Robin Saige we check the tools AI agents call

Mob (Demo)

io.github.benkaiser/mob-demo

Ephemeral no-signup demo of Mob, an AI-first personal CRM you run in natural language.

— the operator's own registry description reported

Publisher io.github.benkaiser · first seen 2026-08-12 · endpoint https://demo.mobcrm.au/mcp

allow
verdict
rich-shared
cluster
ok_tools
answers
42
tools served

Dependency rating derived

allow — rich-shared — safe to depend on

Cluster rich-shared · distinctiveness 0.479 (moderate). 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
latency339 ms
vs populationtypical
protocolcurrent
authopen
Use — can it use it?
tools42
vs populationhigh
capabilities2
harnessA
Trust — can it rely on it?
identityshared
servers on its host1
servers on its domain2
verifiabilityunassessed
duplicate inventoryno
drift events0
answers trueno primary

🔏 Signed receipt rr_d9b6870406839f148051aaf9 · 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

activity_list activity_manage activity_type_manage address_manage batch_create_activities batch_create_contacts batch_tag_contacts contact_create contact_delete contact_find_duplicates contact_get contact_list contact_merge contact_method_manage contact_restore contact_timeline contact_update contacts_needing_attention custom_field_manage data_export data_statistics debt_manage food_preferences_get food_preferences_upsert gift_list gift_manage global_search life_event_manage manage_push_notifications manage_settings note_list note_manage notification_create notification_list notification_read prime relationship_manage reminder_manage tag_manage task_manage upcoming_birthdays upcoming_reminders

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 & specific42/42
has a description42/42
description is substantive37/4237/42
parameters are typed42/42
parameters are described42/42

42 of 42 tools graded · 42 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 mob-crm

Capabilities: prompts 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
2026-08-14T19:59:24Zok_tools2003392025-06-18
2026-08-12T05:34:37Zok_tools2003052025-06-18

Watch or embed this verdict

verdict badge

Operators: put the live verdict in your README — it updates with every census, links back here, and is a dated observation, never a warranty:

[![Robin Saige verdict](https://robinsaige.com/badge/io.github.benkaiser/mob-demo.svg)](https://robinsaige.com/s/io.github.benkaiser/mob-demo)

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.

← overview