Robin Saige we check the tools AI agents call

Contazz AutoPilot

io.github.MarcioKorpHub/contazz-autopilot

Brazilian AI-powered accounting & tax automation: NFS-e invoicing, CBS/IBS tax reform, compliance.

— the operator's own registry description reported

Publisher io.github.MarcioKorpHub · first seen 2026-08-12 · endpoint https://appcontazz.com/api/mcp

allow
verdict
rich-solo
cluster
ok_tools
answers
61
tools served

Dependency rating derived

allow
allow — alive & usable · retrieval-public ● · V3 has answer key ◐
allow — because answers ●, 61 tools legible (band A) ●, no confirmed drift in 2 probes ●; not yet checked: truth (1 attempts unverifiable, 0 disagreements)

Cluster rich-solo · distinctiveness 0.771 (unusual). Every figure is a percentile or class within the 11,094-server censussee the whole spectrum.

Does it answer? Q1 · observed
answersalive_tools
latency77 ms
vs populationtypical
protocolcurrent
authopen
Can it be used? Q4 · observed
tools61
vs populationhigh
capabilities4
harnessA
Did it hold when checked? Q3–Q4 · derived
identitysolo
servers on its host1
verifiabilityunassessed
duplicate inventoryno
drift events0
answers true0/0 agree

🔏 Signed receipt rr_dcdd5d0ebdc0933938705a4d · 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 — 2 probes ●evidence ↓
Q2What is it?retrieval-public ● evidence ↓
Q3Can it be checked?V3 has answer key ◐evidence ↓
Q4Did it hold?harness A · truth not yet run · no drift ●evidence ↓
Q5What company does it keep?rich-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 (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

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-public40serves public factstruth-checkable against a public source — the V-ladder applies in full
action18changes the worldno true answer exists; we check the CONTRACT (destructive/read-only/idempotent declarations, error legibility) and never fire real actions
unclassified3not classifiable from its textTier-1 only until its tools describe themselves

Tools last seen observed

agendar_cobranca autopilot_regua badges_contadores caixa_postal_ecac calcular_cbs_ibs calcular_imposto_seletivo cancelar_nfse cancelar_webhook classificar_transacao compliance_fiscal conciliar_extrato consultar_aliquota_cbs_ibs consultar_dre consultar_saldo consultar_status_fiscal criar_cobranca criar_cobranca_pix criar_orcamento dashboard_executivo dashboard_multi_pj economia_tributaria emitir_nfse enviar_lembrete_cobranca enviar_magic_link enviar_relatorio_email fluxo_caixa_projetado gerar_agent_report gerar_guia_pagamento gerar_insight_cliente importar_transacoes listar_audit_log listar_clientes listar_cobrancas listar_contas_bancarias listar_contas_pagar listar_contratos listar_documentos_fiscais listar_empresas listar_inadimplentes listar_obrigacoes_acessorias listar_orcamentos listar_transacoes listar_webhooks metricas_escritorio processar_mensagem_cliente procuracoes_ecac reconciliation_approve_match reconciliation_create_session reconciliation_execute reconciliation_import_entries reconciliation_import_transactions reconciliation_kpis reconciliation_list_accounts reconciliation_list_exceptions reconciliation_list_matches reconciliation_seed_demo saude_financeira simular_imposto_reforma simular_regime_tributario status_api subscribe_webhook

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 & specific61/61
has a description61/61
description is substantive59/6159/61
parameters are typed61/61
parameters are described61/61

61 of 61 tools graded · 61 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 yet confirmed — 1 attempt(s) currently unverifiable (rate limits, walls, or unmappable schemas — never counted against the server) · 0 disagreements.

claim classkeyverdictprimary source
tariff-dutyunmappedunverifiableus-hts

Protocol conformance observed

2025-06-18
protocol version
session model
1.0.0
server version contazz-autopilot

Capabilities: logging prompts resources tools

Drift observed

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

raw probe records
probed (UTC) outcomehttpmsprotocol
2026-08-14T19:59:08Zok_tools200772025-06-18
2026-08-12T05:34:22Zok_tools2004722025-06-18

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.MarcioKorpHub/contazz-autopilot.svg)](https://robinsaige.com/s/io.github.MarcioKorpHub/contazz-autopilot)

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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