Skip to content
verify mcp Beta VerifyMCP is currently in beta. If you notice any issues, get in touch and we’ll put it right.

AAJ Marketing Engines

REMOTE · AAJ-ENGINES-MCP.SAROJKJHA10.WORKERS.DEV

Deterministic marketing math for AI agents: LTV:CAC, pipeline coverage, A/B tests, pricing.

+3 this week 72 Trust /100

Last scanned (11 hours ago)

Scores higher than 58% of remote servers

Reachable. Last reached 5 Nov 2026.

Category Marketing and SEO

Trust breakdown (7 categories)

How this component scores in each security and reliability category. Every signal is checked automatically against the live server, and we only credit what we can confirm. How we score → Why this is hard to score →

Endpoint Security63
Transport & Reachability100
Schema Quality & AI Usability73
  • AI-judged instruction clarity (good).Pass
  • Tool/resource definitions use about 515 tokens (~103/item across 5 items; 5 tools + 0 resources), lean.Pass
  • Usage-examples check failed: none of the tools include examples. See how to fix → Fail
Stability & Change Management53
  • Stability observed for 16 of 30 days with no destabilising changes; credit accrues until the full window elapses.Partial
Tool Coverage100
  • 100% of tools have a non-trivial description (not blank, and not just the tool's name).Pass
  • 100% of tool parameters carry a description.Pass
Tool Safety100
  • No prompt-injection markers were found in the server instructions, tool names or descriptions we captured.Pass
  • We read all 5 captured tool definition(s), and no name or description among them implies an irreversible operation.Pass
  • An AI judge read all 6 captured unit(s) of tool text and found none that tries to manipulate the model reading it.Pass
Capabilities60
  • Spec-recency check failed: implements MCP spec 2025-06-18; the latest is 2026-07-28. See how to fix → Fail
Changelog

Every change we have recorded for this component, newest first. Security-relevant changes are always shown. ▲ marks a change for the better, ▼ a change for the worse; unmarked changes are neutral.

  • 5 Nov 26 0
    • Server version: 1.2.1+b42c11f → 1.2.1+ec5bacb functional
  • 4 Nov 26 +1
    • Server version: 1.2.1+acab21d → 1.2.1+b42c11f functional
  • 3 Nov 26 0
    • Server version: 1.2.1+4331370 → 1.2.1+acab21d functional
  • 2 Nov 26 +1

    No change was recorded against any check on this day. Stability & Change Management went from 40 to 43. That category is still filling its 30-day observation window: 12 days of observed history at the previous scan, 13 at this one. The score rises as the window fills, whether or not the server changes.

  • 1 Nov 26 0
    • Server version: 1.2.1+94df70d → 1.2.1+4331370 functional
  • 31 Oct 26 +1

    No change was recorded against any check on this day. Stability & Change Management went from 33 to 37. That category is still filling its 30-day observation window: 10 days of observed history at the previous scan, 11 at this one. The score rises as the window fills, whether or not the server changes.

  • 30 Oct 26 0
    • The server rewrote its instructions, which are the text every model session reads security
    • Server version: 1.2.1+b3d909f → 1.2.1+94df70d functional
  • 28 Oct 26 +1
    • The server rewrote its instructions, which are the text every model session reads security
    • Schema quality: 90 → 103 ▼ functional
    • Server version: 1.2.0 → 1.2.1+b3d909f functional
Diagnostics

Diagnostic detail from the automated scan of this channel: what the scanner observed at each step, so you can see exactly where a check passed or failed. It is informational only and never changes the trust score.

Captured 5 Nov 2026 · Probed https://aaj-engines-mcp.sarojkjha10.workers.dev/mcp

TLS valid

Negotiated TLS 1.3 with TLS_AES_128_GCM_SHA256 .

Subject Issuer Valid from Valid until Key Signature Serial
CN=sarojkjha10.workers.dev CN=YE2,O=Let's Encrypt,C=US 24 Oct 2026 22 Jan 2027 ECDSA 256 ECDSA-SHA384 55e4052f5ff9dc35f8ef3176ad3441956ed
SANs: *.sarojkjha10.workers.dev, sarojkjha10.workers.dev
CN=YE2,O=Let's Encrypt,C=US (CA) CN=Root YE,O=ISRG,C=US 3 Sept 2025 2 Sept 2028 ECDSA 384 ECDSA-SHA384 4df3b15dd6c0784c507cd37b58e6f115
CN=Root YE,O=ISRG,C=US (CA) CN=ISRG Root X2,O=Internet Security Research Group,C=US 13 May 2026 2 Sept 2032 ECDSA 384 ECDSA-SHA384 872165fc34b6e5fba8add5b3705fb53a
CN=ISRG Root X2,O=Internet Security Research Group,C=US (CA) CN=ISRG Root X1,O=Internet Security Research Group,C=US 13 May 2026 2 Sept 2032 ECDSA 384 SHA256-RSA 6c8f1dc727c7117f7baf853ac980f9cd

Background: What to check on a remote MCP endpoint →

DNSSEC insecure

Validation of aaj-engines-mcp.sarojkjha10.workers.dev. — Not signed

Zone DS Keys Algorithms Outcome
. trust_anchor 20326, 38696 8, 8 Verified
dev. present 60074 8 Verified
workers.dev. absent Unsigned (proven) parent-signed NSEC/NSEC3 proves an unsigned delegation
Authentication No authorisation required

The endpoint answered without asking for a token. Anyone who knows the URL can reach it.

