Robin Saige we check the tools AI agents call

AIOProductOS MCP

com.aioproductos/mcp

AIOProductOS: revenue, feedback, work and analytics on one customer record. 71 tools, 3 apps.

— the operator's own registry description reported

Publisher com.aioproductos · first seen 2026-08-12 · endpoint https://platform.aioproductos.com/api/mcp

allow
verdict
rich-solo
cluster
ok_tools
answers
71
tools served

Dependency rating derived

allow — rich-solo — safe to depend on

Cluster rich-solo · distinctiveness 0.664 (unusual). Every figure is a percentile or class within the 11,094-server censussee the whole spectrum.

Reach — can an agent get to it?
answersalive_tools
latency286 ms
vs populationtypical
protocolcurrent
authopen
Use — can it use it?
tools71
vs populationhigh
capabilities3
harnessA
Trust — can it rely on it?
identitysolo
servers on its host1
verifiabilityunassessed
duplicate inventoryno
drift events0
answers trueno primary

🔏 Signed receipt rr_f353b4d483548ec2814d5dbe · ed25519 · key rs-rcpt-2026-08 — this rating is tamper-evident; an agent gets the full signature from check_server and can verify it against the published key.

Tools last seen

add_note analyze_funnel analyze_nps analyze_nrr analyze_paths cancel_booking capture_insight comment_on_task create_decision create_experiment create_feature create_idea create_initiative create_objective create_page create_release create_sprint create_task delete_task get_codebase_map get_conversation get_customer_360 get_device_candidates get_page get_pm_playbook get_product_brain get_retention get_roadmap_drift get_task get_weekly_signal_memo list_artifact_versions list_bookings list_channels list_conversations list_decisions list_experiments list_features list_ideas list_identity_merges list_initiatives list_insights list_objectives list_pages list_releases list_sprints list_tasks merge_end_users pm_meta post_to_channel promote_idea read_channel reply_in_channel reply_to_conversation reschedule_booking resolve_conversation revert_to_version review_artifact unmerge_end_users update_decision update_experiment update_feature update_idea update_initiative update_key_result update_objective update_page update_release update_sprint update_task vote_idea whoami

Harness readiness observed

Can an agent's harness pick this tool and call it correctly? Graded on the three things an agent reads — name, description, typed parameters. Band A — an agent can pick and call these reliably.

legibility checktools passingok
name is clear & specific71/71
has a description71/71
description is substantive71/71
parameters are typed71/71
parameters are described71/71

71 of 71 tools graded · 71 with a captured input schema. RS-008, Tier-1 — no domain knowledge, applies to any tool. “Alive” is not the same as “usable”.

Truth checks observed

Not in the Tier-2 trade lane, or not yet checked. Tier-2 re-derives a server's answers against published primary sources — see truth checks.

Protocol conformance observed

2025-06-18
protocol version
session model
0.1.0
server version AIOProductOS

Capabilities: extensions resources tools

Drift

No confirmed drift on record. Baseline set 2026-08-14; changes appear here after human review.

History observed

Every probe we made, oldest → newest (2 shown, 2026-08-12 → 2026-08-14). Green answered · amber answered-but-walled · red no useful answer. A gap in our cadence is a gap in coverage, not evidence about the server.

changelog (1 events)
datetypewhat changed
2026-08-12outcomefirst probe: ok_tools
raw probe records
probed (UTC) outcomehttpmsprotocol
2026-08-14T19:57:54Zok_tools2002862025-06-18
2026-08-12T05:33:10Zok_tools2002982025-06-18

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verdict badge

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[![Robin Saige verdict](https://robinsaige.com/badge/com.aioproductos/mcp.svg)](https://robinsaige.com/s/com.aioproductos/mcp)

Depend on it? Subscribe to its change feed — outcome changes and confirmed drift, no account needed. Building on it? The full dossier as JSON — verdict, rating, truth checks, history — stable enough to gate CI on.

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