Labsco
MCP SERVER

Universal Infinite Loop MCP Server

by gptprojectmanager

Generate many variations of one thing in parallel waves, each agent assigned a different angle, with duplicates blocked across streams.

Reasoning Scaffolds & Agent Workflow Engines
Summary
Parallel generation with the bookkeeping done — uniqueness, sophistication levels, and a context ceiling.

The interesting part is not bulk generation but that it tracks what has already been generated. Each parallel agent is handed its own innovation dimension, later waves are told to go past the earlier ones, and generation stops on a context threshold instead of degrading into repetition. INFINITE mode means 'until context runs out', which is why context monitoring is a first-class tool here rather than an afterthought.

What it is

An orchestration server that runs the infinite agentic loop pattern for any kind of output. You hand it a specification — domain, output format, naming pattern, quality standards, innovation dimensions — and it coordinates parallel agents through waves of increasing sophistication.

What you get
  • infinite_orchestrate — the main call: a specification, an output directory, and a mode of SINGLE, BATCH, or INFINITE
  • wave_plan — plan the next wave against the work that already exists, a sophistication level, a target count, and a context budget
  • agent_coordinate — run agents in parallel, each on a distinct innovation dimension, with duplicate concepts prevented across streams
  • context_monitor — watch context capacity and shut down gracefully at a threshold rather than stopping mid-generation
  • spec_validate — check a partial specification and fill in defaults before a wave is spent on it
  • Evolution patterns of LINEAR, EXPONENTIAL, ADAPTIVE, or CREATIVE_BURST across domains from UI and CODE to DOCUMENTATION, RESEARCH, CONTENT, ANALYSIS, and DESIGN
  • Per-domain validation rules covering syntax, semantics, functionality, and quality, with quality scoring on each iteration
Requirements

No account and no key. There is no published package: clone the repository, run npm install and npm run build, then point your client at the built dist/server.js and launch it with node over stdio.