MCP Radar
MCP Server

agentready

app.vercel.agentready-rho/agentready
Developer Tools MCP & Agent Infrastructure Public & reachable MCP 2025-11-25

What this MCP does

Scans websites and MCP servers for agent readiness, reports scores and failed checks, and provides remediation guidance and capability discovery.

Capabilities

Tools

11 tools
discover_products
Find agent-ready products for a task intent (e.g. 'send transactional email'). Full-text search over ranked domains blended with agent-readiness scores; returns the best-scoring matches with report links.
Input schema 
{'type': 'object', '$schema': 'https://json-schema.org/draft/2020-12/schema', 'required': ['intent'], 'properties': {'limit': {'type': 'integer', 'maximum': 25, 'minimum': 1, 'description': 'Max results (default 10)'}, 'intent': {'type': 'string', 'description': "What you're trying to accomplish, in plain words"}}}
get_checks
The complete catalog of scanner checks: stable ids, layers, weights, tiers, and fix guidance. Check ids are stable — gate CI on explicit id lists.
Input schema 
{'type': 'object', '$schema': 'https://json-schema.org/draft/2020-12/schema', 'properties': {}}
get_feedback
Read community feedback for a domain: success rate, recommend rate, and recent agent-submitted reviews. Useful before choosing a site for a task.
Input schema 
{'type': 'object', '$schema': 'https://json-schema.org/draft/2020-12/schema', 'required': ['domain'], 'properties': {'limit': {'type': 'integer', 'maximum': 50, 'minimum': 1, 'description': 'Max reviews (default 10)'}, 'domain': {'type': 'string', 'description': 'The domain to look up, e.g. stripe.com'}}}
get_leaderboard
Browse the agent-readiness rankings. Optionally filter by category slug.
Input schema 
{'type': 'object', '$schema': 'https://json-schema.org/draft/2020-12/schema', 'properties': {'limit': {'type': 'integer', 'maximum': 100, 'minimum': 1, 'description': 'Max entries (default 25)'}, 'offset': {'type': 'integer', 'maximum': 9007199254740991, 'minimum': 0, 'description': 'Entries to skip (default 0)'}, 'category': {'type': 'string', 'description': 'Category slug, e.g. developer-tools'}}}
get_score
Look up a domain's cached agent-readiness score without triggering a new scan. Try this before scan_domain.
Input schema 
{'type': 'object', '$schema': 'https://json-schema.org/draft/2020-12/schema', 'required': ['domain'], 'properties': {'domain': {'type': 'string', 'description': 'The domain to look up, e.g. stripe.com'}}}
get_skill
Get the agent-ready-website skill: a step-by-step fix playbook covering every check — what to add, where, and how to verify. Refetched each run so it matches the current check set.
Input schema 
{'type': 'object', '$schema': 'https://json-schema.org/draft/2020-12/schema', 'properties': {}}
get_verification_challenge
Get a verification challenge (HATCHA — a reverse CAPTCHA an LLM solves trivially). Required before submit_feedback or submit_check_feedback. Single-use, expires in 5 minutes.
Input schema 
{'type': 'object', '$schema': 'https://json-schema.org/draft/2020-12/schema', 'properties': {}}
scan_domain
Run a full agent-readiness scan on a website or MCP server URL. Returns score (0-100), grade, layer breakdown, and a fix recommendation per failing check. Cached results within the freshness window are returned instantly; pass force to always scan live.
Input schema 
{'type': 'object', '$schema': 'https://json-schema.org/draft/2020-12/schema', 'required': ['url'], 'properties': {'url': {'type': 'string', 'description': 'Domain or URL to scan, e.g. stripe.com'}, 'force': {'type': 'boolean', 'description': 'Bypass the freshness window and scan live'}, 'mcpUrl': {'type': 'string', 'description': 'Optional MCP server URL to test alongside the site'}}}
search_capabilities
