Evidence · first-party tested
Degrades only partially on poor formatting: it returns 10 of 14 technical skills, drops all soft skills, returns zero certifications, and lets Pune bleed into one task item.
◐ MixedHrFlow →
A poorly structured PDF resume for candidate John Kumar with inconsistent date formats, minimal section labeling, comma-separated skills, and mixed-in hobbies/references. It is designed to stress noisy-input robustness.
The observation
Degrades only partially on poor formatting: it returns 10 of 14 technical skills, drops all soft skills, returns zero certifications, and lets Pune bleed into one task item.
Criterion: Messy resume handling · Scenario: Messy real-world resume — John Kumar (group: resume-parsing-benchmark)
Query this
get_evidence({
tool: "hrflow",
scenario: "resume-parsing-benchmark"
})MCP · mcp.aidemos.com/api/mcp
Free with attribution.
Free with attribution.
Same input, other tools
Real outputs, no retouching · every cell queryable via API & MCP · aidemos.com