by aak204 · MCP Server · ★ 29
MCP Scorecard Deterministic, CI-first quality scorecard for MCP servers. is an open-source infrastructure tool for reviewing MCP servers before they enter real workflows. It launches a server locally over , discovers its tools, applies a deterministic ruleset, and produces reviewable scores and findings across: The output is built for CI: stable terminal summaries, a machine-readable JSON scorecard report, and SARIF for code-scanning systems. This project is intentionally not an AI wrapper. It does not depend on LLM scoring, hidden judgment, or hosted analysis.
| Stars | 29 |
| Forks | 2 |
| Language | Python |
| Category | MCP Server |
| License | Apache-2.0 |
| Quality Score | 72.375743211817/100 |
| Open Issues | 1 |
| Last Updated | 2026-04-09 |
| Created | 2026-03-29 |
| Platforms | mcp, python |
| Est. Tokens | ~14k |
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MCP-Scorecard is Deterministic CI scanner and surface-risk scoring for MCP (Model Context Protocol) servers.. It is categorized as a MCP Server with 29 GitHub stars.
MCP-Scorecard is primarily written in Python. It covers topics such as agentic-ai, ci-cd, devsecops.
You can find installation instructions and usage details in the MCP-Scorecard GitHub repository at github.com/aak204/MCP-Scorecard. The project has 29 stars and 2 forks, indicating an active community.
MCP-Scorecard is released under the Apache-2.0 license, making it free to use and modify according to the license terms.