Your docs say how it works. Developers are asking why it is not working for them.
Documentation answers the general case. The question a developer actually has is about their key, their payload, their account. An agent that reads your docs and can query your product answers both, in the docs, without a ticket.
See it work
Ask the NeevAI agent in the corner how a docs agent reaches a live product through MCP.
A demo built for this use case is on its way. In the meantime, the NeevAI agent in the corner is our own: it answers anything about how this works and can help you book an intro call. Or point the Playground at your website and get a starter agent answering from your own content.
Open the PlaygroundProblem to receipt
What the agent walks into, what it does, and what it leaves behind.
The docs are right and the developer is still stuck
Your reference is accurate, and it still cannot say why this request returned a 403, whether that key has the right scope, or if the account is on a plan that includes the endpoint. So the developer opens a ticket, and technical support is the most expensive support there is.
Docs plus the product itself
The agent reads your documentation and connects to your product through MCP, so it can answer the documented behavior and the developer specific part in the same reply.
- Answers from your docs site and reference, citing the exact page
- Reaches your product through your own MCP server or API for account and request specifics
- Works inside the docs and the developer playground, where the question already is
- Files a ticket with the request details attached when a human genuinely needs to look
Unblocked in the docs
The developer keeps building instead of context switching into a support queue, and every unanswered question becomes a ranked list of what your reference is missing.
- Answered in the docs with a citation, no ticket filed
- Account and request specifics resolved live rather than guessed at
- A gap list your docs team can work from
Your docs platform, your product, one agent
Nothing here asks you to move your documentation or rebuild your API. The agent composes what you already run.
- Your docs platform stays where it is, connected through its own MCP server or a crawl
- Your product connects through your MCP server or API, exactly as you built it
- Custom internal services connect the same way, because any endpoint can become a tool
- Approval steps sit on any action that writes, so reads and writes are treated differently
The developer gets one place to ask, and you did not migrate a single thing to make it true.
FAQ
What teams ask about this use case.
How is this different from search on our docs site?
Search returns pages and stops at the edge of your documentation. This answers the question, cites the page it came from, and when the answer depends on the developer’s own account, key, or request, it reaches your product through MCP and answers that part too.
We use Mintlify. Does that work?
Yes. Docs platforms that expose an MCP server connect directly, and anything else can be crawled or ingested. Your documentation stays where it is and keeps its current workflow.
Can it use our own MCP server?
That is the point. Your MCP server, your REST API, or an internal service all become tools the agent can call, with per-tool controls over what it is allowed to do and approval steps on anything that writes.
Where does it live?
Wherever developers already are: embedded in the docs site, in a developer playground or dashboard, or behind your login for internal engineering documentation. The same agent can serve more than one surface.
Put an agent on this problem
We install it, connect it to your systems, and stay for the tuning. You see every conversation and every receipt in the admin portal.