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service-ops

How to manage imas-codex services (Neo4j graph, embedding server, LLM proxy, SSH tunnels). Use when starting, stopping, checking status, or troubleshooting services.

88

3.72x
Quality

84%

Does it follow best practices?

Impact

93%

3.72x

Average score across 3 eval scenarios

SecuritybySnyk

Advisory

Suggest reviewing before use

SKILL.md
Quality
Evals
Security

Evaluation results

98%

61%

Setting Up the LLM Proxy for a Benchmarking Run

LLM proxy setup runbook

Criteria
Without context
With context

SLURM pre-check command

100%

83%

LLM start command

0%

100%

LLM status command

0%

100%

openrouter/ model prefix

0%

100%

No forbidden process methods

100%

100%

sn toolchain dependency noted

100%

100%

cache_control / prompt caching rationale

0%

100%

uv run wrapper used throughout

0%

100%

SLURM-only service mandate noted

37%

100%

90%

65%

Neo4j Graph Maintenance and Data Query Script

Neo4j maintenance and Cypher syntax

Criteria
Without context
With context

Backup before destructive op

0%

100%

Graph backup command correct

0%

100%

Graph export command

0%

100%

Graph clear command

0%

0%

Graph status check

0%

100%

Cypher NOT-IN idiom

0%

100%

iter Bolt port correct

100%

100%

iter HTTP port correct

100%

100%

write.lock warning present

0%

100%

No bare DETACH DELETE

100%

100%

93%

78%

Embedding Server Troubleshooting Guide

Embedding server troubleshooting guide

Criteria
Without context
With context

embed start command in script

0%

100%

embed status in script

25%

100%

Correct embedding model name

0%

100%

Correct embedding port

0%

100%

Correct default GPU count

0%

100%

Draining node: admin fix

23%

100%

No SLURM workaround for draining

100%

100%

Rogue process fix: embed stop

0%

41%

Timeout diagnosis: tunnel check

0%

100%

Rapid failures: check logs and uv sync

0%

100%

Repository
iterorganization/imas-codex
Evaluated
Agent
Claude Code
Model
Claude Sonnet 4.6

Table of Contents

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