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

open-museum-mcp · v0.16.0 · scanned

What changed in the harness

Selection accuracy 98→100, token cost up 4%, unconfirmed writes 0%→0%.

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

0.0 / 30

0.0 out of 30
02Legibility

28.7 / 30

28.7 out of 30
03Economics

19.8 / 20

19.8 out of 20
04Discoverability

14.1 / 20

14.1 out of 20

Highest-impact fix

Estimated gain +30 points

Add explicit identity and permission preflight tools

Expose machine-readable principal/tenant confirmation and a non-mutating permission check so agents can verify both before destructive actions.

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). `limit` caps how many records are returned (1–50, default 10); later post-verification filters such as medium or color_family run over a bounded candidate window, so results may be fewer than `limit`. Supports an optional date-range filter (`year_min`/`year_max`) for researcher queries like "Dutch genre painting 1640–1680".
get_artwork
no_return_description
Fetch a single artwork by its normalized ID (e.g. met:436533). Returns the full artwork record for that ID — including artist, title, date, museum, license, and image URL — or an error if the ID is unknown or invalid.
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). Returns the formatted citation text as a string for the requested style (default "full").

Selection evidence

Confusable tool pairs.

1 pair where similar names or overlapping descriptions may send an agent toward the wrong tool.

Tool A Tool B Confidence Why they collide
search_artworks get_artwork low The descriptions sharply demarcate the two: search_artworks is for free-text queries returning many records across collections, while get_artwork requires a normalized museumcode:numericid and returns a single record. A task like 'find artworks by Rembrandt' clearly maps to search, and 'fetch the artwork met:436533' clearly maps to get by ID. The only overlap is the shared 'artwork' token; the operation (search vs. fetch-by-ID) and required inputs (free-text vs. ID) would steer an agent correctly, so genuine selection confusion is unlikely.

Compare the field

One score is useful.
The evidence makes it actionable.

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