MCP HeartbeatTHE MCP OBSERVATORY
Public workspace

Explore

Evidence for your next connection.

Independent measurements of remote MCP servers. Every observation has a timestamp.

Read-only probes

Publisher portfolio

musharna

Explore the MCP servers published by musharna, with independent connection checks, performance measurements, and setup instructions for each project.

Listed servers
8

Active projects in this portfolio. Deleted and deprecated registry rows are excluded.

Sampled servers
0

Active servers with a recorded connection probe

Latest probe connected
0

Latest stored probe connected. This is not a live guarantee.

Repositories
8

Distinct source repositories linked by the active listings

Portfolio overview

MCP servers

Compare connection status and measurements. Open a server for its tools, check results, and client configuration.

Dated server measurements. The status describes the last probe or a listed authentication requirement. Checks that have not been measured are not failures. Open a server to inspect the evidence.
Server / capabilityLast probeMedian latencyChecks passedLast checked
breedsim-mcp

Breeding-scheme simulation via AlphaSimR. Needs R, AlphaSimR and libtirpc-dev on the host.

Developer ToolsCode & DevOps

Not measuredNot measured4 / 6Not checked yet
Data Aggregator

Find & fetch research datasets across 21 archives, omics registries, and literature sources.

Developer ToolsCode & DevOps

Not measuredNot measured4 / 6Not checked yet
jobd

Self-hostable GPU-aware job broker: submit, route by VRAM, babysit jobs across machines via MCP.

Developer ToolsCode & DevOps

Not measuredNot measured4 / 6Not checked yet
ldraw-mcp

Render LDraw/LEGO models to images with real part geometry via headless Blender + ImportLDraw

MediaBrowser & web scraping

Not measuredNot measured4 / 6Not checked yet
phylokit-mcp

Phylogenetic inference via IQ-TREE 3 — never returns a topology without its support

Developer ToolsCode & DevOps

Not measuredNot measured4 / 6Not checked yet
Plant Genomics

Plant genomics MCP — 58 tools across 24 backends with cross-source synthesis.

HealthcareCode & DevOps

Not measuredNot measured4 / 6Not checked yet
plantcv-mcp

Plant phenotyping via PlantCV — returns traits plus the segmentation overlay they came from

Developer ToolsCode & DevOps

Not measuredNot measured4 / 6Not checked yet
tmodloader-mcp

Drive a running tModLoader (Terraria) instance from an agent: launch, query, screenshot, read state.

Developer ToolsCode & DevOps

Not measuredNot measured4 / 6Not checked yet

Company & identity

About musharna

musharna publishes MCP servers under the io.github.musharna namespace. This namespace is associated with a GitHub login in the MCP Registry.

Namespace verification connects the publisher to its registry identity. It does not certify the security of individual servers.

Source repositories