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agentforge-py MCP server · F · ToolBench

agentforge-py

Multi-package Python framework for building agentic AI systems with modular LLM providers, chat sessions, memory stores, guardrails, and protocol integrations (MCP, A2A, HTTP)

2026-07-28+STDIO0 tools

31/100

Definition Quality0

Protocol Readiness0

Supportability52

Spec posture

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

Static source inference · medium confidence

Current-spec patterns detected

Summary

Scoring was not performed

Score history

Overall score trend

First recorded score · v2 rubric

31/100

Scored	Grade	Overall	Spec posture	Rubric
2026-09-23	F	31	2026-07-28+	v2