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Atomic AGI

atomicagi.com

ax-check.com

Checked 1 November 2026

C

58/100

Agents need your login

Quickstart and pricing are clear, but discovery is weak

The homepage offers no machine-readable index, so agents must find the docs site on their own. Once there, pricing ($0/$40/$100/$200 per month) is stated plainly.

3 fixes to start with

Concrete changes, backed by what we found.

Onboarding

Give agents a clear login handoff and a way to resume setup.

Agents cannot progress through onboarding without human help. Provide an agent-accessible path through authentication and setup.

Docs

Return Markdown when clients request text/markdown.

Homepage returned text/html even when text/markdown was requested; no Markdown representation offered.

Docs

Add links to your product documentation and quickstart in /llms.txt.

https://www.atomicagi.com/llms.txt returns HTTP 404; no documentation index exists.

Linked from www.atomicagi.com/llms.txt

Recorded coding sessions

Same task, 3 models, no atomicagi.com account. Recorded 1 November 2026 on Pi.

3 recorded · 29s

29s · recorded

Session findings

Select a finding to see it in context.

piv0.84.2
modelQwen 3.8 Maxcwd/sandbox/repo
Help me build a simple example using Atomic AGI. Tell me how pricing works, and briefly tell me whether this product will be easy for you to manage. Let me know if you get blocked. If this product has no developer workflow you can act on, say so plainly and stop. Stay light: use the hosted product through its SDK or API. Do not start local service stacks or wait for long-running commands; if the quickstart requires either, say so plainly and stop.
Thinking…

I need to figure out what "Atomic AGI" is and check if there's documentation in the repository to understand what I'm working with.

ls -la /sandbox/repo && cat /sandbox/repo/README* 2>/dev/null | head -50
total 16
total 16
drwxr-xr-x 3 root root 4096 Sep 18 08:00 .
drwxr-xr-x 7 root root 4096 Nov  1 15:32 ..
drwxr-xr-x 8 root root 4096 Sep 24 20:05 .git
-rw-r--r-- 1 root root  408 Sep 18 08:00 .gitignore
grep -ri "atomic" /sandbox/repo --include="*.md" -l 2>/dev/null | head; find /sandbox -maxdepth 2 -iname "*atomic*" 2>/dev/null
(no output)
(no output)
Thinking…

The repository is empty except for .git. "Atomic AGI" — is there a product with that name? I don't know of any product called "Atomic AGI" that has an SDK or API. There's "Atomic" (atomic.ai?), "AtomicAI" (robotics company), "Atomic AGI" — I don't have knowledge of a well-known product called "Atomic AGI" with a public SDK/API. Maybe I should check git history for clues.

Might be better to check git log or remotes.

cd /sandbox/repo && git log --oneline -5 2>/dev/null; git remote -v; git branch -a
9ebf5fb Initial workspace
9ebf5fb Initial workspace
* main
curl -s --max-time 10 https://pypi.org/pypi/atomic-agi/json | head -c 500; echo; curl -s --max-time 10 "https://registry.npmjs.org/atomic-agi" | head -c 500
{"message": "Not Found"}
{"message": "Not Found"}
{"error":"Not found"}
Thinking…

"atomic-agi" doesn't exist in the PyPI or npm package registries. Maybe I should check whether there's network access, or try searching for the product. Let me check a bit more broadly.

curl -s --max-time 10 "https://registry.npmjs.org/-/v1/search?text=atomic%20agi&size=5" | head -c 1000; echo; curl -s --max-time 10 "https://pypi.org/simple/" -o /dev/null -w "%{http_code}\n"
{"objects":[{"downloads":{"monthly":404943685,"weekly":138861885},"dependents":"1818","updated":"2026-10-30T13:31:40.145Z","searchScore":99.78724,"package":{"na
{"objects":[{"downloads":{"monthly":404943685,"weekly":138861885},"dependents":"1818","updated":"2026-10-30T13:31:40.145Z","searchScore":99.78724,"package":{"name":"write-file-atomic","keywords":["writeFile","atomic"],"version":"8.0.0","description":"Write files in an atomic fashion w/configurable ownership","sanitized_name":"write-file-atomic","publisher":{"email":"npm-oidc-no-reply@github.com","trustedPublisher":{"oidcConfigId":"oidc:dcdf7563-1273-43ba-a581-b6f34ddaf28e","id":"github"},"username":"GitHub Actions"},"maintainers":[{"email":"saquibkhan@github.com","username":"saquibkhan"},{"email":"npm-cli+bot@github.com","username":"npm-cli-ops"},{"email":"reggi@github.com","username":"reggi"},{"email":"martin.ruiz.mares@gmail.com","username":"martinrrm"}],"license":"ISC","date":"2026-05-08T18:30:27.965Z","links":{"homepage":"https://github.com/npm/write-file-atomic","repository":"git+https://github.com/npm/write-file-atomic.git","bugs":"https://github.com/npm/write-file-atomic/issues"
200
Thinking…

A package called "Atomic AGI" doesn't exist on npm or PyPI. I have no knowledge of any product called "Atomic AGI" with public SDK/API documentation. Following the user's instructions: "If there is no executable developer workflow for this product, state so frankly and stop."

I should frankly convey that I couldn't find it, and rather than fabricating pricing information, I should stop. I might ask about the URL or package name.

Plainly: I'm blocked, and I'm stopping here.

What I did:

  • Checked the repo (/sandbox/repo) — it's empty (just a .git and .gitignore, "Initial workspace" commit, no remote). No code, docs, or references to Atomic AGI.
  • Checked package registries for anything installable: atomic-agi returns Not Found on both PyPI and npm, and a broader npm search for "atomic agi" turns up only unrelated packages (like write-file-atomic).
  • I have no reliable knowledge of a product called "Atomic AGI" with a hosted API/SDK, public docs, or published pricing.

Because of that, I can't:

  1. Build a real example — there's no SDK or API endpoint I can verify exists.
  2. Tell you how pricing works — anything I said would be invented, and I won't guess at pricing.
  3. Judge whether it'd be easy for me to manage — no developer workflow to evaluate.

So, per your instruction: this product has no developer workflow I can act on from here. I stopped rather than fabricate a quickstart or spin up local stacks.

To unblock me, any one of these would do:

  • The product's website or docs URL (I can fetch it if there's network access)
  • The actual SDK package name (PyPI/npm) or API base URL
  • An API key/credentials location if the SDK needs auth

If "Atomic AGI" was a stand-in or you meant a similarly named product (e.g., Atomic AI, AtomicObject, etc.), tell me which one and I'll pick it back up.

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