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Project Gumball MCP server

Which MCP servers are Project Gumball's own, from the official registry and from asking its own domain, whether they answer, and what they offer. A program checked each of these, nobody copied them from a product page.

read 2026-10-20

← Back to Project Gumball

Whose server it is
  • Registry namecom.gumballtools/amortizeverified in the MCP registry

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

When we asked itchecked 2026-10-20
  • Stateanswerschecked 2026-10-20
  • Tools1
  • Server calls itselfamortize
  • Server version0.1.0
  • Protocol version2025-06-18

On 2026-10-20 the server answered initialize and tools/list without a sign-in. First answer in 890 ms.

Should an agent connect itNot proven either way yet
  • Whether its tools do the product's job has not been judged yet.

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.

Measured dailydaily checks: 7, the first on 2026-10-20
  • INITE MCP score100 of 100answers 100 · definitions 100 · context 100 · connects 100
  • Answered100% of days7 of 7 daily checks
  • Median first answer827 ms
  • Space in an agent's context≈ 1,372 tokensthe definitions of all its tools (1), which an agent carries on every turn
  • Tool definitionsA · 100 of 100
  • Typed results0 of 1 toolsdeclared outputSchema: results come typed, read once
  • Every tool passes all six checks.

What an agent can do with it

  • not sure · Check whether a regex can hang on backtracking
  • cannot · Convert times across zones and flag nonexistent local times

Each of the product's use cases, put to Jev against this server's tool list: can an agent do it with these tools?

Worth a look

None of the five warning signs in these definitions.

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 (25%), doing the product's job (25%), definitions (20%), context (10%), use (10%) and how readily a client connects (10%). 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 →

Tools it offers1 tools · read 2026-10-20
  • amortize

    Builds the full row-by-row amortization schedule for a loan — interest, principal, PMI, and running balance for every payment — instead of just the monthly payment amount. Use this whenever a row-by-row schedule matters: "what is my…

How to connect

Add the server to your MCP client config. Claude Desktop, Cursor and most other clients read this shape:

{
  "mcpServers": {
    "amortize": {
      "type": "http",
      "url": "https://amortize.gumballtools.com/api/mcp"
    }
  }
}

Add it

Claude Code, in a terminal

claude mcp add --transport http gumballtools https://amortize.gumballtools.com/api/mcp

Add to CursorAdd to VS Code

claude.ai, ChatGPT and other clients: add https://amortize.gumballtools.com/api/mcp as a custom connector in the settings.

Other servers listed as Project Gumball's
  • com.gumballtools/body-metricsanswers, 1 toolsverified in the MCP registry
  • com.gumballtools/check-digitanswers, 1 toolsverified in the MCP registry
  • com.gumballtools/color-companionnot asked yetverified in the MCP registry
  • com.gumballtools/due-datenot asked yetverified in the MCP registry
  • com.gumballtools/equation-stepsnot asked yetverified in the MCP registry
  • com.gumballtools/iso-weeknot asked yetverified in the MCP registry
  • com.gumballtools/json-to-typesnot asked yetverified in the MCP registry
  • com.gumballtools/payload-validatornot asked yetverified in the MCP registry
  • com.gumballtools/penny-roundingnot asked yetverified in the MCP registry
  • com.gumballtools/platformnot asked yetverified in the MCP registry
  • com.gumballtools/regex-explainernot asked yetverified in the MCP registry
  • com.gumballtools/sports-rulesnot asked yetverified in the MCP registry
  • com.gumballtools/timezone-truthnot asked yetverified in the MCP registry
  • com.gumballtools/words-in-contextnot asked yetverified in the MCP registry

OpenAPI spec

1 paths, read 2026-10-20. Open the spec ↗

Each line is something a program found when it went looking: the registry entry, the server's own answer, a spec that parses. A missing line means we did not find it, not that it does not exist.