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Validate Universal Commerce Protocol discovery, then test product search, carts, checkout links, and merchant handoff flows.

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Connect to remote MCP servers, inspect tools and resources, test prompts, auth, headers, notifications, and JSON-RPC responses.

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Inspect Agent Cards, validate advertised endpoints, and prepare safe requests for agent-to-agent workflows.

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Agent Website Viewer

Enter a public URL and see the roles, names, landmarks, controls, and blockers that shape how AI agents understand the page.

Agent Website Viewer

https://gmgn.ai/

SCANNED

Jul 26, 2026, 11:07 PM

VISIBILITY

Public

SUITE2026.06.10

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https://gmgn.ai/

SCANNED

Jul 26, 2026, 11:07 PM

VISIBILITY

Public

SUITE2026.06.10

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41/100

OVERALL SCORE

Level 2, Agent-Limited

Priority improvements needed for AI agents

CAPTURED SCREENSHOT

What AI sees of your website

GMGN.AI | The Fastest Multi-Chain Meme Trading Terminal

Trade at lightning speed across Solana, BNB Chain, Ethereum, Base, Monad, and TRON while discovering new launches and trending tokens. Available on GMGN Web, mobile app, Telegram bot, gmgn-cli, and AI agents, with support for 24/7 copy tra...

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Detailed report scores grouped by capability area
Metric	Score	Status	Passed	Failed	Warning	Evidence
AI Discoverability	36	Priority fix	18	0	0
Discoverability	40	Priority fix	3	0	0
Content Readiness	36	Priority fix	15	0	0
Agent Ease of Use	55	Needs work	10	3	3	View details
API	79	Mostly ready	7	0	0
MCP	43	Priority fix	1	0	0
Skill Discovery	48	Priority fix	1	2	3	View details
Google Agentic Browsing	44	Priority fix	1	1	0	View details
GEO, AIO and AEO	41	Priority fix	6	4	0	View details
GEO Readiness	Not Applicable	Not Applicable	1	0	0
AIO Readiness	Not Applicable	Not Applicable	3	0	0
AEO Readiness	26	Priority fix	2	4	0	View details
SEO	83	Mostly ready	7	0	0
SEO	83	Mostly ready	7	0	0
Security & Trust	97	Strong	27	0	0
Security & Trust	97	Strong	27	0	0
Performance	19	Priority fix	10	0	0
Performance	19	Priority fix	10	0	0

Prioritized recommendations

Issues ranked by score impact

6 items need attention

Agent Ease of UseSkill DiscoveryEmerging recommendation

Agent Skills index

Agent Skills index failed at "Validate discovery index schema".

60 Fail

Needs attention

Agent Skills index

Failed check

Issue

Agent Skills index must use $schema https://schemas.agentskills.io/discovery/0.2.0/schema.json.

Details

Why it matters

An Agent Skills index lets agents discover task-specific instructions through a small trusted index, then verify and load only the skill artifacts they need.

Check name

Agent Skills index

Score

40/100

Status

fail

Category

Skill Discovery

Maturity

Emerging recommendation

Goal

Publish an Agent Skills discovery index that advertises digest-pinned SKILL.md or archive artifacts.

Result

Agent Skills index failed at "Validate discovery index schema".

Validation steps

Validate discovery index schema

Agent Skills index must use $schema https://schemas.agentskills.io/discovery/0.2.0/schema.json.

