mcpcost

io.github.vishnu-77/openreflex

OpenReflex

Is the OpenReflex MCP server down? No. It answered initialize and tools/list in the probe of 2026-10-31.

Optional diagnostics MCP server for OpenReflex's ambient project muscle memory.

alive probed 2026-11-14 · unchanged since 2026-10-31

14tools
5.6ktokens in Claude Opus 5.5
2.8 %of Claude's 200k window
2.2×the median server
2.2 sto initialize
7 msto list tools
Run it
uvx openreflex@0.10.1 (stdio, probed in a container with the network off)
Host
pypi.org
Reports itself as
openreflex 1.30.0
Capabilities
experimental, prompts, resources, tools
Instructions
584 characters
Of a 1M window
0.6 % of a 1M context window
Count
5.6k tokens in Claude Opus 5.5, exact, measured 2026-10-17. With the Claude Code prefix mcp__…__ on each tool name: 5.7k. The o200k_base estimate is 3.3k. Counted again when the tool definitions change. Method.
Repository
https://github.com/vishnu-77/openreflex
Website
https://openreflex.cc
Registry
active, updated 2026-10-27 · registry entry

Most expensive tools

The Claude column scales the o200k estimate of each tool by this server's ratio of exact to estimate, 1.69×.

Tool≈ Claude tokenso200k estimateShare of this server
get_execution_context76645414 %
record_outcome54032010 %
choose_path5093029 %
forget_experience4922929 %
search_experience4652768 %

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mcpcost: alive

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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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