Resume Optimizer Pro
https://resumeoptimizerpro.com/api/mcp ↗
Description
Resume Optimizer Pro is resume building and optimization software that enhances job applications through comprehensive analysis features. The system evaluates resumes against job descriptions to identify qualification strengths and gaps. Resume Optimizer Pro includes AI job matching analysis that presents results in understandable terms, resume streamlining capabilities for improved readability, targeted cover letter generation, and an AI resume builder that creates documents through simple question-answering. The software streamlines multi-page resumes for better clarity while maintaining ATS compatibility. Resume Optimizer Pro offers personalization options to make resumes feel authentic and includes an auto-optimization feature that intelligently fills skill gaps. The system provides detailed matching analyses that highlight strengths, partial matches, and missing qualifications to help users create optimized resumes for each role they apply for.
What our measurements say
Resume Optimizer Pro is a remote MCP server published at resumeoptimizerpro.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 447 ms, placing it among the faster endpoints. It offers a narrow, focused set of 4 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 are descriptive and align with their functions
- Structured output formats (e.g., JSON, base64 .docx) are specified
Weaknesses
- Descriptions lack explicit use cases (when to use the tool)
- Parameter requirements are inconsistently documented
- Error handling and constraints are not explicitly defined
create_cover_letter— Description is cut off mid-sentence, missing critical API key requirement detailsparse_resume— API key requirement is mentioned but not clearly marked as mandatoryoptimize_resume— No explicit error handling or input validation constraints mentioned
Verdict
Event narrative
Risk: medium
- 2026-09-10T21:16:35.016Z — era changed from 'auth-gated' to 'legacy' · indicates operational mode shift affecting access controls
- 2026-09-11T07:35:54.413Z — complianceScore improved from null to 100 · suggests successful validation of regulatory requirements
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 347ms → warm 120ms (penalty 227ms)
Availability history
Event log
Derived by comparing consecutive probes — changes in era, protocol version, build and reachability.
- Server build: — → 1.0.0.0
- Supported versions: — → 2025-11-25
- Era changed: Auth-gated → Legacy
- Added to watch — era: Auth-gated
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