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gcf-python

Python implementation of GCF: token-optimized wire format for LLM tool responses. Encoder, decoder, session dedup, delta encoding. Zero dependencies.

5 starsupdated 3d agogithub ↗
76fair
▣ Score BreakdownMCPScore = Σ(raw × weight)
DimensionRawWeighted
Security
35%
100
35.0
Freshness
25%
100
25.0
Adoption
20%
7
1.4
Quality
10%
100
10.0
Trust
10%
50
5.0
Total
76.4
⚿ Capabilities & Risk Explainer
fs readsecrets
◆ Risk level: low
fs read + secrets — requires access to credentials or environment secrets.
⚙ Install config
Claude Desktop · Cursor · Windsurf · VS Code (Copilot) · Claude Code
add to your MCP client config:
{
  "mcpServers": {
    "gcf-python": {
      "command": "uvx",
      "args": [
        "gcf-python"
      ]
    }
  }
}
📈 Score historylast 20 snapshots
6/6/20267/21/2026 · 20 snapshots
⚙ Maintenance health
58/ 100 · is this project alive?
contributors (1y)1
top contributor share100%
releases (1y)14
last release11d ago
ci✓ passing
⛁ Raw data
weekly downloads0
github stars5
forks0
open issues0
license✓ present
readme length8561 chars
last publish6d ago
last commit3d ago
last updated19d ago
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gcf-python — MCP Score: 76/100 | MCPScore | Timeahead