Robin Saige we check the tools AI agents call

Clueso

io.clueso/video

Make videos and docs with your AI agent — describe what you need, every output stays editable.

— the operator's own registry description reported

Publisher io.clueso · first seen 2026-08-12 · endpoint https://connect.clueso.io/mcp

allow
verdict
rich-slow-solo
cluster
ok_tools
answers
40
tools served

Dependency rating derived

allow
allow — alive & usable · action ● · V n/a
allow — because answers ●, 40 tools legible (band A) ●, no confirmed drift in 2 probes ●; not yet checked: truth (0 runs)

Cluster rich-slow-solo · distinctiveness 0.805 (unusual). Every figure is a percentile or class within the 11,094-server censussee the whole spectrum.

Does it answer? Q1 · observed
answersalive_tools
latency704 ms
vs populationslow
protocolcurrent
authopen
Can it be used? Q4 · observed
tools40
vs populationhigh
capabilities3
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_ef6a0f4dc60ad15e1095b259 · 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?rich-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
action28changes the worldno true answer exists; we check the CONTRACT (destructive/read-only/idempotent declarations, error legibility) and never fire real actions
retrieval-public9serves public factstruth-checkable against a public source — the V-ladder applies in full
generative2creates contentno answer key exists; disclosure + stability checks, never truth verdicts
orchestration1routes other toolsidentity + fronted-service disclosure checks (gateway vs costume)

Tools last seen observed

add_article_media add_audio add_clips add_comment add_elements add_sync_point analyze_audio auto_sync check_uploads create_clueprint create_project duplicate_clip duplicate_project estimate_duration export_project find generate_media get_article get_clip get_clueprint get_design_guide get_element_schema get_project record_screen remove_clip remove_elements remove_from_project reorder_elements set_voice split_clip switch_workspace update_article update_article_media update_audio update_clips update_clueprint update_elements update_project upload_file voiceover_batch

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 & specific40/40
has a description40/40
description is substantive40/40
parameters are typed40/40
parameters are described40/40

40 of 40 tools graded · 40 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
1.0.0
server version clueso-connect

Capabilities: experimental 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
2026-08-14T19:58:51Zok_tools2007042025-06-18
2026-08-12T05:34:05Zok_tools2006612025-06-18

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.clueso/video.svg)](https://robinsaige.com/s/io.clueso/video)

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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