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fairsession

not classified

Live healthcare pay data: advertised ranges by role/state/city, offer checks, transparency scores.

v1.0.0 · active · repository · website · descriptor JSON · versions

Not classified yet.The remote endpoints have not been probed successfully, or the listing has nothing to connect to.
Quality73needs work
Trust64of 100
Uptime, 30 days45%
Latency p50206 ms

Connect

8 clients · secrets stay placeholders
{
  "mcpServers": {
    "fairsession": {
      "type": "http",
      "url": "https://fairsession.com/mcp"
    }
  }
}
claude mcp add --transport http fairsession https://fairsession.com/mcp
[mcp_servers.fairsession]
url = "https://fairsession.com/mcp"
{
  "$schema": "https://opencode.ai/config.json",
  "mcp": {
    "fairsession": {
      "type": "remote",
      "url": "https://fairsession.com/mcp",
      "enabled": true
    }
  }
}
{
  "mcpServers": {
    "fairsession": {
      "type": "http",
      "url": "https://fairsession.com/mcp"
    }
  },
  "deeplink": "cursor://anysphere.cursor-deeplink/mcp/install?name=fairsession&config=eyJ0eXBlIjoiaHR0cCIsInVybCI6Imh0dHBzOi8vZmFpcnNlc3Npb24uY29tL21jcCJ9"
}
{
  "servers": {
    "fairsession": {
      "type": "http",
      "url": "https://fairsession.com/mcp"
    }
  }
}
{
  "mcpServers": {
    "fairsession": {
      "httpUrl": "https://fairsession.com/mcp"
    }
  }
}
extensions:
  "fairsession":
    enabled: true
    name: "fairsession"
    type: streamable_http
    uri: "https://fairsession.com/mcp"
    timeout: 300

Quality 73 / 100needs work

protocol75 · weight 25
  • warn
    protocol.modernnewest supported version is 2025-11-25; 2026-07-28 not supported, older versions are deprecated until 2027-07-28
  • n/a
    protocol.statelessonly applies to 2026-07-28 servers
  • pass
    protocol.transportstreamable HTTP
  • n/a
    protocol.list_ttlonly applies to 2026-07-28 servers
authorizationn/a · weight 15
  • n/a
    auth.prm, auth.as_metadata, auth.cimdno remote uses OAuth
  • n/a
    auth.secret_in_urlno templated URL
tool hygiene71 · weight 30
  • pass
    tools.descriptionsevery tool has a description
  • pass
    tools.description_lengthdescriptions are concise
  • pass
    tools.schemasevery tool has an object input schema
  • fail
    tools.annotationsno tool declares readOnlyHint or destructiveHint, so clients cannot tell safe calls from risky ones
  • fail
    tools.directory_hintsno tool declares all four of readOnlyHint, destructiveHint, idempotentHint and openWorldHint; missing: list_employers (readOnlyHint, destructiveHint, idempotentHint, openWorldHint); check_offer (readOnlyHint, destructiveHint, idempotentHint, openWorldHint); get_employer_score (readOnlyHint, destructiveHint, idempotentHint, openWorldHint); …
  • pass
    tools.token_costabout 435 tokens to load every tool
  • pass
    tools.api_dumptools are not a one-to-one API dump
stabilityn/a · weight 15
  • n/a
    stability.changes, stability.rug_pulltool history not recorded yet
dependenciesn/a · weight 15
  • n/a
    deps.known_vulns, deps.mcp_sdk_version, deps.resolvableno npm or PyPI package

4 tools, about 435 tokens to load them all · checked 2026-10-20 13:17 UTC

Tool changes

No tool definition changes recorded. A server's first observation is its baseline; later probes record what changes.

Checks run on what our credential-free, read-only probes observe; tools are never called and no code audit is performed. How it is computed.

Trust 64 / 100

unreachable
provenance90
liveness0
freshness85
hygiene100

+repository +namespace-matches-repo +website -unreachable(12 failures) ~updated-48d-ago

Derived from observable signals (official registry feed and our own credential-free probes); no code audit performed. How it is computed.

Endpoints

remoteauthreachableuptime 30dp50protocollast ok
https://fairsession.com/mcp streamable-httpnoneno (12 failures)45%206 ms2025-11-252026-09-22

Tools (4)

check_offerWhere 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.
get_employer_scoreAn 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.
get_pay_rangeAdvertised 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.
list_employersAll employers Fair Session currently tracks and scores, with Transparency Scores, plus the identified-but-not-yet-ingested pipeline.

Schemas: list_tools.

Also listed as

1 other active names share this repository: io.github.atlasbyauro/atlas-fda

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Official server.json
{
  "name": "io.github.atlasbyauro/fairsession",
  "$schema": "https://static.modelcontextprotocol.io/schemas/2025-09-29/server.schema.json",
  "remotes": [
    {
      "url": "https://fairsession.com/mcp",
      "type": "streamable-http"
    }
  ],
  "version": "1.0.0",
  "repository": {
    "url": "https://github.com/atlasbyauro/datafactory",
    "source": "github"
  },
  "websiteUrl": "https://fairsession.com",
  "description": "Live healthcare pay data: advertised ranges by role/state/city, offer checks, transparency scores."
}