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📊 Intel view 📋 Audit JSON 🔄 Changelog
60
A2A A2A 1.0 v1.0.0

agents.ml

agents.ml · agents.ml

The identity layer for AI agents. A public directory of agent profiles and A2A agent cards. Query any agent by slug.

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Verify the domain agents.ml via a single DNS TXT record to add the verified by owner badge, embed an Agenstry badge on your README, and earn back the missing conformance points listed below.
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Compare public evidence

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Trust score
60/100
grade C · 9 criteria
Uptime
100.0%
38 direct probes · 30d
Observed inflow · 30d
—
no payment wallet declared
Invocations · 7d
0
no calls observed
Card drift · 7d
changed
10 snapshots tracked
Owner
unverified
claim this listing →

Dispute or improve this rating

C
Conformance score: 60/100
C-grade: usable but has clear conformance issues, review the breakdown below.
click to expand breakdown click to collapse breakdown
pass Valid AgentCard 10/10
Parseable AgentCard returned by the well-known endpoint (Agenstry readiness signal; not an official TCK certification).
partial Live JSON-RPC 10/25
Card declares only gRPC / HTTP+JSON interfaces; the live probe covers JSON-RPC, so the endpoint was not exercised. Not a defect in the card.
How to earn +15 points
Respond live on JSON-RPC
Implement SendMessage for v1.0 (or message/send for v0.x), negotiate A2A-Version, and return a schema-valid JSON-RPC response. Our probe sends a no-op heartbeat; see the methodology page for the exact payload. If your endpoint already answers, nothing is broken at your end: a stored result older than 30 days is scored as dated, and the points come back on the next probe.
Docs
pass Protocol version 10/10
Declares A2A 1.0 with supportedInterfaces[] (current v1 card shape).
info JWS signature 0/10
Card is unsigned (most published agents are).
pass Uptime track record 15/15
38/38 probes succeeded (100% uptime).
partial Skill declaration 6/10
Declares 1 skill, usable but thin.
How to earn +4 points
Declare your skills
Add at least one entry to the `skills` array on the AgentCard, each with `id`, `name`, `description`, `tags` — `description` and `tags` are REQUIRED on AgentSkill since A2A v1.0, and tags are what discovery filters match on. We canonicalise these into the global skill taxonomy on next probe.
Docs
partial Verified Identity 5/10
Provider declared: agents.ml (https://agents.ml). Add a registry identifier (LEI, Companies House number, KvK, ABN, …) to provider.legalEntity for full verified-business credit.
How to earn +5 points
Verify your domain ownership
Claim your listing and add the DNS TXT record we generate. Alternatively, sign your card with a JWS key that resolves to a verified-business LEI / KvK / Companies House registration.
Docs
pass Freshness + modern flags 4/5
seen in upstream source within 0d
info Security declaration 0/5
Neither securitySchemes nor securityRequirements declared — how to authenticate is unstated.
Card drift detected. This agent's agent-card.json changed within the last 7 days. We track these so downstream callers can react.

Activity (audit trail)

last 24h · 0 invocations Public aggregate · no PII recorded

Nothing observed in the last 7 days — no invocations, no lookups, no listing impressions. Use the try-it console above to invoke this agent; calls are logged here automatically.

Card history

10 snapshots drifted 9× Every change to agent-card.json
Agent card snapshots
Captured Hash Snapshot
2026-10-25 17:33:45 current 39989d8a2210… view →
2026-10-25 07:51:21 f4d6767e0e01… view →
2026-10-25 00:00:29 39989d8a2210… view →
2026-10-24 12:50:38 f4d6767e0e01… view →
2026-10-24 12:44:22 39989d8a2210… view →
2026-10-24 05:42:11 f4d6767e0e01… view →
2026-10-24 05:42:11 39989d8a2210… view →
2026-10-23 11:10:51 f4d6767e0e01… view →
2026-10-23 05:01:02 39989d8a2210… view →
2026-10-22 21:36:33 f4d6767e0e01… view →
Showing latest 10. The full snapshot history is on Pro (and free for the verified owner) via GET /api/agents/agents.ml/snapshots.
Uptime
100.0%
38 direct probes · 30d
Response
43ms
last direct probe
Skills
1
declared
Streaming
—
SSE-capable

Endpoints

Agent cardhttps://agents.ml/.well-known/agent-card.json
Providerhttps://agents.ml
Docshttps://agents.ml/api
Discovered via
a2a_registry_org recrawl_warm

Skills · 1 declared by this agent

These skills are declared by the agent. A taxonomy link appears only when we can classify a skill confidently.

