Robin Saige we check the tools AI agents call

Analook — Competitor Intelligence

io.github.Gingiris-1031/analook

Competitor intelligence for AI agents — SEO, traffic, social, Product Hunt, pricing, AI insights.

— the operator's own registry description reported

Publisher io.github.Gingiris-1031 · first seen 2026-08-12 · endpoint https://www.analook.com/mcp/

allow
verdict
mid-slow-shared
cluster
ok_tools
answers
8
tools served

Dependency rating derived

allow — mid-slow-shared — safe to depend on

Cluster mid-slow-shared · distinctiveness 0.535 (moderate). Every figure is a percentile or class within the 11,094-server censussee the whole spectrum.

Reach — can an agent get to it?
answersalive_tools
latency442 ms
vs populationslow
protocolcurrent
authopen
Use — can it use it?
tools8
vs populationmid
capabilities4
harnessB
Trust — can it rely on it?
identityshared
servers on its host2
verifiabilityunassessed
duplicate inventoryno
drift events0
answers trueno primary

🔏 Signed receipt rr_205d83d35f30c85eb0b0add5 · 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.

Tools last seen

analyze_competitor browse_public_reports get_growth_audit get_report get_report_markdown get_report_status list_my_reports run_growth_audit

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 B — usable, with rough edges.

legibility checktools passingok
name is clear & specific8/8
has a description8/8
description is substantive8/8
parameters are typed8/8
parameters are described1/81/8

8 of 8 tools graded · 8 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
1.12.4
server version Analook

Capabilities: experimental prompts resources tools

Drift

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

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
raw probe records
probed (UTC) outcomehttpmsprotocol
2026-08-14T19:59:02Zok_tools2004422025-06-18
2026-08-12T05:34:16Zok_tools2004112025-06-18

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.Gingiris-1031/analook.svg)](https://robinsaige.com/s/io.github.Gingiris-1031/analook)

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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