# from.so

Canonical: https://www.lazyweb.com/directory/webmcp/from.so
Updated: 2026-09-03

SPOT Research Group

Census 2026-09-03 · tokens expire 2026-11-17 · archived snapshot. A dated snapshot, not a live monitor: every observed origin-trial token expires on 2026-11-17.

- Domain: from.so
- Company: SPOT Research Group
- Tested URL: <https://from.so/>
- Observed at: 2026-09-03
- Recorded status: Native (live)
- Registration classification: native
- Profile page created: 2026-09-18
- Captured tools (raw / unique): 10 / 10
- Sample denominator: 6,934 unique domains

## Unique captured tool names.

Raw capture count: 10 · unique exact names: 10

| Exact captured name | Domains with name | Sample domains |
| --- | ---: | ---: |
| `get_bibtex` | 1 | 6,934 |
| `get_cv` | 1 | 6,934 |
| `get_group_info` | 1 | 6,934 |
| `get_person` | 2 | 6,934 |
| `get_publication` | 2 | 6,934 |
| `list_news` | 3 | 6,934 |
| `list_people` | 2 | 6,934 |
| `list_research_areas` | 1 | 6,934 |
| `navigate_to_page` | 16 | 6,934 |
| `search_publications` | 1 | 6,934 |

## Caveats.

- Native registration was recorded in the archived snapshot.
- A recorded registration is capability evidence, not proof of success or organic use.
- Tool-name counts use exact names across unique domains in this archived sample.

## Links

- [WebMCP directory](https://www.lazyweb.com/webmcp)
- [Page](https://www.lazyweb.com/directory/webmcp/from.so)
- [Source JSON export](https://www.lazyweb.com/directory/webmcp/data.json)