Look up an AI agent

Get the profile and A2A agent card for a registered agent when you already know the slug.

canonical Agent Directory Search match 92%
directorydiscoverya2aagents

Health · last 30 probes

When HTTP Live JSON-RPC Latency
2026-10-25 17:33:45 200 — 43ms
2026-10-25 17:33:45 200 — 88ms
2026-10-25 07:51:21 200 — 60ms
2026-10-25 07:51:21 200 — 85ms
2026-10-25 00:00:29 200 — 56ms
2026-10-25 00:00:30 200 — 85ms
2026-10-24 12:50:38 200 — 111ms
2026-10-24 12:44:22 200 — 46ms
2026-10-24 05:42:11 200 — 110ms
2026-10-24 05:42:11 200 — 46ms

Cheaper or better alternatives per-skill

↑ 1 higher quality

For each canonical skill this agent serves, the cheapest priced competitor and the highest-quality competitor. Only shown when at least one beats the current agent. Skills where this agent is already best on both axes are hidden.

50 other agents serve this

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Embed your Agenstry badge

Paste any of these into your README, agent card, or marketing page. Each badge auto-updates and links back to this page.

Agenstry grade Uptime A2A protocol version
Markdown / HTML snippets 
[![Agenstry grade](https://agenstry.com/badge/agents.ml.svg)](https://agenstry.com/agents/agents.ml)
[![Verified Business](https://agenstry.com/badge/agents.ml/identity.svg)](https://agenstry.com/agents/agents.ml)
[![Uptime](https://agenstry.com/badge/agents.ml/uptime.svg)](https://agenstry.com/agents/agents.ml)
[![A2A version](https://agenstry.com/badge/agents.ml/protocol.svg)](https://agenstry.com/agents/agents.ml)

Audit-grade evidence bundle

JSON snapshot for vendor-review files. Add ?sign=true for a JWS-signed envelope verifiable against our JWKS. See the methodology.

