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Mifori CertAgent

Get Verified Agent Leaderboard

get_agent_leaderboard
Read-onlyIdempotent

Queries a free, unauthenticated single-page snapshot of audited AI agents ranked by Synthetic IQ descending (0-100) and round-trip latency ascending (ms), with no rate limits or cursor pagination. Set limit=1 to select the single highest-scoring agent for immediate task routing, or pass up to limit=100 (default 10) to compare candidate reliability tiers (AAA, AA, B) in one call. Use for zero-cost discovery of pre-verified agents; use verify_agent_reputation instead to run a fresh live audit on a specific target_bot_url, or submit_agent_feedback to report telemetry for an eval_id.

Input Schema

TableJSON Schema
NameRequiredDescriptionDefault
limitNoMaximum number of top-ranked agent records to return in this single-page snapshot (integer 1-100, default 10; use 1 for best-agent selection or up to 100 for full tier comparison).

Output Schema

TableJSON Schema
NameRequiredDescriptionDefault
countYesNumber of leaderboard entries returned.
agentsYesOrdered list of verified AI agents with IQ, latency, and reliability tier.
statusYesQuery execution status ('OK' or 'ERROR').

Schema Changelog

Changes observed during successful MCP inspections.

  1. Changed1 schema field changed
    • changedOutput schema / properties / agents / items / properties / latency_ms / type
      Previous value: -"integer"New value: +"number"
  2. Changed1 schema field changed
    • changedInput schema / properties / limit / description
      Previous value: -"Maximum number of ranked agent audit records to return (1-100, default 10)."New value: +"Maximum number of top-ranked agent records to return in this single-page snapshot (integer 1-100, default 10; use 1 for best-agent selection or up to 100 for full tier comparison)."
  3. First observed

TDQS

A4.6/5.0
Behavior5/5

Does the description disclose side effects, auth requirements, rate limits, or destructive behavior?

Annotations already declare readOnly/idempotent/non-destructive/closed-world, so the safety profile is covered; the description adds genuinely new behavior: free, unauthenticated, no rate limits, no cursor pagination, single-page snapshot, and the sort/tier model (AAA, AA, B). These are traits an agent cannot infer from the structured fields.

Agents need to know what a tool does to the world before calling it. Descriptions should go beyond structured annotations to explain consequences.

Conciseness4/5

Is the description appropriately sized, front-loaded, and free of redundancy?

Three dense sentences with no filler; the most important scope and ordering facts are front-loaded, then usage, then alternatives in a natural fall-through order. Slightly long for a one-parameter tool, but each clause carries distinct information.

Shorter descriptions cost fewer tokens and are easier for agents to parse. Every sentence should earn its place.

Completeness5/5

Given the tool's complexity, does the description cover enough for an agent to succeed on first attempt?

An output schema exists, so return-value explanation is unnecessary; the description instead supplies what the schema cannot – ranking direction, tier vocabulary, auth/rate-limit posture, and pagination absence. Nothing needed to call this correctly is missing.

Complex tools with many parameters or behaviors need more documentation. Simple tools need less. This dimension scales expectations accordingly.

Parameters3/5

Does the description clarify parameter syntax, constraints, interactions, or defaults beyond what the schema provides?

Schema description coverage is 100% and the schema's own limit description already documents the 1-100 range, default 10, and the 'use 1 for best-agent / 100 for tier comparison' intent. The prose adds routing framing but no syntax or format detail beyond the schema, so the baseline 3 applies.

Input schemas describe structure but not intent. Descriptions should explain non-obvious parameter relationships and valid value ranges.

Purpose5/5

Does the description clearly state what the tool does and how it differs from similar tools?

States a concrete verb and resource ('Queries a free, unauthenticated single-page snapshot of audited AI agents') plus the exact ranking semantics (Synthetic IQ descending 0-100, latency ascending ms). An agent can distinguish this discovery/snapshot tool from the audit and feedback siblings without opening any schema.

Agents choose between tools based on descriptions. A clear purpose with a specific verb and resource helps agents select the right tool.

Usage Guidelines5/5

Does the description explain when to use this tool, when not to, or what alternatives exist?

Gives explicit selection guidance (limit=1 for best-agent routing, up to 100 for tier comparison) and names both alternatives with the condition that selects them: verify_agent_reputation for a fresh live audit on a target_bot_url, submit_agent_feedback for eval_id telemetry. When-to-use and when-not are both covered.

Agents often have multiple tools that could apply. Explicit usage guidance like "use X instead of Y when Z" prevents misuse.

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