Result No authorisation required
HTTP status 200

Background: How OAuth 2.1 works in the 2026 MCP spec →

Transports 2 probes
Transport URL Outcome Status Location
streamable-http https://aaj-engines-mcp.sarojkjha10.workers.dev/mcp Verified 200
http (plaintext) http://aaj-engines-mcp.sarojkjha10.workers.dev/mcp Inconclusive 405
MCP tools · 5 exposed · ~391 tokens

The tools this component advertises to a client, with an estimated token cost for each. Expand a tool to see its parameters and schema. The per-tool counts are indicative and are not scored directly; the schema's total context footprint is one signal in Schema Quality & AI Usability. A tool's description is untrusted text the model reads on every call, which is what makes this list a security surface and not just an inventory: how tool poisoning works →

Tool Tokens
describe_engine ~45

Shows one engine's input schema: required fields, units, alternative shapes, and a worked example. Engines reject bad input rather than guessing.

NameTypeReqDescription
enginestringyesEngine id.

No output schema declared.

No examples provided.

get_skill ~48

Returns the full method for one skill: when to use it, the steps, the quality bar, and how to run its engine if it has one.

NameTypeReqDescription
skillstringyesSkill slug.

No output schema declared.

No examples provided.

list_engines ~97

Lists every AAJ marketing engine: its id, the question it answers, and its category. Engines cover unit economics, pipeline forecast, budget allocation, retention, A/B significance, SEO/GEO scoring, ad spend and pricing.

NameTypeReqDescription
categorystring–Optional filter. Words are matched against the engine's category, id and skill title (for example "pricing", "retention" or "seo audit"), then against its summary.

No output schema declared.

No examples provided.

run_engine ~123

Runs an AAJ engine and returns its verdict. Give `input` as an object of the engine's fields. Omit `input` to run the engine's built-in worked example. Engines are deterministic, offline, and validate their input — a wrong unit is reported as an error, not absorbed into a confident answer.

NameTypeReqDescription
enginestringyesEngine id.
inputobject|string–The engine's configuration object. Some engines also accept a named mode as a plain string (for example 'design' or 'readout'). Omit for the demo.

No output schema declared.

No examples provided.

search_skills ~78

Finds AAJ marketing skills by the problem they solve — 'churn is rising', 'we're launching next month', 'not showing up in AI answers'. Returns matching methods and marks which have a runnable engine.

NameTypeReqDescription
limitinteger–Max results, default 8.
querystringyesThe problem, in plain words.

No output schema declared.

No examples provided.

Install

How do I install the AAJ Marketing Engines MCP server?

AAJ Marketing Engines is a hosted endpoint at https://aaj-engines-mcp.sarojkjha10.workers.dev/mcp, so there is nothing to install locally. Ready-made configuration for Claude, Cursor, VS Code, Codex and 5 more is on this page, copied from each client's own documentation.

remote · aaj-engines-mcp.sarojkjha10.workers.dev

# add to Claude Code
claude mcp add --transport http sarojkjha-aaj-engines 'https://aaj-engines-mcp.sarojkjha10.workers.dev/mcp'
Common questions

What is the AAJ Marketing Engines MCP server?

AAJ Marketing Engines is an MCP server listed in the public MCP registry as io.github.sarojkjha/aaj-engines. Deterministic marketing math for AI agents: LTV:CAC, pipeline coverage, A/B tests, pricing. This page covers its hosted endpoint (https://aaj-engines-mcp.sarojkjha10.workers.dev/mcp).

Is the AAJ Marketing Engines MCP server safe to use?

AAJ Marketing Engines scores 72 out of 100 on VerifyMCP. That is a record of what we were able to check automatically, not an endorsement. The category breakdown on this page shows every signal behind the number, including the ones we could not confirm.

What tools does the AAJ Marketing Engines MCP server expose?

AAJ Marketing Engines exposes 5 tools: list_engines, describe_engine, run_engine, search_skills, get_skill. Their descriptions and schemas cost roughly 391 tokens of context every time the server is loaded.

Does the AAJ Marketing Engines MCP server require authentication?

No. We connected to AAJ Marketing Engines without credentials and it answered, so anything it exposes is reachable by anyone who knows the address.

Is the AAJ Marketing Engines MCP server still maintained?

AAJ Marketing Engines is still listed as active in the MCP registry. We last reached this channel on 5 November 2026. Those dates come from our own scans of the registry and the channel itself, not from anything the publisher announced.