Langchain

Not Scored

27Failing

Agent Readiness Score

Trust Score (verification + history)

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Score History

First scanned: May 14, 2026Not Scored

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machine readable profile

8 / 20

[Discoverability] Publish an OpenAPI 3.x spec at /openapi.json so agents can understand your API surface.
[Discoverability] Add Schema.org JSON-LD markup to your homepage describing your Organization, products, and services.

mcp api endpoints

2 / 20

[API Quality] Expose a REST API at /api or /api/v1 returning JSON. This is fundamental for agent interoperability.
[API Quality] Expose an MCP server at /.well-known/mcp.json or /api/mcp so AI agents can discover and call your tools.

agent native onboarding

machine readable profile

8 / 20

[Discoverability] Publish an OpenAPI 3.x spec at /openapi.json so agents can understand your API surface.
[Discoverability] Add Schema.org JSON-LD markup to your homepage describing your Organization, products, and services.

mcp api endpoints

2 / 20

[API Quality] Expose a REST API at /api or /api/v1 returning JSON. This is fundamental for agent interoperability.
[API Quality] Expose an MCP server at /.well-known/mcp.json or /api/mcp so AI agents can discover and call your tools.

agent native onboarding

structured pricing

6 / 20

[Pricing Transparency] Add explicit "plans" array or "price_per_call" fields to your pricing JSON so agents can compare programmatically.
[Pricing Transparency] Include rate limits and usage tiers in your pricing so agents can plan their call volume.

agent payment acceptance

7 / 20

[Data Quality] Ensure your API endpoints return application/json responses. Data quality cannot be assessed without structured API data.
[Security] Add Strict-Transport-Security header with max-age, includeSubDomains, and preload to enforce HTTPS.