MCP Ecosystem
643
Unwrapped entities
661
Portfolio entities
97%
Gap rate
These portfolio repositories and packages are not wrapped by any MCP server with confidence ≥ 0.5. Funding these entities may close meaningful MCP-ecosystem gaps. Open-source packages lead the list, followed by repositories.
| Entity | |
|---|---|
| @bokeh/bokehjs Package | Package |
| @domoritz/apache-arrow Package | Package |
| @plotly/dash-component-plugins Package | Package |
| @plotly/webpack-dash-dynamic-import Package | Package |
| @quartic/bokehjs Package | Package |
| acceptchanges Package | Package |
| alicebob Package | Package |
| amazon-boto Package | Package |
| apache.arrow Package | Package |
| apache.arrow.compression Package | Package |
| apache.arrow.flight Package | Package |
| apache.arrow.flight.aspnetcore Package | Package |
| apache.arrow.flight.sql Package | Package |
| arrow Package | Package |
| arrow Package | Package |
| arrow-c-glib Package | Package |
| arrow-cpp Package | Package |
| arrow-cpp-proc Package | Package |
| arrow-light-deps Package | Package |
| arrow-slim-deps Package | Package |
| art Package | Package |
| arviz Package | Package |
| arviz Package | Package |
| ascii-art Package | Package |
| ascii2art Package | Package |
Supporting context
Who is doing the wrapping, how discoverable they are, and how much of the portfolio they reach.
Coverage
Coverage is near-zero by design — almost every portfolio entity is still an MCP gap.
Packages wrapped
18 / 404
4.5% wrapped
Repositories wrapped
0 / 257
0% wrapped
130
Wrapping servers
18
Entities wrapped
Top wrappers per entity
Portfolio entities with the most MCP wrappers, and the servers that wrap them.
Registry-reach distribution
How discoverable the wrapping servers are across the six tracked MCP registries.
130 wrapping servers across 3 reach levels. Higher reach = the server is listed in more of the six tracked MCP registries.
Most-wrapping servers
Servers wrapping the most distinct portfolio entities.