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Directory / AI Rollout Framework

AI Rollout Framework

Q: Is AI Rollout Framework MCP server safe?

QAmcp's test on 11 Nov 2026: None of the hidden-instruction wordings we know were found in its 9 tool descriptions. Its error messages showed no secrets or internal details. 8 of its 9 tools are labeled read-only; the others may change or send things. Overall it scored 95/100 on 11 Nov 2026. A test can only see what the server shows from outside, not what it does with your data behind the scenes. Connect servers from makers you trust.

by airolloutframework.com · https://airolloutframework.com/mcp

AI adoption framework for managers: pricing, FAQ, AI readiness assessment, seat quotes, free kit.

9 tools✓ no account neededPricing: not listed

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95 /100

PASS · WITH NOTES

11 of 11 checks · 11 Nov 2026

Test it now for current results

At a glance

Runs where: On their server. What you send to it goes to them.
What you need: Nothing: it answered without a login
Tools: 9 tools
Its own safety labels: 8 read-only, 1 labeled as changing things
Memory it takes: About 2,600 tokens of your AI's memory, just for its tool descriptions
Largest answer: About 16.4 KB in our test
Speed: Average answer in our test: 187 ms

Tokens are an estimate: the characters in its tool names, descriptions and inputs, divided by 4. The exact number depends on your AI model. Safety labels are what the server says about itself. From our latest test, 11 Nov 2026.

Is AI Rollout Framework MCP server safe?

None of the hidden-instruction wordings we know were found in its 9 tool descriptions.
Its error messages showed no secrets or internal details.
8 of its 9 tools are labeled read-only; the others may change or send things.
Overall it scored 95/100 on 11 Nov 2026.

A test can only see what the server shows from outside, not what it does with your data behind the scenes. Connect servers from makers you trust.

What this test does not check

Its source code and packages.
What a tool quietly does behind the scenes, such as writing a file or calling another service.
Instructions hidden inside live tool answers. We only look for those in tool descriptions.
Hidden instructions worded in a way our list doesn't know yet.
Tools that could change something. Those are read, never run.

What QAmcp can and can't see · How to tell if an MCP server is safe · Hidden instructions · Prompt injection

Known security advisories

Not looked up yet. QAmcp tests how a server behaves. It does not scan source code.

What it can do

9 tools, in the server's own words.

get_framework_overviewread-only

Call this when the user asks what the AI Capability Rollout Framework is or how it works.

get_pricingread-only

Call this when the user asks what the framework, the Executive Suite or AI at Work costs.

get_faqread-only

Call this when the user asks a specific question about pricing, refunds, governance, implementation or the products.

get_ai_at_work_courseread-only

Call this when the user asks about training employees on AI or about the AI at Work course.

search_knowledge_baseread-only

Call this when the user asks about a concept or term the other tools do not cover (for example "stage gate" or "boring win").

assess_ai_readinessread-only

Call this when the user wants to know how ready their organization is for AI, after they have answered all 16 statements (1 = Strongly Disagree to 5 = Strongly…

get_starter_kitread-only

Call this when the user wants a free resource to start with or to brief their leadership.

get_seat_quoteread-only

Call this when the user asks what AI at Work would cost for a specific number of employees (1-500).

email_me_the_kit

Call this only when the user has explicitly asked to receive the free Briefing Kit by email, given their address and agreed to be emailed.

Test results

Safe mode: only tools labeled read-only were run. How the test works

!
Ready for the newest MCP version
1 warning
- !Uses an older MCP version (2025-06-18). It works today, but it isn't on the July 2026 version (2026-07-28) yet.
note
✓
ConnectsConnected in 706 ms
pass
✓
Lists its toolsFound 9 tools
pass
✓
Every tool is describedAll 9 tools and their inputs are described
pass
✓
Tools are labeled safe or dangerousEvery tool has a safety label
pass
✓
No known hidden instructionsNone of the hidden-instruction wordings we know were found in tool descriptions. New wordings can get past this check.
pass
✓
Tools work with good inputs
All good
- ✓get_framework_overview: Worked (194 ms)
- ✓get_pricing: Worked (190 ms)
- ✓get_faq: Worked (194 ms)
- ✓get_ai_at_work_course: Worked (185 ms)
- ✓search_knowledge_base: Worked (210 ms)
- ✓assess_ai_readiness: Worked (180 ms)
- ✓get_starter_kit: Worked (169 ms)
- ✓get_seat_quote: Worked (170 ms)
- and 1 more
pass
✓
Bad inputs give a clean error
All good
- ✓get_faq: Refused wrong type for "topic" with a clear error
- ✓search_knowledge_base: Refused missing required input "query" with a clear error
- ✓search_knowledge_base: Refused wrong type for "query" with a clear error
- ✓assess_ai_readiness: Refused missing required input "q1" with a clear error
- ✓assess_ai_readiness: Refused wrong type for "q1" with a clear error
- ✓get_seat_quote: Refused missing required input "seats" with a clear error
- ✓get_seat_quote: Refused wrong type for "seats" with a clear error
pass
✓
Fast enough
All good
- ✓Connecting took 706 ms
- ✓Listing tools took 112 ms
- ✓Average tool answer: 187 ms
- ✓search_knowledge_base: Slowest tool: search_knowledge_base (210 ms)
pass
✓
No secrets leakedChecked 7 error messages: no secrets or internal details
pass
✓
Follows MCP best practices (not scored yet)Tool names, safety labels and tool list size follow the MCP guide
pass
–
Tools work togetherNo tool's answer could be fed into another tool, so there were no chains to test (not counted either way)
not tested

Test it yourself

Free and open source. Same checks, same score.

npx qamcp-cli https://airolloutframework.com/mcp

Show this score on GitHub

Free for every server in the directory. Paste this into your README: the badge shows the score from our latest test.

[![QAmcp score](https://qamcp.dev/s/com-airolloutframework-ai-rollout-framework.svg)](https://qamcp.dev/s/com-airolloutframework-ai-rollout-framework.html)

Score over time

11 Nov 202695

One test so far. New tests will show here.

Reviews

Coming soon: reviews from people who use AI Rollout Framework, signed in with GitHub, one per person. Reviews never change the score.

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