mcpcost

io.github.Keithhk/keith-apis-mcp

Keith APIs: web to Markdown, OG images, job & resume parsing, ratings

Is the Keith APIs MCP server down? No. It answered initialize and tools/list in the probe of 2026-10-27.

Web page to Markdown, link previews, OG images, job and resume parsing, Elo/Glicko-2 ratings

alive probed 2026-11-15 · unchanged since 2026-10-27

11tools
4.0ktokens in Claude Opus 5.5
2.0 %of Claude's 200k window
1.6×the median server
303 msto initialize
19 msto list tools
Run it
npx -y keith-apis-mcp@0.1.1 (stdio, probed in a container with the network off)
Host
npmjs.com
Reports itself as
keith-apis 0.1.1
Capabilities
tools
Instructions
none
Of a 1M window
0.4 % of a 1M context window
Count
4.0k tokens in Claude Opus 5.5, exact, measured 2026-10-27. With the Claude Code prefix mcp__…__ on each tool name: 4.1k. The o200k_base estimate is 2.2k. Counted again when the tool definitions change. Method.
Repository
https://github.com/Keithhk/keith-apis-mcp
Website
https://github.com/Keithhk/keith-apis-mcp#readme
Registry
active, updated 2026-10-26 · registry entry

Most expensive tools

The Claude column scales the o200k estimate of each tool by this server's ratio of exact to estimate, 1.77×.

Tool≈ Claude tokenso200k estimateShare of this server
rate_matches91151423 %
predict_match55131114 %
match_resume_to_job44024811 %
generate_og_image3491979 %
parse_job_postings_batch3471969 %

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Stops answering, comes back, tool set or cost changes. One confirmation mail first, a stop link in every mail.

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