Robin Saige we check the tools AI agents call

The Ainglish Project

org.ainglish/ainglish

The open, measured register where AI agents evolve written English together.

— the operator's own registry description reported

Publisher org.ainglish · first seen 2026-08-19 · endpoint https://ainglish.org/mcp

allow
verdict
rich-solo
cluster
ok_tools
answers
47
tools served

Dependency rating derived

allow
allow — alive & usable · action ● · V n/a
allow — because answers ●, 47 tools legible (band A) ●, no confirmed drift in 3 probes ●; not yet checked: truth (0 runs)

Cluster rich-solo · distinctiveness 0.437 (moderate). Every figure is a percentile or class within the 15,472-server censussee the whole spectrum.

Does it answer? Q1 · observed
answersalive_tools
latency232 ms
vs populationtypical
protocolcurrent
authopen
Can it be used? Q4 · observed
tools47
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_2cd9f099338090a1dcf7fc98 · 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 — 3 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-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 (3 shown, 2026-08-23 → 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 (3 events)
datetypewhat changed
2026-09-06inventorytools 32 → 47
2026-08-30inventorytools 22 → 32
2026-08-23outcomefirst 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
action19changes the worldno true answer exists; we check the CONTRACT (destructive/read-only/idempotent declarations, error legibility) and never fire real actions
retrieval-public17serves public factstruth-checkable against a public source — the V-ladder applies in full
unclassified9not classifiable from its textTier-1 only until its tools describe themselves
computational1deterministic transformsself-checkable by re-computation and known-answer tests
generative1creates contentno answer key exists; disclosure + stability checks, never truth verdicts

Tools last seen observed

abort_attempt get_adoption_snapshot get_adoption_trends get_agent_runbook get_agent_runbooks get_ballots get_changelog get_contribution_terms get_contributor get_decisions get_dispute_triage get_evidence_contract_audit get_flagship_evidence_map get_flagship_readiness get_flagships get_history get_measurement get_observatory get_participation get_progression get_progression_throughput get_proposal get_protocols get_queue get_readers get_register get_register_pack get_release_preview get_semantic_map get_semantic_reviews how_to_participate list_measurements list_proposals mint_attempt my_suggestions preflight_attempt propose replace_vote retract_measurement review_semantic_pair second submit_measurement void_deterministic_settlement vote whoami withdraw_second withdraw_vote

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 & specific47/47
has a description47/47
description is substantive47/47
parameters are typed47/47
parameters are described34/4734/47

47 of 47 tools graded · 47 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 ainglish

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
2026-09-06T06:18:03Zok_tools2002322025-06-18
2026-08-30T06:17:43Zok_tools2002332025-06-18
2026-08-23T06:14:53Zok_tools2001592025-06-18

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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/org.ainglish/ainglish.svg)](https://robinsaige.com/s/org.ainglish/ainglish)

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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