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MCP Server

fairsession

io.github.atlasbyauro/fairsession
Data & Analytics Healthcare Unavailable MCP 2026-07-28

What this MCP does

Provides current healthcare job pay ranges, offer percentile comparisons, employer pay-transparency scores, and tracked employer data.

Capabilities

Tools

4 tools
check_offer
Where a specific job offer sits against advertised pay for a role in a state: percentile vs live posting ranges, with an honest fallback to national data when the state sample is under 25 disclosed postings. Advertised ranges are not settled offers.
Input schema 
{'type': 'object', 'required': ['role', 'state', 'basis', 'amount'], 'properties': {'role': {'type': 'string', 'description': "Role, e.g. 'RN', 'BCBA'"}, 'basis': {'enum': ['hourly', 'annual'], 'type': 'string', 'description': 'Pay basis of the offer'}, 'state': {'type': 'string', 'description': 'Two-letter US state code'}, 'amount': {'type': 'number', 'description': 'Offer amount, e.g. 42.5 (hourly) or 78000 (annual)'}}}
get_employer_score
An employer's Pay Transparency Score: the percentage of its active postings that state pay, computed weekly from its own public career board. Includes posting counts and advertised ranges by role. Scores cannot be bought.
Input schema 
{'type': 'object', 'required': ['employer'], 'properties': {'employer': {'type': 'string', 'description': "Employer name, e.g. 'Mount Sinai'"}}}
get_pay_range
Advertised pay range for a healthcare role in a US state, computed weekly from employers' own live job postings (never surveys). Returns hourly and salary ranges separately, sample sizes, city-level ranges where available, and honest labels when data is thin.
Input schema 
{'type': 'object', 'required': ['role', 'state'], 'properties': {'role': {'type': 'string', 'description': "Role, e.g. 'RN', 'BCBA', 'physical therapist', 'financial analyst'"}, 'state': {'type': 'string', 'description': 'Two-letter US state code, e.g. NY'}}}
list_employers
All employers Fair Session currently tracks and scores, with Transparency Scores, plus the identified-but-not-yet-ingested pipeline.
Input schema 
{'type': 'object', 'properties': {}}
History

Recent tool changes

Added
list_employers
Sept. 17, 2026, 12:40 p.m.
Added
get_employer_score
Sept. 17, 2026, 12:40 p.m.
Added
check_offer
Sept. 17, 2026, 12:40 p.m.
Added
get_pay_range
Sept. 17, 2026, 12:40 p.m.
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