Eobify MCP server

• Registry namecom.eobify/siteverified in the MCP registry

The registry name sits under eobify.com. The registry only lets a publisher use that namespace after proving control of the domain through DNS or HTTP.

• Stateanswerschecked 2026-10-19
• Tools7
• Server calls itselfEobify (eobify.com)
• Server version1.0.0
• Protocol version2025-06-18

On 2026-10-19 the server answered initialize and tools/list without a sign-in. First answer in 674 ms.

• Its tools do none of the product's use cases we checked: work out timed units under the 8 minute rule; reconcile each claim against its explanation of benefits; track denials and appeals against each claim.

Said by rules from the measurements above. The likely first call is a model's pick from the tool list; read its description before relying on it.

• INITE MCP score63 of 100answers 98 · does the job 0 · definitions 71 · context 100
• What an agent can do with it0 of 3 use cases
• Answered100% of days8 of 8 daily checks
• Median first answer1158 ms
• Space in an agent's context≈ 673 tokensthe definitions of all its tools (7), which an agent carries on every turn
• Tool definitionsC · 71 of 100
• Typed results0 of 7 toolsdeclared outputSchema: results come typed, read once

• Parameters without a description: in 5 of 7
• Not saying whether it only reads or can destroy: 7 of 7

A program checks the server once a day: initialize and tools/list, no model. Tokens are the definitions' length at about four characters a token. The grade averages six checks of every tool's name, description, schema and annotations; it says how well the tools are described, not whether they work. The score weighs what was measured and nothing else: answering (30%), doing the product's job (25%), definitions (20%), context (10%) and use (15%). A part that was not measured is left out, and a hidden instruction caps the score at 40. The state of vendors' MCP servers: method and numbers →

• dataset_columns

  The columns, which of them are numeric, the row count and the provenance banner of the Eobify dataset. Call this first to learn the schema.

• dataset_search

  Rows of the Eobify dataset whose cells contain the query (case-insensitive), up to 50.

• dataset_row

  The rows of the Eobify dataset where a column equals a value exactly (case-insensitive).

• dataset_compare

  The rows of the Eobify dataset whose column is any of the given values, in the order given — for "X vs Y" questions.

• dataset_stats

  count, min, max, mean, median and sum of a numeric column of the Eobify dataset (grouping commas and currency are handled; non-numeric rows are excluded and counted).

• dataset_top

  The highest (or lowest) rows of the Eobify dataset by a numeric column — "which is the most/least X".

• dataset_provenance

  The source, the date it was computed, the licence and the citation for the Eobify dataset. Read this to attribute a figure correctly.