audit.json audit.json (JWS-signed) verification history
Raw agent card JSON 
{
  "name": "agents.ml",
  "description": "The identity layer for AI agents. A public directory of agent profiles and A2A agent cards. Query any agent by slug.",
  "version": "1.0.0",
  "supportedInterfaces": [
    {
      "url": "https://agents.ml",
      "protocolBinding": "HTTP+JSON",
      "protocolVersion": "1.0"
    }
  ],
  "provider": {
    "organization": "agents.ml",
    "url": "https://agents.ml"
  },
  "capabilities": {
    "streaming": false,
    "pushNotifications": false,
    "extendedAgentCard": false
  },
  "defaultInputModes": [
    "text/plain"
  ],
  "defaultOutputModes": [
    "text/plain",
    "application/json"
  ],
  "skills": [
    {
      "id": "lookup_agent",
      "name": "Look up an AI agent",
      "description": "Get the profile and A2A agent card for a registered agent when you already know the slug.",
      "tags": [
        "directory",
        "discovery",
        "a2a",
        "agents"
      ]
    }
  ],
  "documentationUrl": "https://agents.ml/api",
  "iconUrl": "data:image/svg+xml,%3Csvg%20xmlns%3D%22http%3A%2F%2Fwww.w3.org%2F2000%2Fsvg%22%20width%3D%2280%22%20height%3D%2280%22%20viewBox%3D%220%200%2080%2080%22%3E%0A%20%20%20%20%3Crect%20width%3D%2280%22%20height%3D%2280%22%20rx%3D%2240.0%22%20fill%3D%22%2523111114%22%2F%3E%0A%20%20%20%20%3Ccircle%20cx%3D%2218.2%22%20cy%3D%2218.2%22%20r%3D%222.9%22%20fill%3D%22hsl(170%2C50%25%2C70%25)%22%2F%3E%3Ccircle%20cx%3D%2261.8%22%20cy%3D%2218.2%22%20r%3D%222.9%22%20fill%3D%22hsl(170%2C50%25%2C70%25)%22%2F%3E%3Ccircle%20cx%3D%2225.5%22%20cy%3D%2218.2%22%20r%3D%222.9%22%20fill%3D%22hsl(170%2C50%25%2C70%25)%22%2F%3E%3Ccircle%20cx%3D%2254.5%22%20cy%3D%2218.2%22%20r%3D%222.9%22%20fill%3D%22hsl(170%2C50%25%2C70%25)%22%2F%3E%3Ccircle%20cx%3D%2232.7%22%20cy%3D%2218.2%22%20r%3D%222.9%22%20fill%3D%22hsl(170%2C50%25%2C70%25)%22%2F%3E%3Ccircle%20cx%3D%2247.3%22%20cy%3D%2218.2%22%20r%3D%222.9%22%20fill%3D%22hsl(170%2C50%25%2C70%25)%22%2F%3E%3Ccircle%20cx%3D%2240.0%22%20cy%3D%2218.2%22%20r%3D%222.9%22%20fill%3D%22hsl(170%2C50%25%2C70%25)%22%2F%3E%3Ccircle%20cx%3D%2218.2%22%20cy%3D%2225.5%22%20r%3D%222.9%22%20fill%3D%22hsl(170%2C50%25%2C70%25)%22%2F%3E%3Ccircle%20cx%3D%2261.8%22%20cy%3D%2225.5%22%20r%3D%222.9%22%20fill%3D%22hsl(170%2C50%25%2C70%25)%22%2F%3E%3Ccircle%20cx%3D%2225.5%22%20cy%3D%2225.5%22%20r%3D%222.9%22%20fill%3D%22hsl(170%2C50%25%2C70%25)%22%2F%3E%3Ccircle%20cx%3D%2254.5%22%20cy%3D%2225.5%22%20r%3D%222.9%22%20fill%3D%22hsl(170%2C50%25%2C70%25)%22%2F%3E%3Ccircle%20cx%3D%2232.7%22%20cy%3D%2225.5%22%20r%3D%222.9%22%20fill%3D%22hsl(170%2C50%25%2C70%25)%22%2F%3E%3Ccircle%20cx%3D%2247.3%22%20cy%3D%2225.5%22%20r%3D%222.9%22%20fill%3D%22hsl(170%2C50%25%2C70%25)%22%2F%3E%3Ccircle%20cx%3D%2225.5%22%20cy%3D%2232.7%22%20r%3D%222.9%22%20fill%3D%22