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Pipeforge-AI MCP server · F · ToolBench

Pipeforge-AI

A distributed multi-agent orchestration system with MCP tool integration, cost control, security scanning, and self-healing capabilities. Coordinates Collector, Processor, Validator, and Sentinel nodes for LLM-driven task execution with budget enforcement and fault recovery.

2026-07-28+STREAMABLE_HTTP0 tools

17/100

Definition Quality0

Protocol Readiness0

Supportability28

Spec posture

Inferred effective spec 2026-07-28+·current baseline 2026-07-28

Static source inference · medium confidence · evidence: Streamable HTTP

Current-spec patterns detected

Summary

Scoring was not performed

Score history

Overall score trend

First recorded score · v2 rubric

17/100

Scored	Grade	Overall	Spec posture	Rubric
2026-09-23	F	17	2026-07-28+	v2