Agent Skills discovery index schema is invalid

Top-level issues

$schema must be https://schemas.agentskills.io/discovery/0.2.0/schema.json

Invalid skills

[
  {
    "index": 0,
    "valid": false,
    "name": "gmgn-token",
    "type": "",
    "description": "Query crypto token data: basic info, price, contract security checks (honeypot, rug risk, taxes), DEX pool liquidity, top holders, and active traders. Supports smart money and KOL tagging for holder and trader rankings.",
    "url": "https://raw.githubusercontent.com/GMGNAI/gmgn-skills/main/skills/gmgn-token/SKILL.md",
    "digest": "",
    "resolvedUrl": "https://raw.githubusercontent.com/GMGNAI/gmgn-skills/main/skills/gmgn-token/SKILL.md",
    "originClass": "external",
    "missing": [
      "type",
      "digest"
    ],
    "invalid": [],
    "warnings": [
      "artifact URL is cross-origin; clients must treat it as a separate trust boundary"
    ]
  },
  {
    "index": 1,
    "valid": false,
    "name": "gmgn-market",
    "type": "",
    "description": "Fetch OHLCV candlestick data (resolutions from 1 second to 1 day), trending token lists, and fresh token launches (trenches) across supported chains.",
    "url": "https://raw.githubusercontent.com/GMGNAI/gmgn-skills/main/skills/gmgn-market/SKILL.md",
    "digest": "",
    "resolvedUrl": "https://raw.githubusercontent.com/GMGNAI/gmgn-skills/main/skills/gmgn-market/SKILL.md",
    "originClass": "external",
    "missing": [
      "type",
      "digest"
    ],
    "invalid": [],
    "warnings": [
      "artifact URL is cross-origin; clients must treat it as a separate trust boundary"
    ]
  },
  {
    "index": 2,
    "valid": false,
    "name": "gmgn-portfolio",
    "type": "",
    "description": "Inspect wallet state: current token holdings, historical trading activity, and aggregated PnL statistics. Read-only, does not require trading permission on the API key.",
    "url": "https://raw.githubusercontent.com/GMGNAI/gmgn-skills/main/skills/gmgn-portfolio/SKILL.md",
    "digest": "",
    "resolvedUrl": "https://raw.githubusercontent.com/GMGNAI/gmgn-skills/main/skills/gmgn-portfolio/SKILL.md",
    "originClass": "external",
    "missing": [
      "type",
      "digest"
    ],
    "invalid": [],
    "warnings": [
      "description should explain when to use the skill",
      "artifact URL is cross-origin; clients must treat it as a separate trust boundary"
    ]
  },
  {
    "index": 3,
    "valid": false,
    "name": "gmgn-track",
    "type": "",
    "description": "Follow on-chain traders in real time: subscribe to specific wallet trades, KOL trades, or aggregated Smart Money trades. Useful for discovering alpha flows and informing copy-trade decisions.",
    "url": "https://raw.githubusercontent.com/GMGNAI/gmgn-skills/main/skills/gmgn-track/SKILL.md",
    "digest": "",
    "resolvedUrl": "https://raw.githubusercontent.com/GMGNAI/gmgn-skills/main/skills/gmgn-track/SKILL.md",
    "originClass": "external",
    "missing": [
      "type",
      "digest"
    ],
    "invalid": [],
    "warnings": [
      "artifact URL is cross-origin; clients must treat it as a separate trust boundary"
    ]
  },
  {
    "truncated": true,
    "omittedCount": 2,
    "originalCount": 6
  }
]

Validate skill entries

One or more Agent Skills entries have invalid required fields.

