mMCPVerdicts
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MCP SERVER

AWS Documentation

Developer Tools tools for AI assistants.

POPULARITY SCORE11.3out of 100
OVERALL RANK#406of 413 eligible servers
CATEGORY RANK#71Developer Tools
EVIDENCE COVERAGE1 / 3Single source · limited coverage

Usage & adoption

Observed
604Kdownloads · PyPI / source month

604,398 exact · PyPIStats last_month rolling window at retrieval; source-defined

Collected 2026-09-21

View PyPI measurement ↗

Rounded public activity counts. Downloads, platform uses, and tool calls measure different events; these counts are not added together or treated as unique users. About these numbers

Behind the score

Strongest adoption signal: up to 85 points. Supporting adoption: up to 10. Repository interest: up to 5.

Leading adoption · PyPI11.3 / 85Normalized signal 13.3 / 100Fixed reference population
Supporting adoption · SmitheryUnavailableUnavailableFixed reference population
Developer interest · GitHubUnavailableUnavailableFixed reference population

Missing signals earn no points; their weight is never moved to another source. This measures observed popularity, not quality or unique users. Read the formula

Source measurements

Smithery uses

Unavailable

No measurement in this snapshot.

npm downloads

Unavailable

No measurement in this snapshot.

PyPI downloads

604,398

PyPIStats last_month rolling window at retrieval; source-defined

Scope: awslabs.aws-documentation-mcp-server

Collected 2026-09-21 · Older observation

View source ↗

GitHub stars

Unavailable

No measurement in this snapshot.

Publisher-reported usage

Publisher information is temporarily unavailable. Public rankings are still available.

Chart history

No comparable weekly snapshot yet.

Best recorded overall position: #404 · across recorded methodology versions

2026-09-17 · #40417.0 pointspopularity-v1.0 · Initial reviewed chart
2026-09-18 · #40417.0 pointspopularity-v1.0 · Partial public data refresh
2026-09-19 · #40614.2 pointspopularity-v1.0 · Partial public data refresh
2026-09-20 · #40611.3 pointspopularity-v1.0 · Partial public data refresh
2026-09-21 · #40611.3 pointspopularity-v1.0 · Partial public data refresh