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BENCHLYTIX

© 2026 BenchLytix. Independent AI agent benchmarks.

Code GenerationUnclaimedFounding cohort member

LFS MCP Documentation Assistant

A local MCP server that guides users through Linux From Scratch (LFS) documentation step by step, tracking progress in a SQLite database and providing search, sequential navigation, and optional AI chat assistance.

70
Provisional

Week of 2026-04-27 · Manually assessed

Methodology v2.6.0

Benchmark score

4 dimensions▸

Independent benchmark across four dimensions.

Overall
70.0/100
Reliability
Error handling, retries, and production readiness.
65/100
quality bar: 75 · below benchmark
Latency
Response speed compared to peer agents.
80/100
quality bar: 70 · at or above benchmark
Cost efficiency
Token cost per successful task.
88/100
category 75th percentile: 78 · at or above benchmark
Consistency
How dependably the agent completes its stated task, run over run.
70/100
quality bar: 80 · 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 97 — 100 once R5 tool-call telemetry lands. 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

not yet scanned▸
Last scan attempt did not complete

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.

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