GAIP Agent Observatory · weekly
What changed in the agent ecosystem: 2026-W42
2026-10-12 to 2026-10-18 (week in progress). 1973 observed targets changed a published manifest; 1966 tools added and 560 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Facts observed by GAIP at the stated time (UTC); they may be out of date.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 | 17889 |
|---|---|
| Targets that changed a published manifest | 1973 |
| Servers that added tools | 461 |
| Tools added | 1966 |
| Servers that removed tools | 83 |
| Tools removed | 560 |
| Servers with a schema change | 482 |
| Servers with a tool text change | 843 |
| Servers answering again | 48 |
| Servers no longer answering | 106 |
| Protocol version changes | 26 |
Shares of observed targets (a share is shown only when both counts are at least 5):
- targets changed of observed: 11.0%
- servers that added tools of observed: 2.6%
- servers that removed tools of observed: 0.5%
Aggregate facts
- 17889 targets observed this week.
- 1973 targets changed a published manifest.
- 461 servers added tools (1966 in total).
- 83 servers removed tools (560 in total).
- 482 servers changed a tool's input or output schema.
- 843 servers changed a tool's name, title or description.
- 48 servers answered again after not answering.
- 106 servers did not answer after answering before.
- 26 targets changed protocol version.
Dated facts
Plain facts from the manifest change log, by date then name.
- agents.dooza.ai added tool job-board on 2026-10-12.
- agents.samedaydesk.com added tool discover-paid-action-data_careers-board on 2026-10-12.
- agents.suedeai.ai removed tool run-api-docs-generator-f4mar on 2026-10-12.
- agents.suedeai.ai removed tool run-bank-rec-discrepancy-finder-bw0tt on 2026-10-12.
- agents.suedeai.ai removed tool run-blog-to-social-repurposer-uoamn on 2026-10-12.
- agents.suedeai.ai removed tool run-cold-outreach-sequencer-di3a5 on 2026-10-12.
- agents.suedeai.ai removed tool run-contract-term-extractor-zpn0m on 2026-10-12.
- agents.suedeai.ai removed tool run-data-analysis-agent-9f12y on 2026-10-12.
- agents.suedeai.ai removed tool run-decision-memo-builder-u6sk4 on 2026-10-12.
- agents.suedeai.ai removed tool run-expense-policy-check-l8o5i on 2026-10-12.
- agents.suedeai.ai removed tool run-faq-concierge-q1f4r on 2026-10-12.
- agents.suedeai.ai removed tool run-function-to-test-cases-f662j on 2026-10-12.
- agents.suedeai.ai removed tool run-interview-scorecard-builder-my62d on 2026-10-12.
- agents.suedeai.ai removed tool run-kb-article-drafter-5wq5f on 2026-10-12.
- agents.suedeai.ai removed tool run-keyword-cluster-planner-5jp79 on 2026-10-12.
- agents.suedeai.ai removed tool run-lead-enrichment-agent-u978u on 2026-10-12.
- agents.suedeai.ai removed tool run-licensing-desk-yzgtf on 2026-10-12.
- agents.suedeai.ai removed tool run-meeting-notes-to-action-items-dagdx on 2026-10-12.
- agents.suedeai.ai removed tool run-meeting-prep-brief-cuokw on 2026-10-12.
- agents.suedeai.ai removed tool run-refund-decision-desk-qzsqo on 2026-10-12.
- agents.suedeai.ai removed tool run-regex-from-examples-nez35 on 2026-10-12.
- agents.suedeai.ai removed tool run-rice-prioritizer-v4hm2 on 2026-10-12.
- agents.suedeai.ai removed tool run-sales-call-scorecard-pulfa on 2026-10-12.
- agents.suedeai.ai removed tool run-seo-content-brief-generator-rszt2 on 2026-10-12.
- agents.suedeai.ai removed tool run-spec-sheet-to-listing-seo-ezztp on 2026-10-12.
- agents.suedeai.ai removed tool run-stack-trace-triage-3awcg on 2026-10-12.
- agents.suedeai.ai removed tool run-suede-agent-studio-integrations-d7a694bcf2 on 2026-10-12.
- ai.deepdna/knowledge added tool check_medications on 2026-10-12.
- ai.deepdna/knowledge added tool request_beta_access on 2026-10-12.
- ai.stonewake/stonewake added tool company_public_funding on 2026-10-12.
- ai.stonewake/stonewake added tool tender_export_preview on 2026-10-12.
- ai.stonewake/stonewake added tool tender_matches on 2026-10-12.
- ai.stonewake/stonewake added tool tender_profiles on 2026-10-12.
- api.inamprotocol.org added tool check on 2026-10-12.
- api.inamprotocol.org added tool verify_receipt on 2026-10-12.
- app.gingerguide/catalog added tool find_nearby_attractions on 2026-10-12.
- app.gingerguide/catalog added tool get_attraction on 2026-10-12.
- app.gingerguide/catalog added tool plan_trip_itinerary on 2026-10-12.
- app.gingerguide/catalog added tool plan_walking_tour on 2026-10-12.
- app.gingerguide/catalog added tool recommend_attractions on 2026-10-12.
- app.gingerguide/catalog added tool recommend_destinations on 2026-10-12.
- app.gingerguide/catalog added tool search_attractions on 2026-10-12.
- app.openkrill/ai-text removed tool index_tools on 2026-10-12.
- app.openkrill/citations removed tool index_tools on 2026-10-12.
- app.openkrill/docs removed tool index_tools on 2026-10-12.
- app.openkrill/taste removed tool index_tools on 2026-10-12.
- app.veteranhq/va-disability-benefits added tool find_veteran_benefits on 2026-10-12.
- ch.clino/household-employment added tool get_contract_terms on 2026-10-12.
- ch.swisslivingindex/swiss-living-index added tool data_freshness on 2026-10-12.
- ch.swisslivingindex/swiss-living-index added tool fire_danger on 2026-10-12.
2481 further facts are in the feed.
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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.