AI Recommendation Readiness Audit | The Black Friday Agency
https://canairecommendmybusiness.com/api/mcp ↗
Description
Can AI confidently recommend your business? The AI Recommendation Readiness Audit shows whether your
What our measurements say
AI Recommendation Readiness Audit | The Black Friday Agency is a remote MCP server published at canairecommendmybusiness.com. It has been probed 9 times since 9/12/2026. It answered in 9 of them (100.0%), a near-uninterrupted record. Median response time is 691 ms, a delay an agent will notice. It offers a narrow, focused set of 2 tools. On the protocol side it still runs 2025-11-25 and has not moved to the newer spec.
Agent readability score
Can an LLM agent pick the right tool here — names, descriptions and parameter clarity are assessed.
Agent readability score
Strengths
- Tool names clearly indicate their purpose (assessment vs. framework reference).
- Parameters are explicitly defined with required/optional status and data types.
Weaknesses
- Descriptions contain typos (e.g., 'pha' in first tool, incomplete ending in second tool).
- No explicit error handling or constraint documentation for input validation.
- Second tool's description lacks clarity on its deterministic output structure.
assess_ai_recommendation_readiness— Description ends abruptly with 'pha' (likely a typo).get_ai_readiness_framework— Description is incomplete, ending with 'how the ' (missing conclusion).
Verdict
Event narrative
Risk: low
Advice
Schema compliance
tools/list structure, inputSchema validity, and a functional smoke test — the components of the 0-100 score.
- tools/list schema valid
- inputSchema is valid JSON Schema
- Smoke test passed · last run:
- Cold-start: cold 203ms → warm 203ms (penalty 0ms)
Tools
Tools the server advertised in the latest measurement — measured, not catalog-claimed.
assess_ai_recommendation_readinessAssesses 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.
businessSizestringrequireddataMaturitystringrequiredtechnicalStackstringrequiredgoalsarraybusinessNamestringindustrystring
get_ai_readiness_frameworkReturns 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.
Availability history
Event log
Derived by comparing consecutive probes — changes in era, protocol version, build and reachability.
- Added to watch — era: Legacy
Get your badge
Add this badge to your README — it updates automatically as measurements change.
[](https://mcpmetrics.io/servers/io-github-janoliverautomation-stack-canairecommendmybusiness-com)<a href="https://mcpmetrics.io/servers/io-github-janoliverautomation-stack-canairecommendmybusiness-com"><img src="https://mcpmetrics.io/badge/io.github.janoliverautomation-stack/canairecommendmybusiness-com/era.svg" alt="mcpmetrics"></a>You are seeing the last 7 days. Sign up for the full history. Which check failed and why is in the dashboard.
Sign up free to seeSimilar MCP servers
The catalog entries whose name and description are closest to this one, found with the same index the search box uses.
- Readiness scorer — can an agent sign up to your SaaS?agentwares-readiness.vercel.app
Probe a signup URL you own and score whether an AI agent can sign up unaided.
- Send Your Agent Website Readinesssendyouragent.com
Scan website AI readiness, understand the result and route customers to the right SYA package.
- llms.txt Checker - AI Readiness Auditmcp.apify.com
Checks llms.txt, AI crawler access in robots.txt, and sitemap - with a 0-100 AI readiness score.
- Pollen — Managed Agent-Readiness Layerpollen.elytron.in
Manage your Pollen account: sync, enrich, fix, and publish your store's catalog for AI agents.
- CallSync – Business Call Logging & Management for SIM-Based Teamsmcp.callsyncapp.com
# CallSync MCP Server: Connect SIM-Based Call Logs to AI Agents 📞🤖 **[CallSync](https://callsyncapp.com)** is a powerful mobile-first sales CRM and call tracking ecosystem built for modern sales teams. This Model Context Protocol (MCP) server allows AI agents (like Claude Desktop, Cursor, and Windsurf) to securely query call data, manage contacts, and trigger voice-to-text analysis directly from your chat sidebar. --- ## 💡 Why CallSync? Traditional VOIP services fail when sales representatives make real phone calls from their mobile SIMs. CallSync solves this: * **SIM-Based Capture:** Syncs outgoing and incoming mobile call logs, metadata, and audio recordings automatically from our Android App. * **Instant AI Processing:** Automated call transcription, summarization, sentiment classification, and target-intent analysis. * **Unified Sales CRM:** A mobile-friendly dashboard to manage leads, tasks, and follow-ups. --- ## ⚙️ Available AI Tools & Actions Once connected, your AI
- The Grant Readiness Checklist | The Document Prograntreadinesschecklist.com
Assess your nonprofit's grant readiness with The Grant Readiness Checklist by the Nonprofit Lau
Comments
Sign in to write a comment
No comments yet. Be the first.