MCP Ecosystem
370
Unwrapped entities
386
Portfolio entities
96%
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 |
| @quartic/bokehjs Package | Package |
| @wwtelescope/engine-vuex Package | Package |
| acceptchanges Package | Package |
| alicebob Package | Package |
| altair Package | Package |
| altair_alx_alpha Package | Package |
| art Package | Package |
| arviz Package | Package |
| arviz Package | Package |
| ascii-art Package | Package |
| ascii2art Package | Package |
| astropy Package | Package |
| astropy Package | Package |
| beautier Package | Package |
| bokeh Package | Package |
| bokeh Package | Package |
| bokehjs Package | Package |
| cantera Package | Package |
| cantera Package | Package |
| celery-redbeat Package | Package |
| celery-redbeat Package | Package |
| celery-redbeat-meiqia Package | Package |
| celery-redbeat-sempr Package | Package |
| conda 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
16 / 306
5.2% wrapped
Repositories wrapped
0 / 80
0% wrapped
125
Wrapping servers
16
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.
125 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.