builder in Residence program during the summer of 2025.
aaf
No description provided for this repository.
llamafile-builder
A desktop application for building custom llamafiles with bundled models and configurations.
homebrew-tap
Homebrew tap for Mozilla.ai
mcpd-sdk-javascript
JavaScript SDK for mcpd
lit-gpt
Hackable implementation of state-of-the-art open-source LLMs based on nanoGPT. Supports flash attention, 4-bit and 8-bit quantization, LoRA and LLaMA-Adapter fine-tuning, pre-training. Apache 2.0-licensed.
mcpd-client
No description provided for this repository.
mcpd-plugins-sdk-python
mcpd plugins Python SDK
any-agents
Dummy lib to prevent typo-squatting common typo
mzai-platform
No description provided for this repository.
otari-sdk-rust
No description provided for this repository.
otari-sdk-ts
No description provided for this repository.
cargo-goosectl
A strict, explicit SemVer CLI with first-class prerelease support.
mcpd-plugins-sdk-go
No description provided for this repository.
gguf-index
Identify GGUF files by their SHA256
mcpd-plugins-sdk-rust
Rust SDK for building mcpd plugins
mcp-registry
A community driven registry service for Model Context Protocol (MCP) servers.
mcpd-proto
Protocol buffer definitions for mcpd
mcpd-plugins-sdk-dotnet
mcpd plugin SDK for .NET
slides-vqa
Visual Question Answering for videos with slides
lm-evaluation-harness
A framework for few-shot evaluation of autoregressive language models.
otari-sdk-go
No description provided for this repository.
otari-sdk-python
No description provided for this repository.
otari-cli
CLI for accessing and managing otari
know-your-docs-starter-kit
No description provided for this repository.
.github
No description provided for this repository.
esaxx-rs-dyn-msvc
Bindings to copy of SentencePiece esaxx library (fast suffix array and frequent substrings). Modified to allow dynamic MSVC linking.
otari-anyguardrail-container
Container for using any-guardrails from otari
apron-tools
Agent-ready provider API wrappers with typed schemas, OAuth scope mappings, and LLM function-calling definitions.
apron-auth
Stateless OAuth protocol library — auth URL building, PKCE, code exchange, token refresh, revocation, scope parsing.
otari-sandbox-container
No description provided for this repository.
langchain-any-llm
Langchain any-llm integration
huggingface.js
Use Hugging Face with JavaScript
cq-proto
No description provided for this repository.
cq-python
Python SDK for cq — shared agent knowledge commons
any-llm-platform-client
No description provided for this repository.
any-llm-platform-client-go
No description provided for this repository.
0din-bot
Discord bot that also interacts with 0din submissions API
kfp-discovery
Adaptation of Blueprints to run on Kubeflow Pipelines (KFP).
ray
Ray is a unified framework for scaling AI and Python applications. Ray consists of a core distributed runtime and a set of AI Libraries for accelerating ML workloads.
kuberay
A toolkit to run Ray applications on Kubernetes
Frequently asked questions
What does mozilla-ai build on GitHub?
Mozilla.ai builds various AI-related projects on GitHub, including tools for distributing LLMs, agent frameworks, and shared knowledge standards. Their repositories support collaboration and innovation in AI technologies.
Which programming languages does mozilla-ai use?
Mozilla.ai primarily uses Python, Rust, Go, TypeScript, C++, and Jupyter Notebook for their projects. This diverse set of languages allows for flexibility in developing robust AI solutions.
Are mozilla-ai's repositories public?
Yes, all of mozilla-ai's repositories on GitHub are public. This transparency facilitates collaboration and allows the community to engage with their projects, contributing to advancements in AI and related fields.
Is this exposure intended?
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