io.github.TopTop-Oy/mdfi-connect
mdfi
Is the mdfi MCP server down? No. It answered initialize and tools/list in the probe of 2026-11-14.
Read PDFs, scans and Office files page by page, with quality flags and CSV table export.
alive probed 2026-11-15 · unchanged since 2026-11-14
3tools
714tokens in Claude Opus 5.5
0.4 %of Claude's 200k window
0.3×the median server
1.6 sto initialize
4 msto list tools
- Run it
- uvx mdfi-connect@0.1.1 (stdio, probed in a container with the network off)
- Host
- pypi.org
- Reports itself as
- mdfi 0.1.1
- Capabilities
- prompts, resources, tools
- Instructions
- none
- Of a 1M window
- <0.1 % of a 1M context window
- Count
- 714 tokens in Claude Opus 5.5, exact, measured 2026-11-14. With the Claude Code prefix mcp__…__ on each tool name: 750. The o200k_base estimate is 412. Counted again when the tool definitions change. Method.
- Repository
- https://github.com/TopTop-Oy/mdfi-connect
- Website
- https://mdfi.ai
- Registry
- active, updated 2026-11-13 · registry entry
Most expensive tools
The Claude column scales the o200k estimate of each tool by this server's ratio of exact to estimate, 1.73×.
| Tool | ≈ Claude tokens | o200k estimate | Share of this server |
|---|---|---|---|
| export_table | 343 | 198 | 48 % |
| read_pages | 232 | 134 | 33 % |
| read_document | 139 | 80 | 19 % |
Compare this server with others.
More servers
Other registry entries on pypi.org, the ones next to this name; all of them.
- SuperCollider io.github.Tok/supercollider-mcp · alive
- Research Repo Doctor io.github.Tom409114/rrdoctor · crashed on start
- Systemonomic — Work Domain Analysis & AI Task Suitability io.github.TonyC23/systemonomic-mcp · needs mcp<2
- io.github.TonyWang-hub/mcp-cn-commerce · alive
- TopoLift Negotiation io.github.TopoLift/topolift-mcp · needs mcp<2
- Model Council io.github.Totti0135/model-council · alive
- io.github.TradeSystemsNique/aidatataskrunner-mcp · needs mcp<2
- io.github.TradeSystemsNique/mt5-mcp-by-leo · crashed on start
Servers that mention connect.
- inference.sh ac.inference.sh/mcp · needs auth
- Aevia ai.aeviamodeler/aevia · needs auth
- Atlaso Memory ai.atlaso/mcp · needs auth
- Fibalo ai.b77/fibalo · needs auth
- BlueNexus Universal MCP ai.bluenexus/universal-mcp · needs auth
- ai.cobbles/cobbles · no DNS
- ConnectMachine ai.connectmachine/connectmachine · needs auth
- CustomDomain™ ai.customdomain/mcp · needs auth
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.