Tooling for local-first AI development.

Servers and gateways that speak the Model Context Protocol, plus the tooling that tests them.

• Tool Compass Find MCP tools by describing what you need. Hybrid semantic + lexical search.
• Ollama Intern MCP Delegate bulk analysis from Claude Code to a local Ollama model. 42 job-shaped tools.
• MCP Voice Soundboard Text-to-speech MCP server: 48 voices, 9 languages, SSML-lite, multi-speaker dialogue.
• Polyglot MCP Local GPU translation MCP server. TranslateGemma via Ollama, 55 languages.
• Plain Sight Point it at an image, an AI says what it sees. Florence-2 describer — MCP server + CLI (local, MIT)
• AI Eyes MCP Grounded visual evaluator MCP server — honest image judgment via SigLIP2 on a pinned model revision. Measures one image-text pair, names the weights that produced the score, and abstains rather than guessing.

The local-model lifecycle: fine-tuning, datasets, training-step proof, and hardware capacity planning.

• Backpropagate Headless LLM fine-tuning in three lines, with VRAM-aware defaults and GGUF export.
• Style Dataset Lab Canon-aligned visual dataset production: snapshots, splits, training packs, evals.
• Repo Dataset Turn code repos and curated visual repos into contamination-checked training datasets…
• Backprop Trace Deterministic 26-rule verifier for neural-network training steps.
• RunForge VS Code Push-button ML training with presets, indexed runs, and artifact inspection — all…

Programmatic generation and verification of images, 3D, video and audio.

• Comfy Headless Drive ComfyUI from Python: image, video, 3D and audio graphs with no node canvas.
• Comfy Preflight A gate that runs on a ComfyUI workflow graph in the seconds before submission and halts a submission that would spend credits producing a known-wrong result.
• Sprite Foundry Headless sprite generation pipeline: ComfyUI, SQLite, and a Godot finish lab.
• Armature Image-to-video with a GLB instead of an image.
• Audiobooker EPUB, TXT, PDF, or DOCX to multi-voice narrated audiobooks with mastering.
• CodeComfy VS Code VS Code extension for code analysis and coverage display.

What a coding agent runs on: orchestration, context routing, knowledge substrates, verification, health.

• Role OS Multi-Claude orchestration: 61 roles, team packs, missions, and structured evidence.
• Loadout OS Knowledge OS for AI coding agents — one CLI that routes the right context (memories +...
• Prism Verify Runtime LLM verifier — family-different, reasoning-stripped, multi-lens adjudication with signed Ed25519 receipts (CLI · MCP · HTTP).
• Claude Guardian Flight computer for Claude Code — log rotation, watchdog, crash bundles, and MCP…
• Research OS Local-first research control plane for gated source packs, claim truth, contradiction…

Release gates, registries, site scaffolding and the machinery of shipping.

• Shipcheck Release quality gate: Ship Gate checklist, error contract, templates, and audit.
• Site Theme Shared Astro theme for MCP Tool Shop org repo landing pages.
• Repo Knowledge Repo knowledge system — relational catalog with full-text search, audit evidence, and…
• Registry Stats Multi-registry download stats for npm, PyPI, NuGet, VS Code Marketplace, and Docker Hub.
• npm Launcher Generic GitHub-release binary launcher with cache + SHA256 verification.
• Forkctl Adoption control plane for GitHub repos.

Shipped games and the authoring tools that produce them.

• AI RPG Engine Simulation-native toolkit for building, analyzing, and balancing deterministic RPG worlds.
• World Forge 2D world authoring studio for AI RPG Engine.
• Motif Adaptive soundtrack studio for composing, arranging, scoring, and exporting interactive...
• Saints Mile A frontier JRPG for the adults who loved those games first
• Roll RPG dice engine — expression parser, probability analyzer, loot tables, beautiful…
• Star Freight Star Freight — Space Merchant RPG

Attestation, receipts and on-ledger proof for releases and financial truth.

• Attestia Financial truth infrastructure for decentralized systems.
• XRPL Lab XRPL training workbook. Learn by doing, prove by artifact.
• XRPL Camp Learn the XRP Ledger in one sitting — real transactions, portable proof, 10 minutes.
• XRPL Creator Capsule Creator-owned release system on XRPL — desktop app + CLI for publishing, minting, access gating, and recovery. Testnet preview.
• Repomesh Trust infrastructure for repo networks — verify releases, check anchors, and onboard…