Coccinella Labs
- 146
- projects
- 157
- repositories
- 5
- systems
Systems
The depth underneath.
Five systems: agents that do work, compute that powers them, runtimes they run in, the machinery that ships them, and the models and data behind them. Standalone tools sit beside all of it.
§01 · agent-infrastructure
Agent infrastructure
Harnesses, runtimes, and bots that plan real work, execute it in sandboxed jobs, pause for approval, and ship audited results.
§02 · gpu-ml-compute
GPU & ML compute
Apple Silicon kernels, Metal runtimes, and inference interfaces for local and serverless machine learning.
- Stack
- Swift · Metal · Python · C++
- Connects to
- agent-infrastructure
Repositories · 15
- kernelsSwift·Stable↗
- kernelgoShell·Stable↗
- kerneljsShell·Stable↗
- kernelswiftSwift·Stable↗
- macoskernelC·Experimental↗
- applekernelSwift·Experimental↗
- coreSwift·Stable↗
- metalSwift·Experimental↗
- mlC++·Experimental↗
- mlapiPython·Stable↗
- bitinferPython·Experimental↗
- mlxlmPython·Experimental↗
- jupytermlPython·Experimental↗
- gpucomm fsRust·Stable↗
- gpucomm botJavaScript·Stable↗
§03 · runtime-tooling
Runtimes & developer tooling
CLI foundations, runtimes, and code tools the rest of the collection is built on.
- Stack
- Rust · Go · TypeScript
- Connects to
- gpu-ml-computemodels-datasetsbuild-release
§04 · build-release
Build & release automation
Versioning, tagging, CI checks, and delivery that ship every other project in the collection.
- Stack
- Go · Rust · TypeScript · Bash
Repositories · 14
- releaseShell·Stable↗
- release notesTypeScript·Stable↗
- release assetsPython·Stable↗
- gh tagTypeScript·Stable↗
- bumpShell·Stable↗
- nightlyYAML·Stable↗
- rust nightlyYAML·Stable↗
- fmtcheckGo·Stable↗
- auto labelShell·Stable↗
- auto mergeShell·Stable↗
- proofYAML·Stable↗
- secondYAML·Experimental↗
- buildanywhereShell·Stable↗
- botPython·Stable↗
§05 · models-datasets
Models & datasets
Verified models and the controlled data behind them, published on Hugging Face. The training sources for the Hub models stay private.
- Stack
- Python
- Connects to
- gpu-ml-computeruntime-tooling
Repositories · 2
- rlPython·Stable↗
- sandbox lifecyclePython·Experimental↗
Projects
Project index.
Search or filter by language and type.
Show all 146 projects
146 of 146 projects
- clipb
A lightweight clipboard utility for developers.
Rust · CLI · Stable
- dotenv keep
Keep and manage .env files safely.
Python · CLI · Stable
- release notes
GitHub Action for generating release notes.
TypeScript · GitHub Action · Stable
- fmtcheck
GitHub Action for formatting checks.
Go · GitHub Action · Stable
- gh tag
GitHub Action for automated version tagging.
TypeScript · GitHub Action · Stable
- release
Runs release automation.
Shell · GitHub Action · Stable
- auto merge
Enables or disables pull request auto-merge.
Shell · GitHub Action · Stable
- auto label
Labels pull requests and issues from commits and files.
Shell · GitHub Action · Stable
- bump
Automates version bumps after merged pull requests.
Shell · GitHub Action · Stable
- nightly
Builds Flutter desktop nightlies.
YAML · GitHub Action · Stable
- rust nightly
Builds Rust nightlies.
YAML · GitHub Action · Stable
- release assets
Builds signed release assets.
Python · GitHub Action · Stable
- bot
GitHub Actions workflows that manage repositories across this org.
Python · GitHub Action · Stable
- agentware
AI-assisted coding tools and developer workflows.
C++ · CLI · Stable
- buildanywhere
One CI script set for Actions, GitLab, and CircleCI.
Shell · GitHub Action · Stable
- cli
GitHub CLI extension that reads the repo list dynamically.
Shell · CLI · Stable
- core
Metal-based GPU compute runtime focused on memory, synchronization, and data movement on Apple Silicon.
Swift · Library · Stable
- go kit
Go CLI for working with Git hosting platforms.
Go · CLI · Stable
- gpucomm bot
GPU-aware GitHub App + CI automation for gpucomm (webhooks, labeling, CUDA/PyTorch checks).
JavaScript · GitHub Action · Stable
- gpucomm fs
Binary-aware artifact store and filesystem foundation for gpucomm (GPU artifacts, datasets, weights).
Rust · Library · Stable
- harper
Rust agent runtime with a TUI, an HTTP API, and a sandbox.
Rust · CLI · Stable
- harperbot
GitHub App bot.
Python · GitHub Action · Stable
- hub
Central hub connecting all repos.
Shell · CLI · Stable
- kernelgo
CLI that prints macOS system and kernel info from uname, written in Go.
Shell · CLI · Stable
- kerneljs
Kernel version CLI.
