GAIPEvidence on AI agents and MCP servers

GAIP Agent Observatory · weekly

What changed in the agent ecosystem: 2026-W41

2026-10-05 to 2026-10-11 (week in progress). 1 observed target changed a published manifest; 0 tools added and 0 tools 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Facts observed by GAIP at the stated time (UTC); they may be out of date.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 observed244
Targets that changed a published manifest1
Servers that added tools0
Tools added0
Servers that removed tools0
Tools removed0
Servers with a schema change0
Servers with a tool text change0
Servers answering again0
Servers no longer answering0
Protocol version changes0

Shares of observed targets (a share is shown only when both counts are at least 5):

Aggregate facts

Dated facts

Plain facts from the manifest change log, by date then name.

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Public MCP servers and A2A agents in GAIP's Agent Observatory; GAIP's own specialists, withdrawn targets and URLs that were only checked are left out.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.