One or more skill entries are invalid

Skill entry findings

[
  {
    "index": 0,
    "valid": false,
    "name": "gmgn-token",
    "type": "",
    "description": "Query crypto token data: basic info, price, contract security checks (honeypot, rug risk, taxes), DEX pool liquidity, top holders, and active traders. Supports smart money and KOL tagging for holder and trader rankings.",
    "url": "https://raw.githubusercontent.com/GMGNAI/gmgn-skills/main/skills/gmgn-token/SKILL.md",
    "digest": "",
    "resolvedUrl": "https://raw.githubusercontent.com/GMGNAI/gmgn-skills/main/skills/gmgn-token/SKILL.md",
    "originClass": "external",
    "missing": [
      "type",
      "digest"
    ],
    "invalid": [],
    "warnings": [
      "artifact URL is cross-origin; clients must treat it as a separate trust boundary"
    ]
  },
  {
    "index": 1,
    "valid": false,
    "name": "gmgn-market",
    "type": "",
    "description": "Fetch OHLCV candlestick data (resolutions from 1 second to 1 day), trending token lists, and fresh token launches (trenches) across supported chains.",
    "url": "https://raw.githubusercontent.com/GMGNAI/gmgn-skills/main/skills/gmgn-market/SKILL.md",
    "digest": "",
    "resolvedUrl": "https://raw.githubusercontent.com/GMGNAI/gmgn-skills/main/skills/gmgn-market/SKILL.md",
    "originClass": "external",
    "missing": [
      "type",
      "digest"
    ],
    "invalid": [],
    "warnings": [
      "artifact URL is cross-origin; clients must treat it as a separate trust boundary"
    ]
  },
  {
    "index": 2,
    "valid": false,
    "name": "gmgn-portfolio",
    "type": "",
    "description": "Inspect wallet state: current token holdings, historical trading activity, and aggregated PnL statistics. Read-only, does not require trading permission on the API key.",
    "url": "https://raw.githubusercontent.com/GMGNAI/gmgn-skills/main/skills/gmgn-portfolio/SKILL.md",
    "digest": "",
    "resolvedUrl": "https://raw.githubusercontent.com/GMGNAI/gmgn-skills/main/skills/gmgn-portfolio/SKILL.md",
    "originClass": "external",
    "missing": [
      "type",
      "digest"
    ],
    "invalid": [],
    "warnings": [
      "description should explain when to use the skill",
      "artifact URL is cross-origin; clients must treat it as a separate trust boundary"
    ]
  },
  {
    "index": 3,
    "valid": false,
    "name": "gmgn-track",
    "type": "",
    "description": "Follow on-chain traders in real time: subscribe to specific wallet trades, KOL trades, or aggregated Smart Money trades. Useful for discovering alpha flows and informing copy-trade decisions.",
    "url": "https://raw.githubusercontent.com/GMGNAI/gmgn-skills/main/skills/gmgn-track/SKILL.md",
    "digest": "",
    "resolvedUrl": "https://raw.githubusercontent.com/GMGNAI/gmgn-skills/main/skills/gmgn-track/SKILL.md",
    "originClass": "external",
    "missing": [
      "type",
      "digest"
    ],
    "invalid": [],
    "warnings": [
      "artifact URL is cross-origin; clients must treat it as a separate trust boundary"
    ]
  },
  {
    "truncated": true,
    "omittedCount": 2,
    "originalCount": 6
  }
]

Verify advertised artifacts
No valid skill artifacts were available to verify.
Validate skill content
For skill-md artifacts, include valid YAML frontmatter with name and description followed by Markdown. For archives, include a safe root SKILL.md and no unsafe paths.
Review skill artifact security
Do not publish secrets or prompt-injection instructions in skill artifacts. Treat scripts, archives, and cross-origin artifacts as software supply-chain surfaces.

