samsarix

Provider-neutral Python harness for deterministic, bounded multi-agent workflows

Samsarix Story Studio — local-first, bring-your-own-provider multi-agent fiction workshop with a complete no-key demo.

Deterministic explicit-choice consensus and bounded async fan-out for Python agents

Samsarix Portfolio Board — a read-only GitHub portfolio operations dashboard with explainable repository standards.

Local, deterministic policy gate for autonomous agent actions

Local deterministic policy engine for explainable allow-or-deny decisions before agent and automation actions.

Read-only environment contracts and actionable readiness checks for Python agent projects.

Async Python SDK for validated LLM endpoint routing, retries, fallback, cancellation, and bounded concurrency.

A no-account decision workbench for comparing and piloting public Samsarix projects.

Small FastAPI room-chat service with SQLite persistence and live WebSocket delivery.

Dependency-free typed Python tool runtime and MCP stdio server from Samsarix LLC

Samsarix Agent Engine: a bounded Python agent layer for OpenAI-compatible model endpoints; prerelease consolidation candidate.

Local-first Python library and CLI for deterministic application-owned workflow DAGs.

Local protocol library and CLI for transparent coordination-health observations and scores.

Local-first CLI and Python library for deterministic social campaign QA, semantic review, approvals, and portable exports.

Python SDK and CLI for bounded, inspectable multi-stage short-story drafting.

Offline, inspectable Python project scaffolding with safe local team template packs.

Local-first coordination-design workbench and portable contract reference for the Samsarix role model.

Deterministic Python runner for reviewable JSON workflows, local validation, and data shaping.

Samsarix Discord Operator Bot — bounded, private service health checks through Discord slash commands.