AAJ Marketing Engines
Measured conclusion: Deep-tested. L2 outcome: tools_ok.
Deterministic marketing math for AI agents: LTV:CAC, pipeline coverage, A/B tests, pricing.
| Author | io.github.sarojkjha |
|---|---|
| Access | remote |
| Publisher key required | No |
| Measured state | Deep-tested |
| L1 liveness | alive |
| L1 latency | 231 ms |
| Last measured | 2026-10-26 |
Add to your agent
Copy this into your MCP client config:
{
"mcpServers": {
"AAJ Marketing Engines": {
"url": "https://aaj-engines-mcp.sarojkjha10.workers.dev/mcp",
"transport": "streamable-http"
}
}
}
Measured tools (5)
list_enginesread-onlyLists 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.
Parameters:
category— string — 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.
Hints: read-only yes · destructive no · idempotent yes · open-world no
describe_engineread-onlyShows one engine's input schema: required fields, units, alternative shapes, and a worked example. Engines reject bad input rather than guessing.
Parameters:
engine(required) — string — Engine id.
Hints: read-only yes · destructive no · idempotent yes · open-world no
run_engineread-onlyRuns 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.
Parameters:
engine(required) — string — Engine id.input— ['object', '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.
Hints: read-only yes · destructive no · idempotent yes · open-world no
search_skillsread-onlyFinds 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.
Parameters:
query(required) — string — The problem, in plain words.limit— integer — Max results, default 8.
Hints: read-only yes · destructive no · idempotent yes · open-world no
get_skillread-onlyReturns 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.
Parameters:
skill(required) — string — Skill slug.
Hints: read-only yes · destructive no · idempotent yes · open-world no
Measured by MCPYP probing. Untested fields are omitted, never estimated. Listing is always free; MCPYP never proxies calls or stores user tokens.