GAIP Agent Observatory · weekly
What changed in the agent ecosystem: 2026-W44
2026-10-26 to 2026-11-01 (week in progress). 14 observed targets changed a published manifest; 11 tools added and 1 tool removed.
Facts observed by GAIP at the stated time (UTC); they may be out of date. This is not an assessment of safety, quality, security, legality or trustworthiness of any party, and not a recommendation. To request a correction, add a right of reply or opt out, POST to https://www.gaipagents.com/v1/free/observatory/corrections or use https://www.gaipagents.com/contact. Corrections and opt-out: https://www.gaipagents.com/corrections.
This week in numbers
| Targets observed | 745 |
|---|---|
| Targets that changed a published manifest | 14 |
| Servers that added tools | 3 |
| Tools added | 11 |
| Servers that removed tools | 1 |
| Tools removed | 1 |
| Servers with a schema change | 5 |
| Servers with a tool text change | 12 |
| Servers answering again | 0 |
| Servers no longer answering | 0 |
| Protocol version changes | 0 |
Shares of observed targets (a share is shown only when both counts are at least 5):
- targets changed of observed: 1.9%
- servers that added tools of observed: counts under 5 are not turned into shares
- servers that removed tools of observed: counts under 5 are not turned into shares
Aggregate facts
- 745 targets observed this week.
- 14 targets changed a published manifest.
- 3 servers added tools (11 in total).
- 1 server removed tools (1 in total).
- 5 servers changed a tool's input or output schema.
- 12 servers changed a tool's name, title or description.
Dated facts
Plain facts from the manifest change log, by date then name.
- com.knowmapped/mcp added tool export_knowmapped_map on 2026-10-26.
- com.knowmapped/mcp added tool get_knowmapped_wheel_branch on 2026-10-26.
- com.knowmapped/mcp added tool set_knowmapped_live_view on 2026-10-26.
- com.leadmarina/leadmarina added tool control_advanced_search on 2026-10-26.
- com.leadmarina/leadmarina added tool estimate_advanced_search on 2026-10-26.
- com.leadmarina/leadmarina added tool find_places on 2026-10-26.
- com.leadmarina/leadmarina added tool get_advanced_search on 2026-10-26.
- com.leadmarina/leadmarina added tool list_advanced_searches on 2026-10-26.
- com.leadmarina/leadmarina added tool run_advanced_search on 2026-10-26.
- zambo.dev added tool continuity_recall on 2026-10-26.
- zambo.dev added tool verify_receipt on 2026-10-26.
- zambo.dev removed tool day_pass_activate on 2026-10-26.
Follow changes
No account needed: Atom feed · JSON Feed · weekly JSON. One target: add ?url=<its URL> to a feed, or ask /v1/free/changes/subscribe?url= (MCP tool gaip_watch_changes). Webhooks: gaip_watch_register.
Archive
Scope, corrections and opt-out
Public MCP servers and A2A agents in GAIP's Agent Observatory; GAIP's own specialists, withdrawn targets and URLs that were only checked are left out. Dated facts about published manifests and observed status only. No characterisation of any party, no verdicts and no points; not a recommendation. Request a correction or opt out · Method · Methodology. Legal pages (terms, privacy, corrections, methodology): Draft — pending legal review.