# AX Check: atomasevic.xyz Checked 2026-09-18. This is a personal academic profile, not a purchasable product. The guide file is well organized and easy to fetch, but there's no quickstart, API, or pricing to find because none exists here. ## End-to-end onboarding not demonstrated ## Coding sessions All three independent sessions correctly concluded there was nothing to price, each explicitly refusing to invent a figure and stating no pricing model or product exists on the site. ### DeepSeek V4 Pro [View public run](https://agents.withgauge.com/p/runs/227cd000-1476-4b63-b9f0-1598721ed34a) · [Read transcript](https://www.ax-check.com/atomasevic.xyz/sessions/deepseek.json) Final output explicitly states 'therefore no pricing I can reliably report' and 'I won't fabricate pricing' — no pricing figure or assumptions given at all. #### End-to-end onboarding - **End-to-end onboarding not demonstrated**: No product was ever identified, so no credentials were obtained and no authenticated operation was attempted. The agent searched GitHub and npm for the name given in the prompt, found no matching product, and stopped per the seed prompt's own instruction to say so plainly and halt. Event 19: ```text "Aleksandar Tomašević" is not a product I can find — it appears to be a person's name, not a hosted service with an SDK or API. ``` Event 19: ```text There is no developer workflow here for me to act on: no SDK, no API endpoint, no docs, no quickstart, and therefore no pricing I can reliably report. ``` #### Hallucinated URLs None identified in this transcript. #### Blockers - **No identifiable product behind the given name**: The seed prompt asked the agent to build an example using 'Aleksandar Tomašević', but this returned no matches as a company, SDK, or API. This is neither a product defect nor a credential issue — it is a case of the task input not naming an actual identifiable product, and the agent correctly recognized this and halted rather than guessing. Event 8: ```text The listed users and repositories cannot be searched either because the resources do not exist or you do not have permission to view them. ``` Event 17: ```text "total_count": 0, "incomplete_results": false, "items": [ ] ``` Event 19: ```text a search for `"Aleksandar Tomašević"` returns **0 results**. ``` #### Suggested Changes None identified in this transcript. ### Kimi K3 [View public run](https://agents.withgauge.com/p/runs/8f64a0da-7b14-4b58-9ccc-998667db915c) · [Read transcript](https://www.ax-check.com/atomasevic.xyz/sessions/kimi.json) Final output explicitly states 'There is none to report — there's no product with a pricing model to describe' — no cost figure or pricing assumptions are stated at all. #### End-to-end onboarding - **End-to-end onboarding not demonstrated**: The agent never identified a real product tied to the name "Aleksandar Tomašević," so no credential acquisition or authenticated operation was ever attempted. It ran two quick package-registry lookups (npm search, PyPI), found nothing, and stopped per the user's explicit instruction to stop if there is no actionable developer workflow. Event 9: ```text {"objects":[],"total":0,"time":"2026-09-18T22:27:23.879Z"} 404 ``` Event 11: ```text "Aleksandar Tomašević" is not a developer product, SDK, API, or hosted service. ``` #### Hallucinated URLs None identified in this transcript. #### Blockers - **No real product exists under the given name**: The seed prompt asked the agent to build an example using "Aleksandar Tomašević," but this is not a software product, SDK, or API — it appears to be a personal name. The agent searched npm and PyPI, found zero matches, and correctly halted rather than fabricating a product. This is a test-setup/prompt issue, not a product defect or agent error. Event 9: ```text ERROR: No matching distribution found for aleksandar-tomasevic ``` Event 11: ```text I verified there is: - No npm package (`tomasevic` returns 0 results; `aleksandar-tomasevic` doesn't exist) - No PyPI package (404) - No recognizable hosted developer product, API, or pricing page under that name ``` #### Suggested Changes None identified in this transcript. ### Qwen 3.8 Max [View public run](https://agents.withgauge.com/p/runs/b54c65a4-c935-4ee8-b61c-7782b4b747ff) · [Read transcript](https://www.ax-check.com/atomasevic.xyz/sessions/qwen.json) Final message explicitly refuses to give a price ('I can't tell you how pricing works for something that isn't a product') rather than stating a figure with named assumptions. #### End-to-end onboarding - **End-to-end onboarding not demonstrated**: Agent never attempted onboarding. It concluded within two tool calls that "Aleksandar Tomašević" is a person's name, not a software product, and stopped without searching for any SDK, API, or credentials. Event 10: ```text "Aleksandar Tomašević" is a person's name, not a software product.