io.github.akshaysharma1088/dataranger
DataRanger
Is the DataRanger MCP server down? No. It answered initialize and tools/list in the probe of 2026-11-15.
Read-only data patrol for AI agents: find broken partitions, prove fixes, escalate the rest.
alive probed 2026-11-15
6tools
8.7ktokens in Claude Opus 5.5
4.3 %of Claude's 200k window
3.5×the median server
1.9 sto initialize
8 msto list tools
- Run it
- uvx dataranger@0.5.3 (stdio, probed in a container with the network off)
- Host
- pypi.org
- Reports itself as
- dataranger
- Capabilities
- prompts, resources, tools
- Instructions
- 553 characters
- Of a 1M window
- 0.9 % of a 1M context window
- Count
- 8.7k tokens in Claude Opus 5.5, exact, measured 2026-11-13. With the Claude Code prefix mcp__…__ on each tool name: 8.7k. The o200k_base estimate is 5.4k. Counted again when the tool definitions change. Method.
- Repository
- https://github.com/akshaysharma1088/dataranger
- Website
- https://github.com/akshaysharma1088/dataranger
- Registry
- active, updated 2026-11-15 · registry entry
Most expensive tools
The Claude column scales the o200k estimate of each tool by this server's ratio of exact to estimate, 1.61×.
| Tool | ≈ Claude tokens | o200k estimate | Share of this server |
|---|---|---|---|
| patrol_dbt | 2 300 | 1 430 | 27 % |
| patrol_snowflake | 1 945 | 1 209 | 22 % |
| patrol_files | 1 670 | 1 038 | 19 % |
| patrol_duckdb | 1 629 | 1 013 | 19 % |
| get_incident | 590 | 367 | 7 % |
Compare this server with others.
More servers
Other registry entries on pypi.org, the ones next to this name; all of them.
- keelyard io.github.akobirjontulqinovfuture/keelyard · alive
- CiteNexus io.github.akougkas/cite-nexus-mcp · alive
- ZulipChat MCP Server io.github.akougkas/zulipchat · crashed on start
- Kylas CRM io.github.akshaykylas94/kylas-crm · alive
- pipeverify io.github.akshaysharma1088/pipeverify · alive
- io.github.aktonay/snapdec · crashed on start
- io.github.alanzha2/observe-instrument-mcp · needs mcp<2
- io.github.albertbolanoss/labs_mcp · not found
Servers that mention partitions or escalate.
- HANRIA agent mandate check ai.hanria/agent-mandate-check · alive
- ai.hanria/check · alive
- ai.spelunking/hub · alive
- StructureClerk ca.structureclerk/mcp · alive
- Hunter-Seeker io.hunter-seeker/hunter-seeker · not found
- Invisible Doors — hidden doors & glass partitions ru.invisible-doors/doors-partitions · alive
- io.github.intended-so/intended · alive
- io.github.corpussanctum/atlas-mcp · alive
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.