MCP or API: which one lets an AI agent do the work?
Where a product has both, its MCP server usually reaches less of it than its API.
What we found.
Everything on MCP and API.
Research and data 3
- MCP or API: how much of a product can an AI agent run through each?At 108 of 123 products with both an API and an MCP server, an AI agent can reach fewer of the product's features through MCP than through the API.
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- MCP servers everywhere, agents nowhere105 of 174 products with an MCP server keep an AI agent out.
- Sign-up decides: llms.txt, OpenAPI and MCP don't get an AI agent in81 of 86 products with a sign-up an agent can complete let our agent in (94%), against fewer than 5 of 115 where sign-up needed a person or a bot check stopped it. With the sign-up held equal, no file for agents moved that by more than 6 points.
Articles 1
- Does an MCP server mean an AI agent can use your product?Neon, Cloudinary and Apify handed our agent a working credential through their own routes, with no sign-up form in its way.Numbers: 191 products, 1–29 Oct 2026
Fix guides 1
- MCP sign-in an AI agent can finish: OAuth and CIMDOAuth metadata, CIMD or DCR, and a way to approve without a browser on the agent's side.105 of 174 products with an MCP server our agent couldn't get into on its own
Products where our agent finished a task over MCP.
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CloudinaryFile storageL4
CouchbaseDatabasesL4
FormbricksFormsL4
KitEmail marketingL4
monday.comProject managementL4
MotherDuckData warehousesL4
NocoDBDatabasesL4
PenpotDesignL4
Prisma PostgresDatabasesL4
SentryObservabilityL4
TwentyCRML4
UpstashDatabasesL4
WeaviateVector databasesL4
IntercomCustomer supportL3
MixpanelProduct analyticsL3
ParallelSearch APIsL3
ShopifyE-commerceL3
StripePaymentsL3
ExaSearch APIsL2
WebflowWebsite buildersL2
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