Shell · CLI · Stable
- kernels
Swift GPU kernels.
Swift · Library · Stable
- kernelswift
CLI that prints macOS system and kernel info from uname, written in Swift.
Swift · CLI · Stable
- license
Shared legal and license documents for the organization.
Markdown · Template · Stable
- mlapi
FastAPI service that serves a GPT-2 causal language model for text generation.
Python · Library · Stable
- omnitype
Type checker.
Rust · CLI · Stable
- proof
Deterministic PR body review.
YAML · GitHub Action · Stable
- rl
Reinforcement learning framework.
Python · Library · Stable
- simengine
Physics simulation engine.
Makefile · Library · Stable
- swe agent
SWE Agent template and utilities.
Python · Template · Stable
- tokensdk
Official TypeScript client for the Coccinella API.
TypeScript · Library · Stable
- vertex
Understand software before you change it.
TypeScript · CLI · Stable
- agent sdk
Reusable agent runtime extracted from Harper.
Rust · Library · Experimental
- bitinfer
Hugging Face encoder inference with float16 weights.
Python · Library · Experimental
- harpertoken
Code quality and style checker for many languages.
Perl · CLI · Experimental
- ml
MPI coordination scaffold for distributed training.
C++ · Library · Experimental
- second
Model-backed inline PR review.
YAML · GitHub Action · Experimental
- applekernel
Notes and scripts for Metal compute on Apple Silicon.
Swift · Experiment · Experimental
- browser
Flutter desktop browser for macOS, Windows, and Linux.
Dart · Experiment · Experimental
- jupyterml
Notebook ML agent.
Python · Experiment · Experimental
- macoskernel
Apple XNU kernel source mirror with per-release branches and build notes.
C · Experiment · Experimental
- metal
Swift package notes.
Swift · Experiment · Experimental
- mlxlm
M1 inference tests.
Python · Experiment · Experimental
- sandbox lifecycle
Controlled sandbox lifecycle dataset and a temporal ordering benchmark.
Python · Experiment · Experimental
- mini
A minimal Go utility library.
Go · Library · Stable
- startkit
Minimal project template for new libraries.
JavaScript · Template · Stable
- stale
Closes stale issues.
Shell · GitHub Action · Stable
- title
Fixes pull request titles.
Shell · GitHub Action · Stable
- cancel
Cancels queued and in-progress workflow runs.
Shell · GitHub Action · Stable
- lock
Locks merged pull requests.
Shell · GitHub Action · Stable
- prune
Normalizes pull request descriptions.
Shell · GitHub Action · Stable
- rust fix
Applies Rust code fixes.
Rust · GitHub Action · Stable
- echo
Suggests related issues.
Python · GitHub Action · Stable
- gon
Reviews Dependabot pull requests.
Python · GitHub Action · Stable
- activity
Tracks project activity in a central issue.
YAML · GitHub Action · Stable
- appsdk
React app that also publishes an AI and automation SDK.
JavaScript · Library · Stable
- bin
Elixir project for reusable data pipelines.
Elixir · Library · Stable
- bniladridas profile
Profile resources, currently focused on Rust.
Shell · Template · Stable
- bot identity
Identity material for the commits made by the automation bot.
Shell · GitHub Action · Stable
- clabot
Checks that contributors have signed the CLA.
JavaScript · GitHub Action · Stable
- cli tools
C++ terminal client for chat completions.
C++ · CLI · Stable
- config
GitHub CLI extension to manage warning messages from warnings repo.
Shell · CLI · Stable
- course
Swift package for observing and controlling macOS processes.
Swift · Library · Stable
- dependabot review
Reviews Dependabot pull requests and comments a summary.
YAML · GitHub Action · Stable
- diff
Pull request reader for GitHub.
TypeScript · CLI · Stable
- dotfiles
macOS developer toolkit with hooks and setup scripts.
Shell · Template · Stable
- fix
GitHub App that strips add prefixes from commit messages.
Python · CLI · Stable
- forkcheck
Scratch repository for verifying fork behavior.
YAML · GitHub Action · Stable
- gh pin repo
Documents the missing GitHub API for pinning repositories.
Shell · CLI · Stable
- gitkeep
Empty template repo with .gitkeep for meta purposes.
Markdown · Template · Stable
- glimpse
Creates marks from icons, shapes, text, and images.
TypeScript · Template · Stable
- hautofix
AI text editor with inline completion.
TypeScript · CLI · Stable
- hbadges
Badge assets.
Python · Template · Stable
- hi
BERT token classification for named entity recognition.
Python · Library · Stable
- homebrew kit
Homebrew tap for the Kit CLI.
Ruby · Template · Stable
- homebrew tap
Homebrew formulas for the org’s projects.
Ruby · Library · Stable
- hwhcore
Constraint core.
Lean · Library · Stable
- json repo
Complete JSON schemas and templates repository.
JSON · Template · Stable
- latexgen
LaTeX generator.
Python · CLI · Stable
- manager
Recipe runner.
