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MCP-Scorecard
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MCP-Scorecard

Active·★ 26·Apache-2.0·Updated 2026-04-09
★ Trending★ API Integration

Deterministic CI scanner and surface-risk scoring for MCP (Model Context Protocol) servers.

MCP Scorecard is an open-source infrastructure tool for reviewing MCP servers before they enter real workflows. It launches a server locally over stdio, discovers its tools, applies a deterministic ruleset, and produces reviewable scores and findings across conformance, security, ergonomics, and metadata. The output is designed for CI, with terminal summaries, JSON reports, and SARIF.

#agentic-ai#ci-cd#devsecops#llm-agents#mcp#mcp-servers#model-context-protocol#python
$ Install
$ python -m venv .venv && source .venv/bin/activate && pip install -e .[dev]
↗ Visit site★ GitHub
01

Features

01Run locally against a real MCP server
02Fail CI below a deterministic threshold
03Export JSON and SARIF for automation
04Review risky MCP surfaces deterministically
05Score across conformance, security, ergonomics, and metadata
02

Compatibility

Linux
Linux
Verified via docs
macOS
macOS
Verified via docs
Windows
Windows
Verified via docs
03

Quick start

1
$ python -m venv .venv
2
$ source .venv/bin/activate
3
$ pip install -e .[dev]
04

Use cases

↳Evaluate MCP server surfaces before adoption
↳Gate CI pipelines based on score thresholds
↳Generate machine-readable reports for automation and policy
05

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Related searches

MCP-Scorecard AlternativesBest Dev Tooling Tools 2026Open Source Dev ToolingMCP-Scorecard TutorialMCP-Scorecard Vs Competitorsagentic-aici-cddevsecops

Comments

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  • Finley Lee
    Finley LeeApr 20, 2026

    Good for teams shipping MCP servers who need objective security assessment.

  • A
    Avery AndersonApr 2, 2026

    CI integration means security scoring happens automatically, not just on manual request.

  • S
    Scout WilsonMar 18, 2026

    Risk scoring is calibrated against known MCP attack surfaces, not generic security criteria.

  • J
    Jesse PatelMar 2, 2026

    Deterministic security scanning for MCP servers surfaces risks that probabilistic checks miss.

On this page
01Features02Compatibility03Quick start04Use cases05Alternatives
Stats
GitHub Stars★ 26
Last commit1mo ago
StatusActive
LicenseApache-2.0
CategoryDev Tooling
Trend (30d)
+1↑ 0.5%
Links
Documentation↗Discussion↗Issues↗Releases↗

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