Robin Saige we check the tools AI agents call

AfterLaunch: the agentic growth marketing engine

io.afterlaunch/agentic-growth-marketing

Growth marketing, SEO and GEO as agent tools: ranked moves, ship them, AI answer visibility.

— the operator's own registry description reported

Publisher io.afterlaunch · first seen 2026-08-12 · endpoint https://afterlaunch.io/api/mcp

allow
verdict
stale-rich-slow-solo
cluster
ok_tools
answers
41
tools served

Dependency rating derived

allow — stale-rich-slow-solo — safe to depend on

Cluster stale-rich-slow-solo · distinctiveness 0.498 (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
latency400 ms
vs populationslow
protocolbehind
authopen
Use — can it use it?
tools41
vs populationhigh
capabilities1
harnessA
Trust — can it rely on it?
identitysolo
servers on its host1
verifiabilityunassessed
duplicate inventoryno
drift events0
answers trueno primary

🔏 Signed receipt rr_e5bc279692c8d352a69adc33 · 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

archive_move create_checkout create_topup disconnect_connection dismiss_gap get_activity get_competitors get_enrollment get_kb_page get_loop_status get_move get_outcomes get_output get_scoreboard get_seo get_setup_snippet get_snapshot get_standup get_visibility list_connections list_feed list_kb_pages list_outputs list_tracked_prompts poll_connection record_insight redraft_output refresh_scan replenish_feed run_loop set_loop_autonomy set_loop_cadence set_output_status ship_move skip_move start_connection track_prompt undo_move untrack_prompt update_draft whoami

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 & specific41/41
has a description41/41
description is substantive41/41
parameters are typed41/41
parameters are described39/4139/41

41 of 41 tools graded · 41 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

2025-03-26
protocol version
session model
1.0.0
server version afterlaunch

Capabilities: 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 (2 events)
datetypewhat changed
2026-08-14inventorytools 40 → 41
2026-08-12outcomefirst probe: ok_tools
raw probe records
probed (UTC) outcomehttpmsprotocol
2026-08-14T19:58:50Zok_tools2004002025-03-26
2026-08-12T05:34:04Zok_tools2002482025-03-26

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.afterlaunch/agentic-growth-marketing.svg)](https://robinsaige.com/s/io.afterlaunch/agentic-growth-marketing)

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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