Skip to content
@forkjoin-ai

Forkjoin.ai

The beauty is knowing when to fold.

AFFECTIVELY Open Source Ecosystem

AFFECTIVELY is an emotion tracking and analysis platform that helps people hold onto their clarity. We build local-first, privacy-respecting tools that run AI inference entirely in-browser and at the edge — zero server cost, zero latency, your data stays yours.

The Aeon ecosystem is our open-source infrastructure: distributed sync, collaborative surfaces, edge AI, WASM engines, and the tooling to tie it all together.

Fine-Tuned Models

Model Task Base Format HuggingFace
Cog DevOps intelligence -- incident response, deployment decisions, system management SmolLM2-360M-Instruct GGUF (Q4_K_M, Q8_0) cog-360m-instruct-gguf
Cyrano Emotional intelligence -- empathetic responses, emotion detection, coping strategies SmolLM2-360M-Instruct GGUF (Q4_K_M, Q8_0) cyrano-360m-instruct-gguf
Gnosis 360M GGL topology generation from natural language SmolLM2-360M-Instruct GGUF gnosis-360m-topology

Browser AI Models (ONNX)

Production-ready ONNX models for in-browser inference with transformers.js. All models run entirely client-side.

Model Task Size HuggingFace
BART-Large CNN Text summarization ~493 MB bart-large-cnn-onnx
DeBERTa v3 Zero-Shot Zero-shot classification ~243 MB deberta-v3-base-mnli-onnx
DistilBERT Emotion Emotion classification (6 labels) ~67 MB distilbert-base-uncased-emotion-onnx
DistilRoBERTa Emotion Emotion classification (7 labels) ~82 MB emotion-english-distilroberta-base-onnx
NLLB-200 1.3B Translation (200 languages) ~1.81 GB nllb-200-1.3B-onnx
NLLB-200 Distilled 1.3B Translation (200 languages) ~1.81 GB nllb-200-distilled-1.3B-onnx
RoBERTa GoEmotions Emotion detection (28 labels) ~124 MB roberta-base-go-emotions-onnx
Twitter RoBERTa Sentiment Sentiment analysis (3-class) ~124 MB twitter-roberta-base-sentiment-onnx

Aeon Ecosystem

Project Description
Aegis Zero-dependency decentralized identity and access control built on Web Crypto API. UCAN capabilities, DID resolution, ECDSA signatures, and XPath-like node selection for surgical data-tree authorization.
Aeon Distributed synchronization, schema versioning, and conflict resolution for real-time collaborative applications.
Aeon Flux Collaborative page surface with CRDT-based flux state, Edge Side Inference (ESI), and zero-CLS rendering. Pages that think.
Aeon Flux Capacitor Embedding-first collaborative WYSIWYG editor where text is a derivative of the vector space.
Aeon Forge Shared deployment and routing primitives for deploy-planning surfaces and the Forge CLI/CD system.
Aeon Foundation The complete Aeon stack in one package: distributed sync, collaborative pages, state management, relay transport, edge AI, neural graph database, and decentralized auth.
Aeon IAM Device-rooted UCAN identity and access management orchestration.
Aeon Icons Icon library for Aeon web and native applications.
Aeon IDE IDE integrations and developer experience tooling for Aeon.
Aeon Invite Beta shield, invite codes, waitlist management, and funnel analytics for controlled rollouts.
Aeon Preferences Federated user preferences via Dash DB.
Aeon Shell Local-first operating surface hosting live shell canvas, graph runtime, route-aware surfaces, and native aeon:// addressing.
Aeon Shell Core Canonical runtime surface for shell consumers with host/plugin orchestration and engine registry security boundaries.
Aeon Stack Zero-dependency performance layer with measured vertical stack windowing, velocity-adaptive overscan, DOM collapse, and speculative rendering.
Aeon TUI Ink-based terminal runtime with behavior parity to the Aeon shell, command palette flows, and integrated PTY panes.
Goodchild UCAN-enforced feature gating daemon at the edge. Replaces centralized feature flag SaaS (LaunchDarkly, CloudBees) with deterministic, cryptographic entitlements.

Local-First Data and Edge

Project Description
Dash Multi-layer edge storage and CRDT sync engine supporting Yjs, Automerge, WebSocket, WebTransport, and WebRTC.
Dash CLI The sovereign, local-first database for your command line.
Edgework CLI CLI for edgework.ai — accessible AI at the edge.
Edgework SDK SDK for building edgework.ai integrations.
Neural Distributed monorepo for neural/AI infrastructure.
Zedge Companion sidecar with inference bridge and compute pool node functionality.

Orchestration and Protocols

Project Description
MCP Framework Framework for building Model Context Protocol servers with authentication, tool registration, and analytics.
Orchestrator Task orchestration and agent coordination engine.
Slash Commands Slash command framework for conversational interfaces.
Workflows Production-grade workflow orchestration and composition engine for autonomous agents and CI/CD pipelines.

