io.github.jgravelle/jcodemunch-mcp
jCodeMunch MCP
Is the jCodeMunch MCP server down? No. It answered initialize and tools/list in the probe of 2026-11-14.
Gives AI agents the function they asked for, not the file. Commercial use needs a license.
alive probed 2026-11-14
- Run it
- uvx jcodemunch-mcp@1.108.444 (stdio, probed in a container with the network off)
- Host
- pypi.org
- Reports itself as
- jcodemunch-mcp 1.108.444
- Capabilities
- experimental, prompts, resources, tools
- Instructions
- 901 characters
- Of a 1M window
- 0.2 % of a 1M context window
- Count
- 1.6k tokens in Claude Opus 5.5, exact, measured 2026-10-26. With the Claude Code prefix mcp__…__ on each tool name: 1.7k. The o200k_base estimate is 923. Counted again when the tool definitions change. Method.
- Repository
- https://github.com/jgravelle/jcodemunch-mcp
- Website
- https://jcodemunch.com
- Registry
- active, updated 2026-11-13 · registry entry
- Changes
- 2 recorded, reachable in 2 of them. A row is added when the result, the tool count or the cost changes.
Most expensive tools
The Claude column scales the o200k estimate of each tool by this server's ratio of exact to estimate, 1.70×.
| Tool | ≈ Claude tokens | o200k estimate | Share of this server |
|---|---|---|---|
| order | 386 | 227 | 25 % |
| route | 314 | 185 | 20 % |
| jcodemunch_guide | 246 | 145 | 16 % |
| announce_model | 243 | 143 | 15 % |
| set_tool_tier | 201 | 118 | 13 % |
Compare this server with others.
More servers
Other registry entries on pypi.org, the ones next to this name; all of them.
- io.github.jeremdecustovox/custovox-visual · timeout
- Heartwood Memory — governed memory for AI agents io.github.jermayne36/heartwood-memory · crashed on start
- io.github.jgalea/telegram-mcp · crashed on start
- Agentline io.github.jgottlieb84/agentline-mcp · needs mcp<2
- jDataMunch MCP io.github.jgravelle/jdatamunch-mcp · alive
- jDocmunch MCP io.github.jgravelle/jdocmunch-mcp · alive
- io.github.jgravelle/jmunch-mcp · needs args
- geo-score io.github.jianruntech/geo-score · alive
Servers that mention commercial or function.
- ai.painspotter/painspotter · error
- ADHD in Teens ai.teenadhd/library · alive
- Titleman ai.titleman/commercial-real-estate-property-valuation · needs auth
- RoboHub Robot Catalog app.robohub/robohub · alive
- ai.smithery/pinion05-supabase-mcp-lite · not found
- Agent SVG Registry app.vercel.agent-svg-registry/mcp · not found
- app.vercel.triageshield/triageshield · alive
- ai.smithery/smithery-ai-github · not found
History
We add a row when the result changes. A server with no change keeps its last row.
| Probed | Result | Init | Tools | Claude | o200k |
|---|---|---|---|---|---|
| 2026-10-26 07:02 | alive | 3.7 s | 6 | 1.6k | 923 |
| 2026-10-19 06:52 | alive | 4.1 s | 6 | 923 |
Badge for the README
The result of the latest probe, the tool count and the token cost. The feed has an entry for every probe that changed them.
A mail when this server changes
Stops answering, comes back, tool set or cost changes. One confirmation mail first, a stop link in every mail.
For the publisher
- The server answers initialize and tools/list. Nothing to fix.