You publish files for machines to read, but nothing that tells one how to become a customer.

None of the nine known agent entry paths answered, including /agent-signup.md and /.well-known/agent-access.json. Reading is solved on your site; joining is not.

11/ 15

A · Discovery: 5/5
B · Agent entry: 0/4
C · Registration: 2/2
D · Provisioning: 3/3
E · Integration: 1/1

of the 15 points that apply to you and we could measure · 2 of 17 were not scored

You 11 · category median 8 · best openrouter.ai 14 · 15 deterministic HTTP checks, published formula

Pass it onEmail it LinkedIn

Fix this first

+2points, taking 11/15 to 13/15

This is the whole list: everything we could measure and you do not pass. Another 2 points sit behind checks we could not evaluate on your domain, and each of those lines below says what would make it measurable.

1
Agent entry pointan afternoon · +2
Publish /agent-signup.md: the path from nothing to a working key, written as steps for a machine rather than a tour for a person. Ours is at /agent-signup.md if you want a worked example, and it says plainly that we have nothing to sign up for.

Then, when you have room

OAuth dynamic client registration a project · +1Publish OAuth authorization server metadata with an RFC 7591 registration_endpoint in it. It is the only standard way an agent registers itself without a human.
MCP surface a project · +1You already talk about MCP, and nothing answered at the addresses named above. If your server is at another path, declare it at /.well-known/mcp.json: that file is what an agent reads first, and it is what makes the path stop mattering.

Take it with you

4 of the checks an agent depends on, fireworks.ai does not pass.

Send yourself the list above with the checks that cost the most, and a permanent link. Whoever owns the fix is usually not the person who ran the scan.

One email with the report, and one follow-up asking what you did with it. No newsletter, no sequence. Delete on request at hello@letagentsin.com.

None of this tells you whether an agent picked you

Everything above is a file an agent could read. Whether one actually chose you is a different measurement, and we have not run it on fireworks.ai. What we have run it on is a rich text editor vendor: six agents, one brief, six isolated copies of a real codebase. All six picked the same competitor, and the vendor being studied was never named, not even on a rejection list, while the runs named and dismissed ten alternatives between them. In an earlier round, run before we isolated the copies, it was named twice and struck off both times in four words: Fully commercial, licence key required. That study is about them, not about you. It is here because it is the difference between a file and a decision.

Read the audits in full What the same run on fireworks.ai costs

Against model hosting and gateways

You are 2 of 7 in a category where a developer is trying to call a model you did not train without running the GPUs.

1
openrouter.ai
14/15
2
fireworks.aiyou
11/15
3
baseten.co
9/14
4
together.ai
8/13
5
replicate.com
8/14
6
modal.com
8/15
7
groq.com
7/14

Where competitors pass and fireworks.ai does not

OAuth dynamic client registrationopenrouter.ai · together.ai · replicate.com
MCP surfaceopenrouter.ai · replicate.com · baseten.co
Paths robots.txt points at answermodal.com
Agent entry pointopenrouter.ai

Only domains we have actually scanned appear here, so the ranking is a floor: a competitor missing from the list has not been measured, not beaten.

By stage

DiscoveryCan an agent find and read you?

5/5

Agent entryIs there a door built for a machine?

0/4

RegistrationCan an agent get an account?

2/2

ProvisioningCan it get credentials without a human?

3/3

IntegrationCan it ship working code?

1/1

Every check

Each line is one HTTP observation with a published rule, so you can rerun any of them yourself. Most are the same tomorrow if you are: the two that are not are the bot gate and the pricing page, which answer inconsistently on their own, which is why those run more than once and say so when the tries disagreed. PASS and PART are counted. UNMEASURED means we could not evaluate it, N/A means it does not apply to a product like yours, and neither is in the score or its denominator. See the formula

A · Discovery

PASS
Answers an agent user-agentAnswered 200 to LetAgentsIn/1.0 (+https://letagentsin.com/methodology)
PASS
llms.txt publishedllms.txt and llms-full.txt present at https://docs.fireworks.ai/llms.txt and https://docs.fireworks.ai/llms-full.txt, and the 12 links we sampled across both files all answer
PASS
Docs readable without JavaScript12,459 characters of text without JS, on https://docs.fireworks.ai/api-reference/create-api-key rather than on https://docs.fireworks.ai/api-reference/introduction
PASS
On-demand agents not blockedNo on-demand agent is blocked
N/A
Paths robots.txt points at answerrobots.txt names no concrete path, only patterns or nothing, so there is no claim to check
PASS
No punishing crawl delayNo Crawl-delay applies to the agents we check

B · Agent entry

FAIL
Agent entry pointNone of the 9 known agent entry paths returns a file rather than your page shellA markdown file written for a machine turns a guessing game into a procedure it can follow.
FAIL
OAuth dynamic client registrationNo OAuth metadata on any of the 8 hosts probed, including the usual auth and api subdomainsRFC 7591 is the only standard path by which an agent can register itself without a human.
FAIL
MCP surfaceMCP mentioned 6x in your own files, but nothing answered at mcp.fireworks.ai, mcp.fireworks.ai/mcp, mcp.fireworks.ai/v1/mcp, api.fireworks.ai/mcp, /mcp or /api/mcpAn MCP server turns your API from something an agent reads about into something it can call.

C · Registration

PASS
No CAPTCHA in the signup HTMLNo CAPTCHA vendor in the server HTML. A widget mounted later by JavaScript would not show here.
PASS
Signup reachable without a browserForm renders in server HTML at https://fireworks.ai/signup

D · Provisioning

PASS
Programmatic key provisioning3 of 7 provisioning phrases across the 6 documents we read: "management api", "create an api key (or api token, access token, personal access token, service account, auth token, secret key), next to something programmatic", "service account"
PASS
Free tier or no-card trial stated in textFree tier or no-card signals at https://fireworks.ai/pricing: "free credits"

E · Integration

UNMEASURED
Typed SDK on the registryUnmeasurable: we could not identify the package a developer installs to use you, from your site, your docs or a registry searchName your package once in your docs, or link it from your repository, and we stop guessing. If your product is not something a developer installs, this check does not apply to you: unmeasured is out of the score and out of the denominator, so it costs you nothing.
PASS
Machine-readable API descriptionDocs serve markdown to machines, at https://docs.fireworks.ai/api-reference/introduction

What we discovered on the way

Docs: https://docs.fireworks.ai/api-reference/introduction · linked from the site
Pricing: https://fireworks.ai/pricing · linked from the site
Signup: https://fireworks.ai/signup · linked from the site
npm package: not found
GitHub: not found
Package licence: not found
Crawl-delay: none
Content-Signal: none
Blocked on-demand agents: none