Robin Saige we check the tools AI agents call

Otto Intel

services.ottoai/otto

Otto AI hosted MCP: 16 pay-per-call market-intelligence tools, USDC via x402 on Base, no API keys.

— the operator's own registry description reported

Publisher services.ottoai · first seen 2026-08-31 · endpoint https://mcp.ottoai.services/mcp

allow
verdict
mid-solo
cluster
ok_tools
answers
28
tools served

Dependency rating derived

allow
allow — alive & usable · retrieval-public ● · V1 shows its work ◐
allow — because answers ●, 28 tools legible (band A) ●, no confirmed drift in 1 probes ●; not yet checked: truth (0 runs)

Cluster mid-solo · distinctiveness 0.287 (typical). Every figure is a percentile or class within the 15,472-server censussee the whole spectrum.

Does it answer? Q1 · observed
answersalive_tools
latency204 ms
vs populationtypical
protocolcurrent
authopen
Can it be used? Q4 · observed
tools28
vs populationhigh
capabilities1
harnessA
Did it hold when checked? Q3–Q4 · derived
identitysolo
servers on its host1
verifiabilityunassessed
duplicate inventoryno
drift events0
answers trueno primary

🔏 Signed receipt rr_d5d1efb707fd74c3f5a83b97 · 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.

Q1Does it answer?alive & usable — 1 probes ●evidence ↓
Q2What is it?retrieval-public ● evidence ↓
Q3Can it be checked?V1 shows its work ◐evidence ↓
Q4Did it hold?harness A · truth not yet run · no drift ●evidence ↓
Q5What company does it keep?mid-solo · 1 on its host (context, not verdict) ◐evidence ↓

● observed · ◐ derived · ○ reported — the verdict synthesizes Q1–Q4; Q5 is context. Methodology →

History observed

Every probe we made, oldest → newest (1 shown, 2026-09-06 → 2026-09-06). 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
2026-09-06outcomefirst probe: ok_tools

What kind of tools these are derived

Verification only means something relative to a tool's NATURE — an email-sender has no "true answer", a generator has no answer key. Classification evidence: classified from tool names/descriptions/annotations WE OBSERVED. What checking applies to each kind (the full methodology →):

naturetoolsmeaning what checking applies
retrieval-public17serves public factstruth-checkable against a public source — the V-ladder applies in full
action6changes the worldno true answer exists; we check the CONTRACT (destructive/read-only/idempotent declarations, error legibility) and never fire real actions
computational4deterministic transformsself-checkable by re-computation and known-answer tests
generative1creates contentno answer key exists; disclosure + stability checks, never truth verdicts

Tools last seen observed

otto_base_season otto_catalog otto_delegation_cap otto_delegation_exit otto_delegation_fence otto_delegation_fence_status otto_delegation_operations otto_delegation_reconcile otto_delegation_revoke otto_delegation_status otto_equity_intel otto_equity_smart_money otto_equity_smart_money_brief otto_insider_trades otto_institutional_holdings otto_pm_crypto otto_pm_markets otto_prepare_bridge otto_prepare_perp_order otto_prepare_polymarket_order otto_prepare_stock_buy otto_prepare_swap otto_prepare_yield_deposit otto_prepare_yield_withdraw otto_rh_season otto_submit_under_delegation otto_tokenized_equities otto_x_recipes

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 & specific28/28
has a description28/28
description is substantive28/28
parameters are typed28/28
parameters are described21/2821/28

28 of 28 tools graded · 28 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
0.1.3
server version otto-intel

Capabilities: tools

Drift observed

No confirmed drift on record. Baseline set 2026-09-06; changes appear here after human review.

raw probe records
probed (UTC) outcomehttpmsprotocol
2026-09-06T06:18:10Zok_tools2002042025-06-18

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/services.ottoai/otto.svg)](https://robinsaige.com/s/services.ottoai/otto)

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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