GAIP Agent Observatory · weekly
What changed in the agent ecosystem: 2026-W42
2026-10-12 to 2026-10-18 (week in progress). 29 observed targets changed a published manifest; 16 tools added and 9 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Facts observed by GAIP at the stated time (UTC); they may be out of date.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 observed | 550 |
|---|---|
| Targets that changed a published manifest | 29 |
| Servers that added tools | 6 |
| Tools added | 16 |
| Servers that removed tools | 3 |
| Tools removed | 9 |
| Servers with a schema change | 8 |
| Servers with a tool text change | 15 |
| Servers answering again | 1 |
| Servers no longer answering | 2 |
| Protocol version changes | 1 |
Shares of observed targets (a share is shown only when both counts are at least 5):
- targets changed of observed: 5.3%
- servers that added tools of observed: 1.1%
- servers that removed tools of observed: counts under 5 are not turned into shares
Aggregate facts
- 550 targets observed this week.
- 29 targets changed a published manifest.
- 6 servers added tools (16 in total).
- 3 servers removed tools (9 in total).
- 8 servers changed a tool's input or output schema.
- 15 servers changed a tool's name, title or description.
- 1 server answered again after not answering.
- 2 servers did not answer after answering before.
- 1 target changed protocol version.
Dated facts
Plain facts from the manifest change log, by date then name.
- ai.deepdna/knowledge added tool check_medications on 2026-10-12.
- ai.deepdna/knowledge added tool request_beta_access on 2026-10-12.
- app.openkrill/citations removed tool index_tools on 2026-10-12.
- com.airolloutframework/ai-rollout-framework added tool email_me_the_kit on 2026-10-12.
- com.airolloutframework/ai-rollout-framework added tool get_seat_quote on 2026-10-12.
- com.airolloutframework/ai-rollout-framework added tool get_starter_kit on 2026-10-12.
- com.arcasos/arcasos-rentals added tool get_booking_status on 2026-10-12.
- com.arcasos/arcasos-rentals added tool request_booking on 2026-10-12.
- com.budgetpixel/mcp added tool search_stock_audio on 2026-10-12.
- com.hemmabo/hemmabo-mcp-server added tool hemmabo_check_availability on 2026-10-12.
- com.hemmabo/hemmabo-mcp-server added tool hemmabo_check_host_readiness on 2026-10-12.
- com.hemmabo/hemmabo-mcp-server added tool hemmabo_get_host_onboarding_link on 2026-10-12.
- com.hemmabo/hemmabo-mcp-server added tool vrp_get_verified_stay_offer on 2026-10-12.
- com.hemmabo/hemmabo-mcp-server added tool vrp_verify_node on 2026-10-12.
- com.hemmabo/hemmabo-mcp-server removed tool get_verified_stay_offer on 2026-10-12.
- com.hemmabo/hemmabo-mcp-server removed tool hemmabo_host_onboarding_link on 2026-10-12.
- com.hemmabo/hemmabo-mcp-server removed tool hemmabo_host_readiness_check on 2026-10-12.
- com.hemmabo/hemmabo-mcp-server removed tool hemmabo_search_availability on 2026-10-12.
- com.hemmabo/hemmabo-mcp-server removed tool verify_vacation_rental_node on 2026-10-12.
- com.kenwea.www/notary added tool kenwea_notary_check on 2026-10-12.
- com.kenwea.www/notary added tool kenwea_notary_get_public_key on 2026-10-12.
- com.kenwea.www/notary added tool kenwea_notary_verify on 2026-10-12.
- com.kenwea.www/notary removed tool kenwea.notary.check on 2026-10-12.
- com.kenwea.www/notary removed tool kenwea.notary.getPublicKey on 2026-10-12.
- com.kenwea.www/notary removed tool kenwea.notary.verify on 2026-10-12.
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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.