CVpop
Description
CVpop is an AI-powered CV and resume builder that works directly with ChatGPT, Claude Desktop, and other MCP-compatible AI assistants. Through the CVpop MCP server, AI assistants can generate professional, ATS-friendly CVs from natural conversation, customize layouts and styles, and securely transfer the draft to the user inside CVpop. Users simply describe their experience, skills, and career goals, and the assistant creates a polished resume automatically — without manual formatting. Key advantages: * AI-generated professional CVs * ATS-friendly resume formatting * Layout, font, and color customization * Multi-language support * Secure claim flow to CVpop Web * MCP integration for AI assistants * Continued editing inside CVpop The MCP server exposes tools for: * Creating CV drafts * Editing colors * Changing layouts * Updating fonts
What our measurements say
CVpop is a remote MCP server published at mcp.cvpop.com. It has been probed 6 times since 9/10/2026. It answered in 6 of them (100.0%), a near-uninterrupted record. Median response time is 273 ms, placing it among the faster endpoints. 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 align with their primary functions (preview vs. transfer).
- Descriptions specify use cases for each tool.
Weaknesses
- Parameter requirements are vague (e.g., 'complete current CV' without format definition).
- No explicit error handling guidance for invalid inputs.
- Tool names could be more descriptive (e.g., 'createCvClaim' lacks context).
createCvPreview— Ambiguous parameter requirement ('complete current CV' without format specification).createCvClaim— Lacks explicit error handling for cases where UI activation is not confirmed.
Verdict
Event narrative
Risk: medium
- 2026-09-10T21:16:35.016Z — era changed from auth-gated to legacy · system transitioned to legacy mode
- 2026-09-11T09:28:19.138Z — complianceScore rose from null to 100 · achieved full compliance
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 not run this round
- Cold-start: cold 47ms → warm 56ms (penalty 0ms)
Availability history
Event log
Derived by comparing consecutive probes — changes in era, protocol version, build and reachability.
- Server build: — → 2.0.0
- Supported versions: — → 2025-11-25
- Era changed: Auth-gated → Legacy
- Added to watch — era: Auth-gated
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