Robin Saige we check the tools AI agents call

Neblla

com.neblla/neblla

Build and publish multiplayer apps and games on Neblla: scaffold, edit files, ship to the gallery.

— the operator's own registry description reported

Publisher com.neblla · first seen 2026-08-12 · endpoint https://neblla.com/mcp

allow
verdict
mid-slow-solo
cluster
ok_tools
answers
28
tools served

Dependency rating derived

allow
allow — alive & usable · action ● · V n/a
allow — because answers ●, 28 tools legible (band A) ●, no confirmed drift in 2 probes ●; not yet checked: truth (0 runs)

Cluster mid-slow-solo · distinctiveness 0.316 (typical). Every figure is a percentile or class within the 11,094-server censussee the whole spectrum.

Does it answer? Q1 · observed
answersalive_tools
latency378 ms
vs populationslow
protocolcurrent
authopen
Can it be used? Q4 · observed
tools28
vs populationmid
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_68ecce7736464f0261cc5d5a · 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?action ● evidence ↓
Q3Can it be checked?V n/a for this kind ◐evidence ↓
Q4Did it hold?harness A · truth not yet run · no drift ●evidence ↓
Q5What company does it keep?mid-slow-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
action20changes the worldno true answer exists; we check the CONTRACT (destructive/read-only/idempotent declarations, error legibility) and never fire real actions
retrieval-public7serves public factstruth-checkable against a public source — the V-ladder applies in full
unclassified1not classifiable from its textTier-1 only until its tools describe themselves

Tools last seen observed

neblla_create_app neblla_create_product neblla_delete_account neblla_delete_app neblla_delete_communication neblla_delete_file neblla_delete_product neblla_get_app_url neblla_get_file neblla_get_llms neblla_get_user neblla_list_apps neblla_list_communications neblla_list_files neblla_list_products neblla_list_users neblla_move_file neblla_publish_app neblla_search_users_by_email neblla_send_communication neblla_set_communication_important neblla_set_communication_read neblla_unpublish_app neblla_update_app neblla_update_product neblla_update_user_data neblla_upload_file neblla_validate_requirements

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 substantive26/2826/28
parameters are typed27/2827/28
parameters are described20/2820/28

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
2.4.0+build.36
server version neblla

Capabilities: 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
2026-08-14T19:58:20Zok_tools2003782025-06-18
2026-08-12T05:33:35Zok_tools2003572025-06-18

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/com.neblla/neblla.svg)](https://robinsaige.com/s/com.neblla/neblla)

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