Evidence log5 steps · 24 lines

Validate discovery index schema [fail]! Agent Skills index must use $schema https://schemas.agentskills.io/discovery/0.2.0/schema.json.INFOValidate discovery index schemaINFOParse Agent Skills index JSON validJson=true contentTypeCompatible=trueFAILCompare $schema URI actual="agent-skills/v0.2.0" expected="https://schemas.agentskills.io/discovery/0.2.0/schema.json"FAILCompare top-level schema issue count actual=1 expected=0WARNCompare unknown top-level field count actual=7 expected=0FAILAgent Skills index must use $schema https://schemas.agentskills.io/discovery/0.2.0/schema.json.Validate skill entries [fail]! One or more Agent Skills entries have invalid required fields.INFOValidate skill entriesFAILCompare advertised skill count actual=6 expected="> 0"FAILCompare valid skill entry count actual=0 expected="same as advertised skill count"FAILInvalid skill entry skill={"index":0,"valid":false,"name":"gmgn-token","type":"","description":"Query crypto token data: basic info, price, contract security checks (honeypot, rug risk, taxes), DEX pool liquidity, top holders, and active traders. Supports smart money and KOL tagging for holder and trader rankings.","url":"https://raw.githubusercontent.com/GMGNAI/gmgn-skills/main/skills/gmgn-token/SKILL.md","digest":"","resolvedUrl":"https://raw.githubusercontent.com/GMGNAI/gmgn-skills/main/skills/gmgn-token/SKILL.md","originClass":"external","missing":["type","digest"],"invalid":[],"warnings":["artifact URL is cross-origin; clients must treat it as a separate trust boundary"]}FAILInvalid skill entry skill={"index":1,"valid":false,"name":"gmgn-market","type":"","description":"Fetch OHLCV candlestick data (resolutions from 1 second to 1 day), trending token lists, and fresh token launches (trenches) across supported chains.","url":"https://raw.githubusercontent.com/GMGNAI/gmgn-skills/main/skills/gmgn-market/SKILL.md","digest":"","resolvedUrl":"https://raw.githubusercontent.com/GMGNAI/gmgn-skills/main/skills/gmgn-market/SKILL.md","originClass":"external","missing":["type","digest"],"invalid":[],"warnings":["artifact URL is cross-origin; clients must treat it as a separate trust boundary"]}FAILInvalid skill entry skill={"index":2,"valid":false,"name":"gmgn-portfolio","type":"","description":"Inspect wallet state: current token holdings, historical trading activity, and aggregated PnL statistics. Read-only, does not require trading permission on the API key.","url":"https://raw.githubusercontent.com/GMGNAI/gmgn-skills/main/skills/gmgn-portfolio/SKILL.md","digest":"","resolvedUrl":"https://raw.githubusercontent.com/GMGNAI/gmgn-skills/main/skills/gmgn-portfolio/SKILL.md","originClass":"external","missing":["type","digest"],"invalid":[],"warnings":["description should explain when to use the skill","artifact URL is cross-origin; clients must treat it as a separate trust boundary"]}FAILInvalid skill entry skill={"index":3,"valid":false,"name":"gmgn-track","type":"","description":"Follow on-chain traders in real time: subscribe to specific wallet trades, KOL trades, or aggregated Smart Money trades. Useful for discovering alpha flows and informing copy-trade decisions.","url":"https://raw.githubusercontent.com/GMGNAI/gmgn-skills/main/skills/gmgn-track/SKILL.md","digest":"","resolvedUrl":"https://raw.githubusercontent.com/GMGNAI/gmgn-skills/main/skills/gmgn-track/SKILL.md","originClass":"external","missing":["type","digest"],"invalid":[],"warnings":["artifact URL is cross-origin; clients must treat it as a separate trust boundary"]}FAILInvalid skill entry skill={"index":4,"valid":false,"name":"gmgn-swap","type":"","description":"Execute DEX trades: market swaps, limit orders, strategy orders (e.g. TP/SL), and order status query. Requires an API key created with trading permission enabled and a local Ed25519 private key for request signing.","url":"https://raw.githubusercontent.com/GMGNAI/gmgn-skills/main/skills/gmgn-swap/SKILL.md","digest":"","resolvedUrl":"https://raw.githubusercontent.com/GMGNAI/gmgn-skills/main/skills/gmgn-swap/SKILL.md","originClass":"external","missing":["type","digest"],"invalid":[],"warnings":["artifact URL is cross-origin; clients must treat it as a separate trust boundary"]}FAILInvalid skill entry skill={"index":5,"valid":false,"name":"gmgn-cooking","type":"","description":"One-command 'cooking' flow: market buy plus attached take-profit and stop-loss orders in a single call. Requires an API key created with trading permission enabled.","url":"https://raw.githubusercontent.com/GMGNAI/gmgn-skills/main/skills/gmgn-cooking/SKILL.md","digest":"","resolvedUrl":"https://raw.githubusercontent.com/GMGNAI/gmgn-skills/main/skills/gmgn-cooking/SKILL.md","originClass":"external","missing":["type","digest"],"invalid":[],"warnings":["description should explain when to use the skill","artifact URL is cross-origin; clients must treat it as a separate trust boundary"]}FAILOne or more Agent Skills entries have invalid required fields.Verify advertised artifacts [warning]! No valid skill artifacts were available to verify.INFOVerify advertised artifactsWARNCompare artifact fetch count actual=0 expected="> 0"WARNNo valid skill artifacts were available to verify.Validate skill content [warning]INFOValidate skill contentWARNAgent Skills step completed with warningsReview skill artifact security [warning]INFOReview skill artifact securityWARNCompare security finding count actual=0 expected=0WARNAgent Skills step completed with warnings

GEO, AIO and AEOGEO, AIO & AEOEmerging recommendation

AEO: Evidence and trust

AEO: Evidence and trust scored 0/100 and needs a fix.

