mcpcost

io.github.YakupEmreYerli/mcp-firefly-iii

Firefly MCP Server

Security-first, self-hosted MCP server for Firefly III — 152 operations behind 5 scoped tools.

alive probed 2026-10-15

5tools
3.6ktokens in Claude Opus 5.5
3.7ktokens in Claude Code
1.8 %of a 200k context window
2.2ko200k_base estimate
501 msto initialize
12 msto list tools
Run it
npx -y @yakupemreyerli/firefly-mcp@1.1.2 (stdio, probed in a container with the network off)
Host
npmjs.com
Reports itself as
Firefly MCP Server 1.1.2
Capabilities
tools
Instructions
none
Claude count
Claude Opus 5.5, measured 2026-10-15. Counted again when the tool definitions change. Method.
Repository
https://github.com/YakupEmreYerli/mcp-firefly-iii
Registry
active, updated 2026-08-30 · registry entry
Reachable
1 of the last 1 probe

Most expensive tools

ToolTokens (o200k)Share of this server
firefly_query87040 %
firefly_mutate51023 %
firefly_destructive48922 %
firefly_get_schema1698 %
firefly_list_operations1447 %

Badge and feed

mcpcost: alive

[![mcpcost](https://mcpcost.ulehla.dev/badge/io.github.YakupEmreYerli/mcp-firefly-iii.svg)](https://mcpcost.ulehla.dev/s/io.github.YakupEmreYerli/mcp-firefly-iii)

An entry for every probe that changed the result, the tool count or the token cost: Atom feed. Add it to a feed reader or a Slack RSS app to hear when the server stops answering or its tool set grows.