ToolRampart sits between agents and production functions so useful capabilities can be exposed with guardrails. It validates inputs with Pydantic, checks actor scopes, runs policy functions, supports approvals for risky calls, deduplicates retries with idempotency keys, enforces rate limits, applies timeouts and retries, and emits audit logs with optional OpenTelemetry signals.

TinyEarth is built for projects that need a polished globe without inheriting a full globe framework. It keeps the API focused, supports clouds, night lights, atmosphere, custom texture paths, markers, and quality presets, while keeping the visual cost predictable.

TinyFaceMatch focuses on practical verification: a 128-D embedding model, ONNX runtime support, a documented threshold, Python usage, embedding comparison helpers, and production notes around alignment, monitoring, consent, and biometric data handling.

TinyLiveness is the liveness companion to TinyFaceMatch. It ships a default ONNX model and policy, Python and JavaScript runtime paths, reproducible evaluation notes, and clear caveats about larger holdouts and production camera testing.

ChitraDev keeps generation local: prompts, reference photos, generated PNGs, ZIP downloads, and model cache stay on the user machine. It supports prompt-only runs, single-person FaceID, two-person FaceID, placement controls, and batch generation for longer local jobs.

LocalPilot brings Copilot-style workflows to local models: inline ghost text, a chat sidebar, selected-code commands, code actions, error explanations, model setup, low-RAM modes, and a safe apply flow with diff preview before edits land.