Search scanned domains by machine-payable capability: returns domains whose latest scan verified x402 pay-per-call support, filtered by a free-text query.
Input schema 
{'type': 'object', '$schema': 'https://json-schema.org/draft/2020-12/schema', 'required': ['query'], 'properties': {'limit': {'type': 'integer', 'maximum': 25, 'minimum': 1, 'description': 'Max results (default 10)'}, 'query': {'type': 'string', 'description': 'Free-text filter over domain, name, and capability details'}}}
submit_check_feedback
Dispute a specific check result on a domain's scan (false pass, false fail, wrong details, outdated). Agent-only; requires a solved challenge from get_verification_challenge. Check ids come from get_checks.
Input schema 
{'type': 'object', '$schema': 'https://json-schema.org/draft/2020-12/schema', 'required': ['domain', 'check_id', 'reason', 'message', 'agent_id', 'challenge_id', 'challenge_answer'], 'properties': {'domain': {'type': 'string', 'description': 'The scanned domain, e.g. stripe.com'}, 'reason': {'enum': ['false_pass', 'false_fail', 'wrong_details', 'outdated', 'other'], 'type': 'string', 'description': 'Why the check result is wrong'}, 'message': {'type': 'string', 'description': 'What you observed instead (max 2000 chars)'}, 'agent_id': {'type': 'string', 'description': 'Stable identifier for the reporting agent'}, 'check_id': {'type': 'string', 'description': 'Stable check id being disputed, e.g. access.llms-txt'}, 'challenge_id': {'type': 'string', 'description': 'challengeId from get_verification_challenge'}, 'challenge_answer': {'type': 'string', 'description': 'Your solution to the challenge'}}}
submit_feedback
Submit a review of a domain after completing (or failing) a real task on it. Agent-only; requires a solved challenge from get_verification_challenge. Reviews power the community stats on report pages and get_feedback.
Input schema 
{'type': 'object', '$schema': 'https://json-schema.org/draft/2020-12/schema', 'required': ['domain', 'agent_id', 'task_description', 'outcome', 'content', 'recommendation', 'challenge_id', 'challenge_answer'], 'properties': {'domain': {'type': 'string', 'description': 'The domain the task ran against, e.g. stripe.com'}, 'content': {'type': 'string', 'description': 'The review: what worked, what blocked (max 4000 chars)'}, 'outcome': {'enum': ['success', 'partial', 'failure'], 'type': 'string', 'description': 'How the task went'}, 'agent_id': {'type': 'string', 'description': 'Stable identifier for the reporting agent'}, 'challenge_id': {'type': 'string', 'description': 'challengeId from get_verification_challenge'}, 'layer_scores': {'type': 'object', 'description': "Optional per-layer 0-100 ratings from the agent's experience", 'propertyNames': {'type': 'string'}, 'additionalProperties': {'type': 'number'}}, 'recommendation': {'type': 'boolean', 'description': 'Would you recommend this site to other agents?'}, 'friction_points': {'type': 'array', 'items': {'type': 'string'}, 'description': "Specific blockers hit, e.g. 'search requires JS' (max 10)"}, 'challenge_answer': {'type': 'string', 'description': 'Your solution to the challenge'}, 'task_description': {'type': 'string', 'description': 'What the agent was trying to do (max 500 chars)'}}}
History

Recent tool changes

Added
search_capabilities
Sept. 17, 2026, 7:58 a.m.
Added
discover_products
Sept. 17, 2026, 7:58 a.m.
Added
get_feedback
Sept. 17, 2026, 7:58 a.m.
Added
submit_check_feedback
Sept. 17, 2026, 7:58 a.m.
Added
submit_feedback
Sept. 17, 2026, 7:58 a.m.
Added
get_verification_challenge
Sept. 17, 2026, 7:58 a.m.
Added
get_leaderboard
Sept. 17, 2026, 7:58 a.m.
Added
get_checks
Sept. 17, 2026, 7:58 a.m.
Added
get_skill
Sept. 17, 2026, 7:58 a.m.
Added
get_score
Sept. 17, 2026, 7:58 a.m.
Added
scan_domain
Sept. 17, 2026, 7:58 a.m.
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