gaia-debugging

ruvnet/ruflo

SkillLoads cleanly

Diagnose why a GAIA question failed — extract trace, classify failure mode, and propose a fix. Use when a GAIA benchmark run reports a failed/incorrect…

Scores
out of 100 · grade A

2026-08-22

Works

40% of the score

92/100

Names 1 tool Claude Code does not ship: Bash Read mcp__plugin_ruflo-core_ruflo__memory_search mcp__plugin_ruflo-core_ruflo__memory_store mcp__plugin_ruflo-core_ruflo__agentdb_pattern_search mcp__plugin_ruflo-core_ruflo__agentdb_pattern_store.

Maintained

25% of the score

100/100

no commits in the last 12 weeks

Adopted

20% of the score

66/100

68,707 stars on the source repo.

Documented

15% of the score

74/100

576 words with worked examples.

Loads cleanly. Every structural check Claude Code needs to register this passed. Last commit today.

Install

npx skills add ruvnet/ruflo/gaia-debugging

What the check found

Every finding on this listing, and what each one means for whether it loads.
Finding	What it means
Unknown tools	It allow-lists tool names Claude Code does not ship, which usually means a typo.

What it says it does

Diagnose why a GAIA question failed — extract trace, classify failure mode, and propose a fix. Use when a GAIA benchmark run reports a failed/incorrect task_id and you need to root-cause it before resubmitting.

Every number above came out of reading the file and its repository. Nothing is a judgement call, nothing is a model’s opinion, and nothing can be paid for. The full method is published. Source last committed 2026-08-21.

Also in ruvnet/ruflo

Other artifacts published from the same repository.
Artifact	What the check found	Type	Reach	Last commit
nested-queen-reviewerruvnet/ruflo	clean	Subagent	69k stars	today
nested-queenruvnet/ruflo	clean	Subagent	69k stars	today
cost-analystruvnet/ruflo	clean	Subagent	69k stars	today
trading-strategistruvnet/ruflo	clean	Subagent	69k stars	today
trader-cloud-backtestruvnet/ruflo	clean	Skill	69k stars	today
vector-engineerruvnet/ruflo	clean	Subagent	69k stars	today

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Published by Toolproof, the masthead over this index and eight others. The method behind the number is at toolproof.kynth.studio/methodology, and the whole thing is readable as JSON with no key at /api.