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Public assessment

cfpramod/open-museum-mcp (open-museum-mcp)

open-museum-mcp · v0.16.0 · scanned

What changed in the harness

Selection accuracy 96→94, token cost down 0%, unconfirmed writes 100%→100%.

Category breakdown

Where the score comes from.

Earned points across the four signals Gradable measures. Safety and Legibility are scored out of 30; Economics and Discoverability are scored out of 20.

01Safety

30.0 / 30

30.0 out of 30
02Legibility

28.5 / 30

28.5 out of 30
03Economics

15.7 / 20

15.7 out of 20
04Discoverability

19.0 / 20

19.0 out of 20

Highest-impact fix

Estimated gain +4 points

Reduce the tool-definition and task token payload

Consolidate overlapping tools and trim repetitive schema text while preserving behavior, parameter, and return semantics.

Description evidence

Defects and rewrites.

3 defects found across the exposed tool descriptions. Suggested rewrites make purpose, inputs, boundaries, and returns easier for an agent to understand.

Tool Defect types Suggested rewrite
search_artworks
params_unexplained
Search across registered open-access museum collections. Returns artwork records that pass source-specific rights verification (ambiguous records excluded by default). Supports an optional date-range filter for researcher queries like "Dutch genre painting 1640–1680". Use `limit` (integer, 1-50, default 10) to control how many matching records are returned.
get_artwork
no_return_description
Fetch a single artwork by its normalized ID (e.g. met:436533). Returns the artwork's full cached record (title, artist, date, medium, image URL, rights/license status, and source museum), or an error if the ID does not resolve to a known record.
cite
no_return_description
Render a citation for an artwork. Styles: "full" (artist, title, date, museum, license, URL), "caption" (image caption form), "short" (inline reference); defaults to "full". Returns the formatted citation as a plain text string.

Selection evidence

Confusable tool pairs.

0 pairs where similar names or overlapping descriptions may send an agent toward the wrong tool.

Tool A Tool B Confidence Why they collide
No confusable tool pairs were flagged in this assessment.

Compare the field

One score is useful.
The evidence makes it actionable.

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