9 Fail

Needs attention

AEO: Evidence and trust

Failed check

Issue

Missing answer evidence or trust signals: author, publisher, freshnessDate, sources, sameAs, aboutOrContact, policyLinks.

Details

Why it matters

Answer engines need visible answer passages, clear question and heading structure, entity definitions, evidence, and trust signals. These signals improve extraction and attribution, but they do not guarantee answer-engine citations or search features.

Check name

AEO: Evidence and trust

Score

0/100

Status

fail

Category

GEO, AIO & AEO

Maturity

Emerging recommendation

Goal

Make page content easy for answer engines and assistants to extract, answer from, and attribute without promising inclusion in any proprietary answer surface.

Result

AEO: Evidence and trust scored 0/100 and needs a fix.

GEO, AIO and AEOGEO, AIO & AEOEmerging recommendation

AEO: Answer-first passages

AEO: Answer-first passages scored 40/100 and needs a fix.

5 Fail

Needs attention

AEO: Answer-first passages

Failed check

Issue

1 section(s) bury or omit a concise opening answer. No direct definition pattern was detected.

Details

Why it matters

Check name

AEO: Answer-first passages

Score

40/100

Status

fail

Category

GEO, AIO & AEO

Maturity

Emerging recommendation

Goal

Make page content easy for answer engines and assistants to extract, answer from, and attribute without promising inclusion in any proprietary answer surface.

Result

AEO: Answer-first passages scored 40/100 and needs a fix.

GEO, AIO and AEOGEO, AIO & AEOEmerging recommendation

AEO: Entity and definition clarity

AEO: Entity and definition clarity scored 43/100 and needs a fix.

5 Fail

Needs attention

AEO: Entity and definition clarity

Failed check

Issue

Expected exactly one h1, found 0. Title, h1, description, and opening copy are weakly aligned. No direct definition sentence was detected.

Details

Why it matters

Check name

AEO: Entity and definition clarity

Score

43/100

Status

fail

Category

GEO, AIO & AEO

Maturity

Emerging recommendation

Goal

Make page content easy for answer engines and assistants to extract, answer from, and attribute without promising inclusion in any proprietary answer surface.

Result

AEO: Entity and definition clarity scored 43/100 and needs a fix.

GEO, AIO and AEOGEO, AIO & AEOEmerging recommendation

AEO: Question and answer structure

AEO: Question and answer structure scored 44/100 and needs a fix.

5 Fail

Needs attention

AEO: Question and answer structure

Failed check

Issue

No natural question headings were detected. No visible FAQ or Q&A pattern was detected. Heading structure issues were detected.

Details

Why it matters

Check name

AEO: Question and answer structure

Score

44/100

Status

fail

Category

GEO, AIO & AEO

Maturity

Emerging recommendation

Goal

Make page content easy for answer engines and assistants to extract, answer from, and attribute without promising inclusion in any proprietary answer surface.

Result

AEO: Question and answer structure scored 44/100 and needs a fix.

Agent Ease of UseGoogle Agentic BrowsingBrowser audit

Accessibility tree is not well-formed

100 Fail

Check name

Accessibility tree is not well-formed

Score

0/100

Status

fail

Device

desktop

Category

Google Agentic Browsing

Fix guidance

A well-formed [accessibility tree](http://goo.gle/lighthouse-agentic-a11y) helps AI agents to navigate and interact with the page.

References

goo.gle/lighthouse-agentic-web Browser agent UX guide for forms and modals

Evidence

{
  "description": "A well-formed [accessibility tree](http://goo.gle/lighthouse-agentic-a11y) helps AI agents to navigate and interact with the page."
}

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Score history

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