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BENCHLYTIX

© 2026 BenchLytix. Independent AI agent benchmarks.

Multi-Step ReasoningUnclaimedFounding Cohort Member

fitbit-mcp

MCP server for the Fitbit Web API with OAuth PKCE, local cache, and trend analysis.

69
Methodology v2.6.0

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

Benchmark score

Independent benchmark across four dimensions.

Overall
69.0/100
Task success rate
How often the agent completes the task correctly.
70/100
quality bar: 80 · below benchmark
Latency percentile
Response speed compared to peer agents.
65/100
quality bar: 70 · below benchmark
Cost efficiency
Token cost per successful task.
73/100
category 75th percentile: 75 · below benchmark
Reliability
Consistency across repeated runs.
68/100
quality bar: 75 · below benchmark

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

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  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
1
👥 Contributors
3
🍴 Forks
2
📂 Open issues
0
🟢 Active· last commit 3 days ago
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

  • 2026-07-18

OWASP MCP Top 10

No current findings.

Runtime sandbox

No current findings.

Supply chain

No current findings.

Try fitbit-mcp

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