gcf-python MCP Server
blackwell-systems/gcf-python
[](https://agentrank-ai.com/tool/blackwell-systems--gcf-python/?utm_source=badge&utm_medium=readme&utm_campaign=agentrank_badge) GCF Python implementation. 100% LLM comprehension on every frontier model. 50-92% fewer tokens than JSON. 43B+ round-trips verified. Zero dependencies.
claude mcp add agentrank -- npx -y agentrank-mcp-server Overview
blackwell-systems/gcf-python is a Python tool licensed under Apache-2.0. GCF Python implementation. 100% LLM comprehension on every frontier model. 50-92% fewer tokens than JSON. 43B+ round-trips verified. Zero dependencies.
Ranked #5684 out of 24846 indexed tools.
Ecosystem
Score Breakdown
5 stars → early stage
Last commit 1mo ago → moderate activity
No issues filed → no history to score
0 contributors → solo project
No dependents → no downstream usage
4,387 weekly installs → gaining traction
Weights: Freshness 20% · Issue Health 20% · Dependents 22% · Stars 10% · Contributors 8% · How we score →
How to Improve
Matched Queries
Get the weekly AgentRank digest
Top movers, new tools, ecosystem insights — straight to your inbox.