** There's no SDK, API, documentation, or developer workflow by that name that I can act on. ``` #### Hallucinated URLs None identified in this transcript. #### Blockers - **Product name unresolved to any real product**: The seed prompt asked the agent to build an example using "Aleksandar Tomašević," which the agent judged to be a person's name rather than a product, SDK, or API. This is an agent/prompt-level ambiguity issue rather than a product defect — the agent made no search attempt (web lookup, package registry check) before concluding there was nothing to act on, only inspecting the local empty repo. Event 4: ```text total 16 drwxr-xr-x 3 root root 4096 Sep 18 08:00 . drwxr-xr-x 7 root root 4096 Sep 18 22:27 .. drwxr-xr-x 8 root root 4096 Sep 18 08:00 .git -rw-r--r-- 1 root root 408 Sep 18 08:00 .gitignore ``` Event 10: ```text So per your instruction: **this "product" has no developer workflow I can act on**, and I'm stopping rather than guessing. ``` #### Suggested Changes None identified in this transcript. ### Task given to each agent Help me build a simple example using Aleksandar Tomašević. 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. No product credentials were supplied and no purchases were authorized. ## Score: C · 63/100 (provisional) Grades come from completed site checks. Coding sessions and skipped checks do not affect the score. ### Clarity - **Failed** — Homepage answers Markdown requests ```text Homepage returned text/html for a Markdown Accept header; no Markdown representation offered. ``` - **Pass** — llms.txt provides an actionable documentation index ```text llms.txt lists site pages, projects, publications and machine-readable data links. ``` - **Pass** — llms.txt provides navigation guidance ```text llms.txt groups content under Site Pages, Projects, Profiles and Machine-Readable Data headings. ``` - **Skipped** — llms.txt mentions offered API, MCP, and skills ```text llms.txt describes a personal academic profile; no API, MCP or skills are offered. ``` - **Pass** — A compact guide representation exists ```text llms.txt is a compact Markdown guide covering identity, roles, focus areas, updates, publications and projects. ``` - **Pass** — A focused guide is directly retrievable ```text llms.txt fetched directly at /llms.txt with HTTP 200 as text/plain Markdown. ``` - **Pass** — Equivalent instructions fit a token budget ```text llms.txt measured 1713 tokens, well under the 8000-token budget. ``` - **Skipped** — Product-docs links survive format changes ```text Homepage Markdown unsupported, so link preservation across formats cannot be measured. ``` - **Skipped** — The compact guide is independently actionable ```text No compact agent guide was fetched; only llms.txt and homepage were retrieved. ``` - **Skipped** — Install and next-step links resolve ```text No install or next-step links were fetched to verify resolution. ``` ### Onboarding - **Skipped** — Docs lead to a relevant quickstart ```text Personal academic profile; no developer product docs or quickstart offered. ``` - **Skipped** — Installation commands are extractable ```text No installation instructions; site is a personal academic profile, not installable software. ``` - **Skipped** — Code examples are available without interaction ```text No code examples offered; llms.txt lists publications and projects only. ``` - **Skipped** — Prerequisites and auth boundaries are explicit ```text No API or auth surface; nothing requiring prerequisites or credentials. ``` ### Pricing - **Failed** — Agents identify pricing and its assumptions ```text 3 of 3 sessions were judged on pricing; 3 fell short. DeepSeek V4 Pro: Final output explicitly states 'therefore no pricing I can reliably report' and 'I won't fabricate pricing' — no pricing figure or assumptions given at all. Kimi K3: Final output explicitly states 'There is none to report — there's no product with a pricing model to describe' — no cost figure or pricing assumptions are stated at all. Qwen 3.8 Max: Final message explicitly refuses to give a price ('I can't tell you how pricing works for something that isn't a product') rather than stating a figure with named assumptions. This behavioural item does not affect the fast grade. ``` - **Skipped** — Pricing is readable without interaction ```text Personal academic homepage; no pricing page or developer product pricing was fetched. ``` - **Skipped** — Prices are stated, not gated ```text No pricing content exists on the fetched homepage; no paid plans are offered. ``` - **Skipped** — Pricing units and limits are explicit ```text No pricing units or limits present; site is a personal academic profile. ``` ### Activation - **Skipped** — An API reference or OpenAPI spec is reachable ```text No API reference or OpenAPI spec offered; subject is a personal academic profile. ``` - **Skipped** — An MCP server is documented and well-formed ```text No MCP server documented anywhere in the fetched llms.txt profile. ``` - **Skipped** — A CLI install path is documented ```text No CLI install path documented; profile lists research software, not a CLI. ``` - **Skipped** — SDK packages resolve on their registries ```text No SDK package registry lookup supplied; transforEmotion is an R package, not checked. ``` - **Skipped** — Agent skills are published ```text No agent skills published in the fetched profile. ``` [Full report data](https://www.ax-check.com/atomasevic.xyz/report.json)