GAIP Agent Observatory · weekly
What changed in the agent ecosystem: 2026-W43
2026-10-19 to 2026-10-25 (week in progress). 27 observed targets changed a published manifest; 10 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Facts observed by GAIP at the stated time (UTC); they may be out of date.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 | 430 |
|---|---|
| Targets that changed a published manifest | 27 |
| Servers that added tools | 5 |
| Tools added | 10 |
| Servers that removed tools | 1 |
| Tools removed | 1 |
| Servers with a schema change | 4 |
| Servers with a tool text change | 12 |
| Servers answering again | 1 |
| Servers no longer answering | 1 |
| Protocol version changes | 0 |
Shares of observed targets (a share is shown only when both counts are at least 5):
- targets changed of observed: 6.3%
- servers that added tools of observed: 1.2%
- servers that removed tools of observed: counts under 5 are not turned into shares
Aggregate facts
- 430 targets observed this week.
- 27 targets changed a published manifest.
- 5 servers added tools (10 in total).
- 1 server removed tools (1 in total).
- 4 servers changed a tool's input or output schema.
- 12 servers changed a tool's name, title or description.
- 1 server answered again after not answering.
- 1 server did not answer after answering before.
Dated facts
Plain facts from the manifest change log, by date then name.
- app.offendersearch/offendersearch added tool map_area on 2026-10-19.
- app.offendersearch/offendersearch added tool map_group on 2026-10-19.
- app.offendersearch/offendersearch added tool map_open_record on 2026-10-19.
- app.offendersearch/offendersearch added tool map_route on 2026-10-19.
- app.offendersearch/offendersearch added tool map_viewport on 2026-10-19.
- io.github.emmanuelorta/crawlcheck added tool best_source on 2026-10-19.
- io.github.emmanuelorta/crawlcheck added tool field_check on 2026-10-19.
- io.simplyscan/simplyscan added tool scan_local_code on 2026-10-19.
- kr.eocpa/myfss removed tool get_usage_stats on 2026-10-19.
- tech.agentbazaar/marketplace added tool invoke on 2026-10-19.
- tech.tresbien/drupal-code-query added tool wordpal_theme on 2026-10-19.
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.