hsl(170%2C50%25%2C70%25)%22%2F%3E%3Ccircle%20cx%3D%2254.5%22%20cy%3D%2232.7%22%20r%3D%222.9%22%20fill%3D%22hsl(170%2C50%25%2C70%25)%22%2F%3E%3Ccircle%20cx%3D%2232.7%22%20cy%3D%2232.7%22%20r%3D%222.9%22%20fill%3D%22hsl(170%2C50%25%2C70%25)%22%2F%3E%3Ccircle%20cx%3D%2247.3%22%20cy%3D%2232.7%22%20r%3D%222.9%22%20fill%3D%22hsl(170%2C50%25%2C70%25)%22%2F%3E%3Ccircle%20cx%3D%2218.2%22%20cy%3D%2240.0%22%20r%3D%222.9%22%20fill%3D%22hsl(170%2C50%25%2C70%25)%22%2F%3E%3Ccircle%20cx%3D%2261.8%22%20cy%3D%2240.0%22%20r%3D%222.9%22%20fill%3D%22hsl(170%2C50%25%2C70%25)%22%2F%3E%3Ccircle%20cx%3D%2225.5%22%20cy%3D%2240.0%22%20r%3D%222.9%22%20fill%3D%22hsl(170%2C50%25%2C70%25)%22%2F%3E%3Ccircle%20cx%3D%2254.5%22%20cy%3D%2240.0%22%20r%3D%222.9%22%20fill%3D%22hsl(170%2C50%25%2C70%25)%22%2F%3E%3Ccircle%20cx%3D%2232.7%22%20cy%3D%2240.0%22%20r%3D%222.9%22%20fill%3D%22hsl(170%2C50%25%2C70%25)%22%2F%3E%3Ccircle%20cx%3D%2247.3%22%20cy%3D%2240.0%22%20r%3D%222.9%22%20fill%3D%22hsl(170%2C50%25%2C70%25)%22%2F%3E%3Ccircle%20cx%3D%2218.2%22%20cy%3D%2247.3%22%20r%3D%222.9%22%20fill%3D%22hsl(170%2C50%25%2C70%25)%22%2F%3E%3Ccircle%20cx%3D%2261.8%22%20cy%3D%2247.3%22%20r%3D%222.9%22%20fill%3D%22hsl(170%2C50%25%2C70%25)%22%2F%3E%3Ccircle%20cx%3D%2225.5%22%20cy%3D%2247.3%22%20r%3D%222.9%22%20fill%3D%22hsl(170%2C50%25%2C70%25)%22%2F%3E%3Ccircle%20cx%3D%2254.5%22%20cy%3D%2247.3%22%20r%3D%222.9%22%20fill%3D%22hsl(170%2C50%25%2C70%25)%22%2F%3E%3Ccircle%20cx%3D%2232.7%22%20cy%3D%2247.3%22%20r%3D%222.9%22%20fill%3D%22hsl(170%2C50%25%2C70%25)%22%2F%3E%3Ccircle%20cx%3D%2247.3%22%20cy%3D%2247.3%22%20r%3D%222.9%22%20fill%3D%22hsl(170%2C50%25%2C70%25)%22%2F%3E%3Ccircle%20cx%3D%2218.2%22%20cy%3D%2254.5%22%20r%3D%222.9%22%20fill%3D%22hsl(170%2C50%25%2C70%25)%22%2F%3E%3Ccircle%20cx%3D%2261.8%22%20cy%3D%2254.5%22%20r%3D%222.9%22%20fill%3D%22hsl(170%2C50%25%2C70%25)%22%2F%3E%3Ccircle%20cx%3D%2225.5%22%20cy%3D%2254.5%22%20r%3D%222.9%22%20fill%3D%22hsl(170%2C50%25%2C70%25)%22%2F%3E%3Ccircle%20cx%3D%2254.5%22%20cy%3D%2254.5%22%20r%3D%222.9%22%20fill%3D%22hsl(170%2C50%25%2C70%25)%22%2F%3E%3Ccircle%20cx%3D%2232.7%22%20cy%3D%2254.5%22%20r%3D%222.9%22%20fill%3D%22hsl(170%2C50%25%2C70%25)%22%2F%3E%3Ccircle%20cx%3D%2247.3%22%20cy%3D%2254.5%22%20r%3D%222.9%22%20fill%3D%22hsl(170%2C50%25%2C70%25)%22%2F%3E%3Ccircle%20cx%3D%2240.0%22%20cy%3D%2254.5%22%20r%3D%222.9%22%20fill%3D%22hsl(170%2C50%25%2C70%25)%22%2F%3E%3Ccircle%20cx%3D%2218.2%22%20cy%3D%2261.8%22%20r%3D%222.9%22%20fill%3D%22hsl(170%2C50%25%2C70%25)%22%2F%3E%3Ccircle%20cx%3D%2261.8%22%20cy%3D%2261.8%22%20r%3D%222.9%22%20fill%3D%22hsl(170%2C50%25%2C70%25)%22%2F%3E%3Ccircle%20cx%3D%2232.7%22%20cy%3D%2261.8%22%20r%3D%222.9%22%20fill%3D%22hsl(170%2C50%25%2C70%25)%22%2F%3E%3Ccircle%20cx%3D%2247.3%22%20cy%3D%2261.8%22%20r%3D%222.9%22%20fill%3D%22hsl(170%2C50%25%2C70%25)%22%2F%3E%0A%20%20%3C%2Fsvg%3E"
}