SERVER

InferMap

Rank #8,555

io.github.benseverndev-oss/infermap

Map messy columns to a known schema — 7 scorers, domain dictionaries, F1 0.84. Zero config.

First listed
Mar 29, 2026
Last publish date
Aug 16, 2026
OVERVIEW

InferMap is a Model Context Protocol (MCP) server published by benzsevern. It ranks #8,555 of 115,591 servers tracked on MCP Toplist. InferMap is listed across 2 registries — Official MCP and PulseMCP, with 9 tracked versions. It was first listed on Mar 29, 2026 and most recently updated on Aug 16, 2026.

STANDING
#8,555of 115,591 tracked serversTop 10%

Ranks ahead of 107,036 of 115,591 servers on MCP Toplist.

CONNECT

Use InferMap

No setupRuns out of the box

No credentials or required configuration declared — add it to your MCP client and go.

Remote · HTTP
claude mcp add --transport http infermap https://infermap-mcp-production.up.railway.app/mcp/
Python package (PyPI)
claude mcp add infermap -- uvx infermap
BADGE

Show your rank

Maintain this server? Add the live rank badge to your README — it updates automatically as the leaderboard changes.

MCP Toplist: Top 10% of 115,591
Markdown
[![MCP Toplist](https://mcptoplist.com/badge/io.github.benseverndev-oss%2Finfermap.svg)](https://mcptoplist.com/server/io.github.benseverndev-oss%2Finfermap)
HTML
<a href="https://mcptoplist.com/server/io.github.benseverndev-oss%2Finfermap"><img src="https://mcptoplist.com/badge/io.github.benseverndev-oss%2Finfermap.svg" alt="MCP Toplist: Top 10% of 115,591" /></a>

Variants: append ?metric=score or ?metric=stars to the image URL.

REGISTRIES

Listed on 1 registry (1 delisted)

PulseMCPDelisted · last seen Jun 4, 2026
ORGANIZATION

benzsevern

Organization
Servers in org
7
Versions across org
63
MORE FROM THIS PUBLISHER

Other servers by benzsevern

View all benzsevern servers →
VERSIONS

Available versions (9)

0.3.1 · Apr 10, 20260.3.1-1 · Apr 10, 20260.3.2 · Apr 10, 20260.3.3 · Apr 10, 20260.3.4 · Apr 10, 20260.3.5 · Apr 12, 20260.4.0 · May 11, 20260.5.0 · Jun 1, 20260.7.0 · Aug 16, 2026Apr 10, 2026Aug 16, 2026
VersionPublished
0.7.0Aug 16, 2026
0.5.0Jun 1, 2026
0.4.0May 11, 2026
0.3.5Apr 12, 2026
0.3.4Apr 10, 2026
0.3.3Apr 10, 2026
0.3.2Apr 10, 2026
0.3.1-1Apr 10, 2026
0.3.1Apr 10, 2026
FAQ

Frequently asked questions

Who maintains InferMap?
InferMap is maintained by benzsevern, which publishes 7 MCP servers (63 total versions) tracked on MCP Toplist.
Is InferMap listed on the Official MCP Registry?
Yes — InferMap is listed on the Official MCP Registry, alongside PulseMCP.
How many versions does InferMap have?
MCP Toplist tracks 9 versions of InferMap, most recently published on Aug 16, 2026.
Where can I find the source code for InferMap?
The source code for InferMap is hosted at github.com/benzsevern/infermap.git.
EXPLORE