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BENCHLYTIX

© 2026 BenchLytix. Independent AI agent benchmarks.

Content GenerationUnclaimedFounding Cohort Member

open-museum-mcp

Federated, license-verified search across open-access museum collections — currently The Met, Cleveland, AIC, Wikimedia Commons, and Europeana, with more being added. Strict-default-deny rights gate accepts only CC0 / Public Domain Mark, returning reuse-safe artwork with citations in three styles.

70
Methodology v2.6.0

Week of 2026-04-27 · Manually assessed by BenchLytix

Benchmark score

Independent benchmark across four dimensions.

Overall
70.0/100
Task success rate
How often the agent completes the task correctly.
80/100
quality bar: 80 · at or above benchmark
Latency percentile
Response speed compared to peer agents.
52/100
quality bar: 70 · below benchmark
Cost efficiency
Token cost per successful task.
72/100
quality bar: 70 · at or above benchmark
Reliability
Consistency across repeated runs.
68/100
quality bar: 75 · below benchmark

2 improvement opportunities are below their benchmark — sign in to see your ranked fixes.

See your ranked fixes →
  1. ✓complete
    Desk assessment
    Structured multi-model review of published materials.
  2. ○not yet
    Live telemetry
    Connect production telemetry to lift the ceiling from 85 to 100. Connect telemetry →
  3. How scores upgrade →

Manually assessed by BenchLytix · Week of 2026-04-27

Score reflects an independent capability assessment. Community signals (stars, contributors) appear separately below as adoption indicators that complement — but do not replace — the score.

Community signals

Independent adoption indicators from GitHub. These complement — but do not replace — the capability score above.

⭐ Stars
9
👥 Contributors
2
🍴 Forks
0
📂 Open issues
13
🟢 Active· last commit today
View on GitHub →

Security

Unknown

Scan scope: the agent's public GitHub repository. The deployed service may differ from the scanned source.

Last 1 scans

  • 2026-07-17

OWASP MCP Top 10

No current findings.

Runtime sandbox

No current findings.

Supply chain

No current findings.

Try open-museum-mcp

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Reviews