loops.so agentic web readiness
A+ Manifest validity: 71% (5/7 valid, 2 errors, 11 warnings) · Surface score 60 (coverage 40 + breadth 15 + conformance 5). 8 standards observed across 4 of 9 steps; 7 manifests present, 2 errors, 11 warnings. Checked 2026-10-23 16:11:34 UTC. This grades the agent-facing files published at loops.so, not the organisation's products.
Coverage by step
Manifests
| Manifest | Result | Findings |
|---|---|---|
Agentic Resource Discovery/.well-known/ard.json | absent HTTP 404 | |
AI Catalog well-known file/.well-known/ai-catalog.json | valid |
|
MCP Server Cards (SEP-2127)/.well-known/mcp/server-card.json | valid |
|
Agent2Agent Protocol/.well-known/agent-card.json | absent HTTP 404 | |
llms.txt/llms.txt | valid | |
AGENTS.md/AGENTS.md | absent HTTP 404 | |
Agent Skills/.well-known/agent-skills/index.json | valid |
|
api-catalog: A Well-Known URI and Link Relation to Help Discovery of APIs/.well-known/api-catalog | errors |
|
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 | errors |
|
Open Knowledge Format/okf/index.md | absent HTTP 404 |
What an agent can call
- MCP endpoint
https://mcp.loops.so(streamable-http) — from/.well-known/mcp.json - MCP endpoint
https://mcp.loops.so(streamable-http) — from/.well-known/mcp/server-card.json - API description
https://app.loops.so/openapi.json(application/json) - API description
https://loops.so/docs(text/html) - llms.txt: Loops, 151 links
- robots.txt AI policy: unlisted crawlers partial
- OAuth protected resource
https://mcp.loops.so, authorization servers: https://app.loops.so
Standards observed
- llms.txt https://loops.so/llms.txt
- AI Catalog well-known file https://loops.so/.well-known/ai-catalog.json
- OAuth Protected Resource and Authorization Server Metadata (as used for agent authorization) https://loops.so/.well-known/oauth-protected-resource
- Agent Skills https://loops.so/.well-known/agent-skills/index.json
- OAuth Client ID Metadata Document https://loops.so/.well-known/oauth-authorization-server
- Markdown for Agents https://loops.so/
- MCP Server Cards (SEP-2127)
- Model Context Protocol
Cheapest next steps
- Agentic Resource Discovery: a catalog at /.well-known/ard.json lets agents discover your APIs, MCP servers and data in one fetch
- 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://mcp.loops.so first. Do not scrape the HTML when a tool can answer.
Fetch: POST https://mcp.loops.so 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 yes, render markdown_native, HTML quality high, first content at byte 0.
AI crawler posture: open_to_all · Assistant access: OpenAI partial, Anthropic partial, Google partial, Perplexity partial, Exa partial.
Readiness subscores: reach 19/20, readability 30/30, capabilities 35/35, conformance 5/15, total 89/100, 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