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alimuratkuslu/byok-observability-mcp (byok-observability-mcp)

byok-observability-mcp · v0.1.0 · scanned

What changed in the harness

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

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

30.0 / 30

30.0 out of 30
02Legibility

29.5 / 30

29.5 out of 30
03Economics

20.0 / 20

20.0 out of 20
04Discoverability

19.1 / 20

19.1 out of 20

Highest-impact fix

Estimated gain +1 point

Make target tools discoverable on the first call

Clarify tool names, decision boundaries, and required argument schemas so an agent can choose and construct the target call without exploratory steps.

Description evidence

Defects and rewrites.

1 defect 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
obs_investigate_incident
no_return_description
Meta-tool that performs parallel root cause analysis (RCA) queries across all enabled backends. Automatically checks Grafana for firing alerts, Prometheus for offline endpoints (up==0), and Kafka clusters for offline brokers. Returns a consolidated summary of the findings per backend, including firing alerts, offline endpoints, and offline brokers.

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
obs_health_check obs_investigate_incident medium Both tools run parallel checks 'across all configured observability backends' and surface backend health (up==0, offline brokers, firing alerts). A vague task like 'check the status of everything across all backends' or 'what's down across our observability stack?' matches both descriptions, and an agent might pick the health summary when RCA was implied, or the meta-tool when a simple status table was wanted. The sharing of 'across/all/backend/parallel' in both descriptions makes lexical retrieval ambiguous despite distinct intents.

Compare the field

One score is useful.
The evidence makes it actionable.

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