neuronto.com agentic web readiness
A+ Manifest validity: 86% (6/7 valid, 3 errors, 8 warnings) · Surface score 62 (coverage 40 + breadth 12 + conformance 10). 6 standards observed across 4 of 9 steps; 7 manifests present, 3 errors, 8 warnings. Checked 2026-10-23 16:04:36 UTC. This grades the agent-facing files published at neuronto.com, not the organisation's products.
Coverage by step
Manifests
| Manifest | Result | Findings |
|---|---|---|
Agentic Resource Discovery/.well-known/ard.json | valid | |
AI Catalog well-known file/.well-known/ai-catalog.json | valid | |
MCP Server Cards (SEP-2127)/.well-known/mcp/server-card.json | errors |
|
Agent2Agent Protocol/.well-known/agent-card.json | valid | |
llms.txt/llms.txt | valid |
|
AGENTS.md/AGENTS.md | absent HTTP 404 | |
Agent Skills/.well-known/agent-skills/index.json | absent HTTP 404 | |
api-catalog: A Well-Known URI and Link Relation to Help Discovery of APIs/.well-known/api-catalog | valid | |
AI Crawler User-Agent Tokens in robots.txt/robots.txt | valid |
|
security.txt (RFC 9116)/.well-known/security.txt | absent HTTP 404 | |
auth.md/auth.md | absent HTTP 404 | |
Open Knowledge Format/okf/index.md | absent HTTP 404 |
What an agent can call
- MCP endpoint
https://neuronto.com/mcp(streamable-http), tools: find_resource, find_tool, publish_resource, registry_stats — from/.well-known/mcp.json - MCP endpoint
https://neuronto.com/mcp(streamable-http), tools: find_resource, find_tool, publish_resource, registry_stats — from/.well-known/mcp/server-card.json - A2A agent Neuronto ARD Registry at
https://neuronto.com/a2a, skills: Find an agentic resource, Find a specific tool, Registry statistics - A2A agent Neuronto ARD Registry at
https://neuronto.com/a2a, skills: Find an agentic resource, Find a specific tool, Registry statistics - API description
https://neuronto.com/openapi.json(application/json) - API description
https://neuronto.com/apis.json(application/json) - API description
https://neuronto.com/api-docs(text/html) - API description
https://neuronto.com/connect(text/html) - API description
https://neuronto.com/llms.txt(text/plain) - API description
https://neuronto.com/.well-known/ard.json(application/json) - llms.txt: Neuronto, 0 links
- robots.txt AI policy: unlisted crawlers allowed; Agentmap https://neuronto.com/.well-known/ard.json
Standards observed
- Agent2Agent Protocol https://neuronto.com/.well-known/agent-card.json
- llms.txt https://neuronto.com/llms.txt
- Agentic Resource Discovery https://neuronto.com/.well-known/ard.json
- AI Catalog well-known file https://neuronto.com/.well-known/ai-catalog.json
- api-catalog: A Well-Known URI and Link Relation to Help Discovery of APIs https://neuronto.com/.well-known/api-catalog
- AI Crawler User-Agent Tokens in robots.txt
Cheapest next steps
- AGENTS.md: instructions for coding agents working on or with the site
- security.txt (RFC 9116): RFC 9116 contact and expiry, read by agents and people
Agent pre-flight & practical readiness
Preferred mode: mcp (fallback openapi). Call the MCP endpoint at https://neuronto.com/mcp first. Do not scrape the HTML when a tool can answer.
Fetch: POST https://neuronto.com/mcp POST a JSON-RPC tools/list, or server/discover on the 2026-07-28 revision, before reading HTML.
Practical readability: exa_parsable yes, markdown negotiation no, render ssr_rich, HTML quality high, tables 4 (48 rows), first content at byte 50390, JSON-LD Organization, WebSite, SearchAction, EntryPoint, WebAPI, SoftwareApplication, Offer, FAQPage, Question, Answer.
AI crawler posture: open_to_all · Assistant access: OpenAI allowed, Anthropic allowed, Google allowed, Perplexity allowed, Exa allowed.
Readiness subscores: reach 20/20, readability 22/30, capabilities 33/35, conformance 10/15, total 85/100, grade A+.
How the grade is made
+10 per lifecycle step with a standard observed, counting manifests that validate or that the probe rule for the standard recognises (a valid MCP server card counts for MCP; max 90); +3 per observed standard beyond the first two (max 15); conformance +15 (+10 with one manifest) minus 5 per agent-facing manifest with errors, never below 0 (security.txt is reported, not scored). Lifecycle grade: A+ >= 60, A >= 45, B >= 30, C >= 20, D >= 10. Strict 100-point composite (subscores.total_100 / subscores.grade_100): reach_and_policy (20) + readability (30) + capabilities (35) + conformance (15), where A+ >= 80, A >= 65, B >= 45, C >= 28, D >= 15. Errors are specification violations; warnings are best-practice gaps. Only public paths are fetched, without credentials, so standards that need a login (skipped in the probe) are not counted either way. The same report is the validate_manifest tool on the MCP server.
JSON · Markdown · probe rules