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AI Recommendation Readiness Audit | The Black Friday Agency

REMOTE · CANAIRECOMMENDMYBUSINESS.COM · SCANNED SEP 20

Can AI confidently recommend your business? The AI Recommendation Readiness Audit shows whether your

+3 this week 70 Trust /100
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 Security57
Transport & Reachability100
Schema Quality & AI Usability73
  • AI-judged instruction clarity (good).Pass
  • Context-footprint check failed: tool/resource definitions use about 330 tokens (~165/item across 2 items; 2 tools + 0 resources), over budget; trim descriptions and params. See how to fix → Fail
  • 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
  • Structured output schemas are declared (100% of tools); any adoption earns full credit.Pass
Tool Safety100
  • No prompt-injection markers were found in the server instructions, tool names or descriptions we captured.Pass
  • We read all 2 captured tool definition(s), and no name or description among them implies an irreversible operation.Pass
  • An AI judge read all 3 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
Install

How do I install the AI Recommendation Readiness Audit | The Black Friday Agency MCP server?

AI Recommendation Readiness Audit | The Black Friday Agency is a hosted endpoint at https://canairecommendmybusiness.com/api/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 · canairecommendmybusiness.com

# add to Claude Code
claude mcp add --transport http janoliverautomation-stack-canairecommendmybusine 'https://canairecommendmybusiness.com/api/mcp'
// .cursor/mcp.json
{
  "mcpServers": {
    "janoliverautomation-stack-canairecommendmybusine": {
      "url": "https://canairecommendmybusiness.com/api/mcp"
    }
  }
}
// .vscode/mcp.json
{
  "servers": {
    "janoliverautomation-stack-canairecommendmybusine": {
      "type": "http",
      "url": "https://canairecommendmybusiness.com/api/mcp"
    }
  }
}
# ~/.codex/config.toml
[mcp_servers.janoliverautomation-stack-canairecommendmybusine]
url = "https://canairecommendmybusiness.com/api/mcp"
// opencode.json
{
  "$schema": "https://opencode.ai/config.json",
  "mcp": {
    "janoliverautomation-stack-canairecommendmybusine": {
      "type": "remote",
      "url": "https://canairecommendmybusiness.com/api/mcp",
      "enabled": true
    }
  }
}
# add to OpenClaw
openclaw mcp add janoliverautomation-stack-canairecommendmybusine --url 'https://canairecommendmybusiness.com/api/mcp' --transport streamable-http
# ~/.hermes/config.yaml
mcp_servers:
  janoliverautomation-stack-canairecommendmybusine:
    url: "https://canairecommendmybusiness.com/api/mcp"
// ~/.netclaw/config/netclaw.json
{
  "McpServers": {
    "janoliverautomation-stack-canairecommendmybusine": {
      "Transport": "http",
      "Url": "https://canairecommendmybusiness.com/api/mcp"
    }
  }
}
# add to Vellum
assistant mcp add janoliverautomation-stack-canairecommendmybusine -t streamable-http -u 'https://canairecommendmybusiness.com/api/mcp'
// mcp.json
{
  "mcpServers": {
    "janoliverautomation-stack-canairecommendmybusine": {
      "type": "http",
      "url": "https://canairecommendmybusiness.com/api/mcp"
    }
  }
}

The mcpServers block is a cross-client convention. Remote transports vary, so check your client's docs.

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.

  • 20 Sept 26 +1

    No change was recorded against any check on this day. Stability & Change Management went from 50 to 53. That category is still filling its 30-day observation window: 15 days of observed history at the previous scan, 16 at this one. The score rises as the window fills, whether or not the server changes.

  • 18 Sept 26 +1

    No change was recorded against any check on this day. Stability & Change Management went from 43 to 47. That category is still filling its 30-day observation window: 13 days of observed history at the previous scan, 14 at this one. The score rises as the window fills, whether or not the server changes.

  • 15 Sept 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.

  • 13 Sept 26 +1

    No change was recorded against any check on this day. Stability & Change Management went from 27 to 30. That category is still filling its 30-day observation window: 8 days of observed history at the previous scan, 9 at this one. The score rises as the window fills, whether or not the server changes.

  • 11 Sept 26 +1

    No change was recorded against any check on this day. Stability & Change Management went from 20 to 23. That category is still filling its 30-day observation window: 6 days of observed history at the previous scan, 7 at this one. The score rises as the window fills, whether or not the server changes.

  • 9 Sept 26 +1

    No change was recorded against any check on this day. Stability & Change Management went from 13 to 17. That category is still filling its 30-day observation window: 4 days of observed history at the previous scan, 5 at this one. The score rises as the window fills, whether or not the server changes.

  • 7 Sept 26 +1

    No change was recorded against any check on this day. Stability & Change Management went from 7 to 10. That category is still filling its 30-day observation window: 2 days of observed history at the previous scan, 3 at this one. The score rises as the window fills, whether or not the server changes.

  • 5 Sept 26 +1
    • Schema quality: 238 → 165 functional
    • Stability: unverified → 0.03 functional
    • Tool “assess_ai_recommendation_readiness” now declares an output schema functional
    • First check of Tool coverage: 100 functional
    • New tool “get_ai_readiness_framework” functional
    • “assess_ai_recommendation_readiness” reworded the description of “goals” cosmetic
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 20 Sept 2026 · Probed https://canairecommendmybusiness.com/api/mcp

TLS valid

Negotiated TLS 1.3 with TLS_AES_128_GCM_SHA256 .