Data and Taxonomy

Project Description
Behavioral Taxonomy 1,140+ behavioral loops, emotions, cognitive biases, and personality traits. Licensed CC-BY-4.0.
Utils API retry logic, consistent logging, and short URL generation.

Developer Tooling

Project Description
Bun Isolated Runner Run Bun tests in isolated subprocesses to prevent mock pollution and global state leakage.
DevOps Scripts Monorepo automation for changed-file testing, type-checking, and accessibility audits.
Trace Lint Extensible linting framework for Chrome/DevTools trace files with loop detection rules.

WASM Engines

High-performance Rust modules compiled to WebAssembly for near-native speed in the browser and Node.js.

Module Description
Confetti Physics Physics-based confetti celebrations with fluid dynamics, haptic feedback, and procedural audio.
Entrainment Audio Audio entrainment and binaural beat generation.
Synthetic Watermark Watermarking for synthetic/AI-generated content.
wasm-analytics-engine Metrics computation, event processing, and funnel analytics.
wasm-audio-processor Audio mixing, volume adjustment, silence generation, and µ-law encoding.
wasm-cache-ops Batch caching, LZ4-style compression, eviction policies, and hashing.
wasm-cognitive-gate Cognitive gating and policy-style evaluation flows.
wasm-data-aggregator Statistical analysis, grouping, and time-series aggregation.
wasm-git-pack Git packfile parsing and low-level repository operations.
wasm-graph-algorithms Cycle detection, DAG operations, pathfinding (Dijkstra/A*), and topological sort.
wasm-image-utils Base64 encoding/decoding, format detection, and image validation.
wasm-text-processor Pattern matching, entity extraction, and text scoring.

Documentation

Project Description
AFFECTIVELY Wiki Project wiki and knowledge base.
Monorepo Primary development monorepo for the AFFECTIVELY platform.
Neural Wiki Neural project documentation.

Installation

All npm packages are available under the @affectively scope.

npm install @affectively/behavioral-taxonomy
npm install @affectively/mcp-framework
npm install @affectively/aeon-flux

Contributing

We welcome contributions! Each repository has its own contribution guidelines.

  1. Fork the repository
  2. Create your feature branch (git checkout -b feature/amazing-feature)
  3. Commit your changes (git commit -m 'feat: add amazing feature')
  4. Push to the branch (git push origin feature/amazing-feature)
  5. Open a Pull Request

License

  • Code Packages: MIT License
  • Data Packages: Creative Commons Attribution 4.0 (CC BY 4.0)
  • ONNX Models: Same license as base model (see individual model cards)

Acknowledgments

This project is built on the shoulders of extraordinary open-source work. We are grateful to every maintainer, contributor, and community behind the tools we depend on.

Core Frameworks React | React DOM | React Native | Hono | Express | Vite | Bun | Nx

Collaborative Editing Yjs -- the CRDT engine behind all our real-time collaboration | y-websocket | y-webrtc

3D and Visualization Three.js | React Three Fiber | Drei | Postprocessing | Troika | Framer Motion | D3 | Recharts

AI and Inference Vercel AI SDK | ONNX Runtime Web | TensorFlow.js | MediaPipe | Transformers.js | Model Context Protocol SDK

Validation and Data Zod -- schema validation across 21 packages | zod-to-json-schema

Edge and Cloud Cloudflare Workers | itty-router | Hono | Firebase | Google Cloud | Stripe | Upstash Redis

Terminal and CLI Ink | Commander | Pastel

Observability OpenTelemetry -- 26 packages for distributed tracing and instrumentation | Sentry

Blockchain and Cryptography viem | ethers | jose | ucans | Noble Curves

Content and Rendering react-markdown | Mermaid | KaTeX | Marked | Storybook

Mobile Expo | React Navigation | React Native Gesture Handler | React Native Reanimated | Tauri

Data and Storage localforage | Dexie | isomorphic-git | level

Formal Verification Lean 4 | Mathlib | TLA+

Build and Dev TypeScript | ESLint | Prettier | Tailwind CSS | PostCSS | SWC | esbuild

Utilities date-fns | rxjs | zustand | SWR | QuickJS | sharp | Puppeteer

Audio Tone.js | lamejs | standardized-audio-context | hls.js

To every person who has filed a bug, reviewed a PR, written documentation, or maintained a package we depend on: thank you. Open source is the foundation everything here is built on.


Made by forkjoin.ai

Pinned Loading

  1. behavioral-taxonomy behavioral-taxonomy Public

    1,140+ behavioral loops, emotions, biases

    TypeScript

  2. aeon-test aeon-test Public

    Cross-platform isolated test runner

    TypeScript

  3. mcp-framework mcp-framework Public

    MCP server scaffolding

    TypeScript

Repositories

Showing 10 of 64 repositories

People

This organization has no public members. You must be a member to see who’s a part of this organization.

Top languages

Loading…

Most used topics

Loading…