Python · CLI · Stable
- mcporg
GitHub org mapping.
Swift · CLI · Stable
- md
Markdown formatting.
Markdown · CLI · Stable
- memoraxx
Llama terminal client.
C++ · CLI · Stable
- organictyping
Keystroke dynamics analyzer.
TypeScript · CLI · Stable
- palmshed org
Shared profile and marks for the Palmshed org.
Markdown · Template · Stable
- pathutils
Path utilities.
TypeScript · Library · Stable
- prtemplate
Pull request template.
YAML · Template · Stable
- rag
Containerized Python package.
Python · Library · Stable
- react template
React UI template with Vite, TypeScript, Tailwind CSS.
TypeScript · Template · Stable
- resume
Resume builder.
TypeScript · CLI · Stable
- scout
Storage tool.
Swift · CLI · Stable
- skills
Skills and capabilities for agents and CLI.
Markdown · Template · Stable
- stillness
Minimal page theme.
HTML · Template · Stable
- stremiodiag
Stremio signing diagnostics.
Shell · CLI · Stable
- surface
GitHub surface audit.
Shell · CLI · Stable
- theme
Minimal theme.
Shell · Template · Stable
- thread
Tiled image pipeline.
C++ · Library · Stable
- tracking
Activity workflow.
YAML · GitHub Action · Stable
- tts
Text to speech.
TypeScript · CLI · Stable
- userstring
User string generator.
Python · CLI · Stable
- vesper
Ruby client for the Gemini generateContent API.
Ruby · Library · Stable
- warnings
Warning and alert messages repository for slash commands.
YAML · GitHub Action · Stable
- welcomebot
Welcome bot.
JavaScript · GitHub Action · Stable
- welcomeissues
Welcome issues.
YAML · GitHub Action · Stable
- xgboostapi
Prediction API.
Python · Library · Stable
- l2
Ruby gem for Google Gemini AI models.
Ruby · Library · Experimental
- loom
JavaScript framework for landing pages.
TypeScript · Library · Experimental
- palmshed
Portfolio site generated from Markdown in the repo.
TypeScript · Template · Experimental
- path
Media exploration tool built on Gemini 2.5.
HTML · CLI · Experimental
- weight
Checks the emotional tone of a message.
Dart · CLI · Experimental
- craft
Experimental Rust developer tool.
Rust · Experiment · Experimental
- ai
Benchmarks and compares language models across providers.
Python · Experiment · Experimental
- and
Notes on vendoring ml-api for offline builds.
Python · Experiment · Experimental
- barepi
Bare-metal firmware for Raspberry Pi 3 and 4.
C · Experiment · Experimental
- benchmark
Whisper and Wav2Vec2 speech models with WER/CER evaluation.
Python · Experiment · Experimental
- bible
Bible notes.
Markdown · Experiment · Experimental
- bniladridas
Profile README for Niladri Das.
Markdown · Experiment · Experimental
- brew
Bare-metal firmware for IoT coffee makers.
C · Experiment · Experimental
- browser archive
Earlier Flutter browser kept for reference.
Dart · Experiment · Experimental
- calculator
Calculator built with haskell-gi, GTK4, and Gio.
Haskell · Experiment · Experimental
- clicompare
Research on Claude and Gemini file reference compatibility.
JavaScript · Experiment · Experimental
- collab hub
Platform for content creation and learning.
JavaScript · Experiment · Experimental
- commitfix
Commit message test.
Markdown · Experiment · Experimental
- diff android
Android app for the DIFF pull request workspace.
Kotlin · Experiment · Experimental
- diff mac
Native macOS app for GitHub pull requests.
Swift · Experiment · Experimental
- dot
Blazor WebAssembly site deployable to GitHub Pages.
CSS · Experiment · Experimental
- general
Web app for browsing photos and videos from Pexels.
TypeScript · Experiment · Experimental
- gradledemo
Java HTTP demo.
Java · Experiment · Experimental
- harper notes
Harper notes.
Rust · Experiment · Experimental
- hbotest
Webhook test.
Python · Experiment · Experimental
- hello
React app.
JavaScript · Experiment · Experimental
- lifeboat
Kaggle dataset notes.
Jupyter Notebook · Experiment · Experimental
- lilt
Android messenger.
Kotlin · Experiment · Experimental
- markdownpro
Markdown workflow app.
TypeScript · Experiment · Experimental
- mnistcnn
Digit classifier.
Python · Experiment · Experimental
- models
Model notes.
Python · Experiment · Experimental
- molplatform
Computer science service.
Python · Experiment · Experimental
- patchcore
Anomaly detection model.
Jupyter Notebook · Experiment · Experimental
- press
A bookshelf of Christian books.
TypeScript · Experiment · Experimental
- videos
Video notes.
Python · Experiment · Experimental
- vision
Vision demo.
JavaScript · Experiment · Experimental
- xnubuild
Build system for compiling the Apple XNU kernel on macOS.
Shell · Experiment · Experimental
Activity
What’s shipping.
New releases and recent changes across the projects.