Subject Issuer Valid from Valid until Key Signature Serial
CN=canairecommendmybusiness.com CN=WE1,O=Google Trust Services,C=US 20 Aug 2026 18 Nov 2026 ECDSA 256 ECDSA-SHA256 a874445622a6ffff13aebd185f336671
SANs: canairecommendmybusiness.com
CN=WE1,O=Google Trust Services,C=US (CA) CN=GTS Root R4,O=Google Trust Services LLC,C=US 13 Dec 2023 20 Feb 2029 ECDSA 256 ECDSA-SHA384 7ff31977972c224a76155d13b6d685e3
CN=GTS Root R4,O=Google Trust Services LLC,C=US (CA) CN=GlobalSign Root CA,OU=Root CA,O=GlobalSign nv-sa,C=BE 15 Nov 2023 28 Jan 2028 ECDSA 384 SHA256-RSA 7fe530bf331343bedd821610493d8a1b

Background: What to check on a remote MCP endpoint →

DNSSEC insecure

Validation of canairecommendmybusiness.com. Not signed

Zone DS Keys Algorithms Outcome
. trust_anchor 20326, 38696 8, 8 Verified
com. present 19718 13 Verified
canairecommendmybusiness.com. 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://canairecommendmybusiness.com/api/mcp Verified 200
http (plaintext) http://canairecommendmybusiness.com/api/mcp HTTPS enforced 301 https://canairecommendmybusiness.com/api/mcp
MCP tools · 2 exposed · ~283 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
assess_ai_recommendation_readiness ~201

Assesses whether a business is ready to be understood, verified, trusted, recommended, and used by AI systems, based on structured inputs (business size, data availability/maturity, technical stack/infrastructure, and goals). Returns a readiness score, tier, gap analysis, priority actions, and a phased implementation roadmap. Deterministic and read-only: it performs no consequential actions and does not guarantee any ranking or recommendation.

NameTypeReqDescription
businessNamestringOptional, non-sensitive business name for context.
businessSizestringyesSize of the business/organization.
dataMaturitystringyesAvailability and maturity of the structured/machine-readable data of the business.
goalsarrayOne or more readiness goals the business wants to prioritize (1–8, unique values from the enum).
industrystringOptional industry/category for context.
technicalStackstringyesTechnical stack / infrastructure sophistication.
NameTypeReqDescription
dimensionScoresarrayyesPer-dimension breakdown of the overall score.
disclaimerstringyesEducational-use disclaimer.
engineVersionstringVersion of the deterministic scoring engine.
gapAnalysisarrayyesIdentified gaps between current and target readiness.
implementationRoadmaparrayPhased implementation roadmap.
normalizedInputsobjectyesThe normalized inputs actually used for scoring.
priorityActionsarrayyesPrioritized recommended actions.
readinessScorenumberyesOverall AI recommendation readiness score (0–100).
tierobjectyes
toolstringCanonical tool identifier.

No examples provided.

get_ai_readiness_framework ~82

Returns the AI Recommendation Readiness scoring framework: the scored dimensions and their weights, the four readiness tiers with score ranges, and every valid input option (business sizes, data maturity levels, technical stacks, and goals). Read-only and deterministic; use it to understand how the assessment is scored and to build valid inputs for assess_ai_recommendation_readiness.

Input schema present but exposes no named parameters.

NameTypeReqDescription
dimensionsarrayyes
disclaimerstringyes
engineVersionstringyes
inputOptionsobjectyes
tiersarrayyes

No examples provided.

Common questions

What is the AI Recommendation Readiness Audit | The Black Friday Agency MCP server?

AI Recommendation Readiness Audit | The Black Friday Agency is an MCP server listed in the public MCP registry as io.github.janoliverautomation-stack/canairecommendmybusines…. Can AI confidently recommend your business? The AI Recommendation Readiness Audit shows whether your. This page covers its hosted endpoint (https://canairecommendmybusiness.com/api/mcp).

Is the AI Recommendation Readiness Audit | The Black Friday Agency MCP server safe to use?

AI Recommendation Readiness Audit | The Black Friday Agency scores 70 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 AI Recommendation Readiness Audit | The Black Friday Agency MCP server expose?

AI Recommendation Readiness Audit | The Black Friday Agency exposes 2 tools: assess_ai_recommendation_readiness, get_ai_readiness_framework. Their descriptions and schemas cost roughly 283 tokens of context every time the server is loaded.

Does the AI Recommendation Readiness Audit | The Black Friday Agency MCP server require authentication?

No. We connected to AI Recommendation Readiness Audit | The Black Friday Agency without credentials and it answered, so anything it exposes is reachable by anyone who knows the address.

Is the AI Recommendation Readiness Audit | The Black Friday Agency MCP server still maintained?

AI Recommendation Readiness Audit | The Black Friday Agency is still listed as active in the MCP registry. We last reached this channel on 20 September 2026. Those dates come from our own scans of the registry and the channel itself, not from anything the publisher announced.