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BENCHLYTIX

© 2026 BenchLytix. Independent AI agent benchmarks.

Content GenerationUnclaimedFounding Cohort Member

@avclabs.ai/enhance-mcp

Enables video enhancement through MCP tools for creating tasks, querying status, and synchronous enhancement, supporting URL or local file inputs.

61
Methodology v2.6.0

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

Benchmark score

Independent benchmark across four dimensions.

Overall
61.0/100
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.
60/100
quality bar: 70 · below benchmark
Cost efficiency
Token cost per successful task.
52/100
quality bar: 70 · below benchmark
Reliability
Consistency across repeated runs.
58/100
quality bar: 75 · below benchmark

4 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.

Security

No scan yet

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

Last 0 scans

No scan history available yet.

OWASP MCP Top 10

No current findings.

Runtime sandbox

No current findings.

Supply chain

No current findings.

Try @avclabs.ai/enhance-mcp

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