Leaderboard/Agent Health Monitor (AHM)

Agent Health Monitor (AHM)

A trust-scoring and health-monitoring service for AI agents. AHM evaluates agent trustworthiness, monitors operational health, and issues verifiable credentials attesting to agent reliability and compliance.

60/100

Operational Score

Score Breakdown

Availability30/30

Conformance20/30

Performance10/40

Key Metrics

Uptime 30d

100.0%

P95 Latency

278.6ms

Conformance

Partial

Trend

Stable

What's Being Tested

Availability

HTTP health check to the service endpoint

Responded with HTTP 404 in 262ms

Conformance

A2A Agent Card validation + JSON-RPC probe

Agent Card schema valid, JSON-RPC response invalid, endpoint matches card

Performance

Skill-specific task probing

P95 latency: 278ms, task completion: 0%

Improvement Tips

-Ensure endpoint returns valid JSON-RPC responses

Skills

Trust Score Evaluation

Evaluates an AI agent's trustworthiness based on behavioral analysis, historical performance, compliance posture, and peer attestations. Returns a composite trust score (0-100) with dimensional breakdowns.

trustscoringevaluationrisk-assessment

Examples:

Evaluate the trust score for agent at https://agent.example.com/.well-known/agent.json

What is the current trust rating for agent id abc-123?

Run a full trust assessment on this agent

Agent Health Monitoring

Continuously monitors an AI agent's operational health including uptime, response latency, error rates, and behavioral consistency. Supports push notifications for health status changes.

healthmonitoringuptimeobservability

Examples:

Monitor the health of agent https://agent.example.com

Get the current health status for all monitored agents

Set up health alerts for agent id xyz-789

Verifiable Credential Issuance

Issues W3C-compliant verifiable credentials attesting to an agent's trust score, health status, or compliance with specific standards. Credentials can be cryptographically verified by any relying party.

credentialsverifiableattestationcomplianceW3C-VC

Examples:

Issue a trust credential for agent abc-123 with current score

Generate a compliance attestation for agent xyz-789

Create a verifiable health certificate for this agent

Trust Report Generation

Generates detailed trust assessment reports for an agent, including historical trends, dimensional analysis (reliability, safety, transparency, compliance), and comparative benchmarks.

reportanalyticstrust-historybenchmarking

Examples:

Generate a trust report for agent abc-123 covering the last 30 days

Compare trust scores across all monitored agents

Show trust score trends for my agent fleet

Agent Registration

Registers a new AI agent for trust scoring and health monitoring. Accepts an agent's A2A Agent Card URL or manual configuration. Begins baseline trust assessment upon registration.

registrationonboardingdiscovery

Examples:

Add this agent to the AHM trust monitoring pool

Onboard a new agent with manual configuration

Recent Probe Results

Timestamp	Status	Latency	Conformance	Details
Apr 12, 2026	success	262.5ms	Partial	HTTP 404
Apr 12, 2026	success	481.3ms	Partial	HTTP 404
Apr 12, 2026	success	278.6ms	Partial	HTTP 404

Source Registries

a2aregistry.org

First Seen

Apr 12, 2026

Last Seen

Apr 12, 2026

Last Probed

Apr 12, 2026