Public leaderboard

Public assessment

ShinyDapps/l402-kit (l402-kit)

l402-kit · v1.9.0 · scanned

What changed in the harness

Selection accuracy 95%, destructive-action safety rate 0% (baseline only -- no rewrite pass applied).

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

0.0 / 30

0.0 out of 30
02Legibility

27.4 / 30

27.4 out of 30
03Economics

19.2 / 20

19.2 out of 20
04Discoverability

8.7 / 20

8.7 out of 20

Highest-impact fix

Estimated gain +30 points

Add explicit identity and permission preflight tools

Expose machine-readable principal/tenant confirmation and a non-mutating permission check so agents can verify both before destructive actions.

Description evidence

Defects and rewrites.

0 defects 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
No description defects were flagged in this assessment.

Selection evidence

Confusable tool pairs.

6 pairs where similar names or overlapping descriptions may send an agent toward the wrong tool.

Tool A Tool B Confidence Why they collide
verity_search verity_research high A task like 'research X' or 'search for X and summarize it' fits both: both take a query and return web results, but verity_research bundles search+scrape+summarize into one result while verity_search only returns snippets, so an agent often picks the cheaper/partial tool.
l402_balance l402_spending_report medium A user asking 'how much have I spent' or 'show me my spending' is ambiguous: l402_balance returns only remaining sats, while l402_spending_report gives the per-domain/transaction breakdown; from the names and shared 'balance/spending' semantics either seems like a valid status query.
l402_balance l402_set_budget medium A request like 'what's my budget?' fits both: l402_balance reports remaining sats while l402_set_budget (misleadingly named) only echoes the startup cap and can't change it, so a task to 'set' or 'check the budget limit' can route to the wrong read-only tool.
verity_research verity_alpha medium Both accept a free-form query and return analysis; a crypto task like 'research the current narrative/market' could pick generic verity_research when timing-aware verity_alpha was intended, since only alpha's long description distinguishes strategic actionable intelligence from plain research.
verity_summarize verity_sentiment medium Both consume raw text and return an analysis; a vague instruction like 'analyze this text' or 'give me insight on this text' leaves the agent choosing between summarization and sentiment, and both descriptions fit a plain-text single-argument input.
verity_search verity_scrape medium Both answer web-information requests: a user saying 'look up this article/URL' or 'find information from this page' is ambiguous because verity_search returns snippets for a query while verity_scrape extracts full content from a URL, and neither description clearly disambiguates 'search' vs 'extract content'.

Compare the field

One score is useful.
The evidence makes it actionable.

Back to the leaderboard