GAIP Agent Observatory · weekly
What changed in the agent ecosystem: 2026-W44
2026-10-26 to 2026-11-01 (week in progress). 329 observed targets changed a published manifest; 330 tools added and 68 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Facts observed by GAIP at the stated time (UTC); they may be out of date.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 | 6282 |
|---|---|
| Targets that changed a published manifest | 329 |
| Servers that added tools | 95 |
| Tools added | 330 |
| Servers that removed tools | 17 |
| Tools removed | 68 |
| Servers with a schema change | 88 |
| Servers with a tool text change | 141 |
| Servers answering again | 20 |
| Servers no longer answering | 20 |
| Protocol version changes | 4 |
Shares of observed targets (a share is shown only when both counts are at least 5):
- targets changed of observed: 5.2%
- servers that added tools of observed: 1.5%
- servers that removed tools of observed: 0.3%
Aggregate facts
- 6282 targets observed this week.
- 329 targets changed a published manifest.
- 95 servers added tools (330 in total).
- 17 servers removed tools (68 in total).
- 88 servers changed a tool's input or output schema.
- 141 servers changed a tool's name, title or description.
- 20 servers answered again after not answering.
- 20 servers did not answer after answering before.
- 4 targets changed protocol version.
Dated facts
Plain facts from the manifest change log, by date then name.
- agent.co-legal.be removed tool be.erfkompas.flows on 2026-10-26.
- agent.co-legal.be removed tool be.erfkompas.step on 2026-10-26.
- ai.councilof/gspc added tool axis_affect on 2026-10-26.
- ai.councilof/gspc added tool axis_ai-adoption-components on 2026-10-26.
- ai.councilof/gspc added tool axis_art5-safeguard on 2026-10-26.
- ai.councilof/gspc added tool axis_care on 2026-10-26.
- ai.councilof/gspc added tool axis_claim-maintenance on 2026-10-26.
- ai.councilof/gspc added tool axis_company-practice on 2026-10-26.
- ai.councilof/gspc added tool axis_conformance on 2026-10-26.
- ai.councilof/gspc added tool axis_continuity on 2026-10-26.
- ai.councilof/gspc added tool axis_cross-reality on 2026-10-26.
- ai.councilof/gspc added tool axis_custody-disclosure on 2026-10-26.
- ai.councilof/gspc added tool axis_detector-interop on 2026-10-26.
- ai.councilof/gspc added tool axis_distribution-integrity on 2026-10-26.
- ai.councilof/gspc added tool axis_effect-binding on 2026-10-26.
- ai.councilof/gspc added tool axis_governance on 2026-10-26.
- ai.councilof/gspc added tool axis_harness-fidelity on 2026-10-26.
- ai.councilof/gspc added tool axis_humanoid-deployment on 2026-10-26.
- ai.councilof/gspc added tool axis_humanoid-labour-index on 2026-10-26.
- ai.councilof/gspc added tool axis_interop-conformance on 2026-10-26.
- ai.councilof/gspc added tool axis_interpretability-reproducibility on 2026-10-26.
- ai.councilof/gspc added tool axis_jail on 2026-10-26.
- ai.councilof/gspc added tool axis_lab-practice on 2026-10-26.
- ai.councilof/gspc added tool axis_labour-components on 2026-10-26.
- ai.councilof/gspc added tool axis_machinery-conformity on 2026-10-26.
- ai.councilof/gspc added tool axis_measurer-integrity on 2026-10-26.
- ai.councilof/gspc added tool axis_openness on 2026-10-26.
- ai.gethal/mcp removed tool book_demo on 2026-10-26.
- ai.justdomain/just-domain added tool check_trademark on 2026-10-26.
- ai.justdomain/just-domain added tool search_trademarks on 2026-10-26.
- ai.trendsapi/app-store added tool trends___get_context on 2026-10-26.
- ai.trendsapi/competitor-tracking added tool trends___get_context on 2026-10-26.
- ai.trendsapi/content-strategy added tool trends___get_context on 2026-10-26.
- ai.trendsapi/crypto added tool trends___get_context on 2026-10-26.
- ai.trendsapi/ecommerce added tool trends___get_context on 2026-10-26.
- ai.trendsapi/google-trends added tool trends___get_context on 2026-10-26.
- ai.trendsapi/market-research added tool trends___get_context on 2026-10-26.
- ai.trendsapi/news-sentiment added tool trends___get_context on 2026-10-26.
- ai.trendsapi/news-volume added tool trends___get_context on 2026-10-26.
- ai.trendsapi/reddit added tool trends___get_context on 2026-10-26.
- ai.trendsapi/seo added tool trends___get_context on 2026-10-26.
- ai.trendsapi/social-media added tool trends___get_context on 2026-10-26.
- ai.trendsapi/spotify added tool trends___get_context on 2026-10-26.
- ai.trendsapi/steam added tool trends___get_context on 2026-10-26.
- ai.trendsapi/tiktok added tool trends___get_context on 2026-10-26.
- ai.trendsapi/trends added tool trends___get_context on 2026-10-26.
- ai.trendsapi/wikipedia added tool trends___get_context on 2026-10-26.
- ai.trendsapi/x-twitter added tool trends___get_context on 2026-10-26.
- ai.trendsapi/youtube added tool trends___get_context on 2026-10-26.
- ai.trendsmcp/amazon added tool trends___get_context on 2026-10-26.
348 further facts are in the feed.
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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.