ax-check.com
by Gauge
S
Summation
summation.com
ax-check.com
Checked 18 September 2026
B
83/100
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Docs and CLI setup are solid, but agents can't pin down pricing
Homepage, docs, and CLI install steps are all machine-readable, but pricing page details didn't translate into a clear cost answer in agent testing.
2 fixes to start with
Concrete changes, backed by what we found.
/llms.txt returned 404; no documentation index is published at the standard path.
Linked from www.summation.com/llms.txt
Recorded coding sessions
Same task, 3 models, no summation.com account. Recorded 18 September 2026 on Pi.
3 recorded · 53s
53s · recorded
Session findings
Select a finding to see it in context.
›Thinking…
Let me look into this. "Summation" — unknown product. Check the current directory for any context.
✓$ ls /sandbox/repo; cat /sandbox/repo/*.md 2>/dev/null | head -50; env | grep -i PI_ | head✓└{"content":[{"text":"PI_CODING_AGENT=true\nPI_REASONING_LEVEL=medium\nPI_SESSION_FILE=/sandbox/.gauge/pi/sessions/2026-09-18T22-20-00-285Z_01a0b69a-e79d-7141-b9…ctrl+o
{"content":[{"text":"PI_CODING_AGENT=true\nPI_REASONING_LEVEL=medium\nPI_SESSION_FILE=/sandbox/.gauge/pi/sessions/2026-09-18T22-20-00-285Z_01a0b69a-e79d-7141-b93b-3e95ad5afb2b.jsonl\nPI_PROVIDER=gauge-fireworks\nPI_MODEL=accounts/fireworks/models/qwen3p8-max\nPI_SESSION_ID=01a0b69a-e79d-7141-b93b-3e95ad5afb2b\nPI_GATEWAY_API_KEY=unused\n","type":"text"}]}×$ which summation; pip list 2>/dev/null | grep -i summ; npm ls -g 2>/dev/null | grep -i summ✓└{"content":[{"text":"(no output)\n\nCommand exited with code 1","type":"text"}],"details":{}}
›Thinking…
The repo is empty, and there's no installed tool called "Summation". Maybe it's a fictional product I'm supposed to know about. "Summation" might be a hosted API product. The instructions say "if there's no actionable developer workflow for this product, state that clearly and stop." There's no documentation, no SDK, and no API key. Should I quickly check the network? Maybe I should verify whether pip install summation works, but that could be slow. I'll try quickly querying the PyPI/npm registries.
✓$ timeout 15 curl -s https://pypi.org/pypi/summation/json | head -c 500; echo; timeout 15 curl -s https://registry.npmjs.org/summation | head -c 500✓└{"content":[{"text":"{\"info\":{\"author\":\"choose\",\"author_email\":\"morning131@hotmail.com\",\"bugtrack_url\":null,\"classifiers\":[],\"description\":\"UNK…ctrl+o
{"content":[{"text":"{\"info\":{\"author\":\"choose\",\"author_email\":\"morning131@hotmail.com\",\"bugtrack_url\":null,\"classifiers\":[],\"description\":\"UNKNOWN\",\"description_content_type\":null,\"docs_url\":null,\"download_url\":\"UNKNOWN\",\"downloads\":{\"last_day\":-1,\"last_month\":-1,\"last_week\":-1},\"dynamic\":null,\"home_page\":\"http://gamingdirectional.com\",\"keywords\":null,\"license\":\"UNKNOWN\",\"license_expression\":null,\"license_files\":null,\"maintainer\":null,\"maintainer_email\":null,\"name\":\"summation\",\"package_url\":\"https://pypi.org/projec\n{\"_id\":\"summation\",\"_rev\":\"5-02fcb27208d20b1929042eabda610049\",\"name\":\"summation\",\"time\":{\"modified\":\"2022-06-27T02:03:36.692Z\",\"created\":\"2015-04-27T08:07:31.543Z\",\"1.0.0\":\"2015-04-27T08:07:31.543Z\",\"2.0.0\":\"2015-04-29T07:04:05.510Z\"},\"maintainers\":[{\"name\":\"faith\",\"email\":\"asujinifaith@yahoo.com\"}],\"dist-tags\":{\"latest\":\"2.0.0\"},\"description\":\"this will add and subtract two numbers\",\"readme\":\"ERROR: No README data found!\",\"versions\":{\"2.0.0\":{\"name\":\"summation\",\"version\":\"2.0.0\",\"description\":","type":"text"}]}✓$ ls -la /sandbox/repo; find /sandbox -maxdepth 2 -iname "*summ*" 2>/dev/null✓└{"content":[{"text":"total 16\ndrwxr-xr-x 3 root root 4096 Sep 18 08:00 .\ndrwxr-xr-x 8 root root 4096 Sep 18 22:20 ..\ndrwxr-xr-x 8 root root 4096 Sep 18 08:00…ctrl+o
{"content":[{"text":"total 16\ndrwxr-xr-x 3 root root 4096 Sep 18 08:00 .\ndrwxr-xr-x 8 root root 4096 Sep 18 22:20 ..\ndrwxr-xr-x 8 root root 4096 Sep 18 08:00 .git\n-rw-r--r-- 1 root root 408 Sep 18 08:00 .gitignore\n","type":"text"}]}›Thinking…
The repository is empty (only .gitignore and .git). There is no product called "Summation" with a hosted API/SDK. The PyPI/npm packages named "summation" are trivial and unrelated. There is no documentation and no API key. Following the instructions: "If there is no actionable developer workflow for this product, state that clearly and stop."
I'm blocked, so I'll stop here plainly:
There is no "Summation" product I can act on. Here's what I checked:
- The repo is empty —
/sandbox/repocontains only.gitignoreand git history, with no docs, config, SDK, or API credentials referencing Summation. - No SDK/API installed — nothing named "summation" in pip or npm globals.
- Public registries — the PyPI and npm packages named
summationare trivial hobby packages (e.g., "this will add and subtract two numbers"), not a hosted commercial product with pricing, docs, or a developer workflow.
Since I have no documentation, no API key, and no identifiable hosted product, there's no developer workflow I can execute — I can't build an example, verify pricing, or assess manageability without inventing information.
To unblock, please provide any of:
- A URL to Summation's docs or quickstart
- An API key / credentials in the environment
- Which "Summation" you mean (vendor name, or a sample repo to start from)
Once you share one of those, I'll build a minimal example using its hosted SDK/API and answer the pricing and manageability questions.
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