Robin Saige we check the tools AI agents call

AgentSEO

dev.agentseo.www/agentseo-mcp

Live SEO workflow tools for Claude Code, Codex, and AI agents.

— the operator's own registry description reported

Publisher dev.agentseo.www · first seen 2026-08-12 · endpoint https://www.agentseo.dev/mcp

allow
verdict
rich-solo
cluster
ok_tools
answers
45
tools served

Dependency rating derived

allow
allow — alive & usable · kind unknown · V n/a
allow — because answers ●, 45 tools legible (band B) ●, no confirmed drift in 2 probes ●; not yet checked: truth (3 attempts unverifiable, 0 disagreements)

Cluster rich-solo · distinctiveness 0.441 (moderate). Every figure is a percentile or class within the 11,094-server censussee the whole spectrum.

Does it answer? Q1 · observed
answersalive_tools
latency324 ms
vs populationtypical
protocolcurrent
authopen
Can it be used? Q4 · observed
tools45
vs populationhigh
capabilities1
harnessB
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_337d92198c8a9af239f53f4e · 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?kind unknown ● evidence ↓
Q3Can it be checked?V n/a for this kind ◐evidence ↓
Q4Did it hold?harness B · 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
unclassified20not classifiable from its textTier-1 only until its tools describe themselves
retrieval-public17serves public factstruth-checkable against a public source — the V-ladder applies in full
action5changes the worldno true answer exists; we check the CONTRACT (destructive/read-only/idempotent declarations, error legibility) and never fire real actions
generative2creates contentno answer key exists; disclosure + stability checks, never truth verdicts
computational1deterministic transformsself-checkable by re-computation and known-answer tests

Tools last seen observed

agentseo_ai_overview_extract agentseo_ai_visibility_prompt_set agentseo_analyze_serp agentseo_backlinks_anchors agentseo_backlinks_competitors agentseo_backlinks_domain_pages agentseo_backlinks_list agentseo_backlinks_new_lost_timeseries agentseo_backlinks_opportunity_finder agentseo_backlinks_page_intersection agentseo_backlinks_referring_domains agentseo_backlinks_summary agentseo_content_action_plan agentseo_content_brief agentseo_content_cannibalization agentseo_content_competitor_gap_matrix agentseo_content_draft_qa agentseo_content_gap agentseo_content_internal_links agentseo_content_keyword_map agentseo_content_programmatic_template agentseo_content_refresh_brief agentseo_content_schema_plan agentseo_content_serp_outline agentseo_content_technical_qa agentseo_content_title_meta agentseo_domain_competitors agentseo_domain_intersection agentseo_domain_ranked_keywords agentseo_domain_relevant_pages agentseo_domain_traffic_estimate agentseo_extract agentseo_job_status agentseo_keyword_ideas_suggest agentseo_keyword_metrics_overview agentseo_local_audit agentseo_local_visibility_track agentseo_opportunities_brief agentseo_opportunities_find agentseo_page_cro_qa agentseo_page_intersection agentseo_rank_track agentseo_search agentseo_serp_volatility agentseo_site_sitemap_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 & specific45/45
has a description45/45
description is substantive45/45
parameters are typed45/45
parameters are described1/451/45

45 of 45 tools graded · 45 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 — 3 attempt(s) currently unverifiable (rate limits, walls, or unmappable schemas — never counted against the server) · 0 disagreements.

claim classkeyverdictprimary source
tariff-duty6109.10.00unverifiableus-hts
tariff-duty8471.30.01unverifiableus-hts
tariff-dutyunmappedunverifiableus-hts

Protocol conformance observed

2025-06-18
protocol version
session model
0.1.0
server version AgentSEO Hosted MCP

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
2026-08-14T19:58:42Zok_tools2003242025-06-18
2026-08-12T05:33:56Zok_tools2002902025-06-18

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/dev.agentseo.www/agentseo-mcp.svg)](https://robinsaige.com/s/dev.agentseo.www/agentseo-mcp)

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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