SERVER

jobd

Rank #2,142

io.github.musharna/jobd

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

48 versions

5 GitHub stars

by musharna (8 servers)View repository ↗

First listed

Jun 2, 2026

Last publish date

Sep 26, 2026

PURPOSE

What you can do with jobd

jobd is a Model Context Protocol (MCP) server published by musharna. It ranks #2,142 of 144,396 active servers on MCP Toplist, and its repository has 5 GitHub stars. jobd is listed across 3 registries — Official MCP, Glama and PulseMCP, with 48 tracked versions. It was first listed on Jun 2, 2026 and most recently updated on Sep 26, 2026.

Not verifiedMCP Toplist has not yet written a checked profile for this server, so the paragraph above is assembled from registry data only. The repository README is the authority on what it does.

CAPABILITIES AND LIMITATIONS

What jobd can and cannot do

Not verifiedMCP Toplist has not catalogued this server's tools or limitations. The repository README lists them.

REQUIREMENTS

What you need before using jobd

DeclaredNo credentialsNo credentials declared

The registry listing declares no required environment variables or authentication. This is declared metadata, not a verified install — the repository README is the authority.

Declared by Glama, last synced Oct 16, 2026. Not independently verified by MCP Toplist.

Declared in the registry install config

JOBD_URL · optional
JOBD_API_TOKEN · optional

INSTALLATION AND FIRST TASK

Connect jobd and confirm it works

Python package (PyPI)

claude mcp add jobd -e "JOBD_URL=<your JOBD_URL>" -e "JOBD_API_TOKEN=<your JOBD_API_TOKEN>" -- uvx --from "jobd[mcp]" jobd-mcp jobd

Replace each placeholder with your own value before saving.

Python package (PyPI)

[mcp_servers.jobd]
command = "uvx"
args = ["--from", "jobd[mcp]", "jobd-mcp", "jobd"]

[mcp_servers.jobd.env]
JOBD_URL = "<your JOBD_URL>"
JOBD_API_TOKEN = "<your JOBD_API_TOKEN>"

Add to ~/.codex/config.toml. Replace each placeholder with your own value before saving.

Python package (PyPI)

{
  "mcpServers": {
    "jobd": {
      "command": "uvx",
      "args": [
        "--from",
        "jobd[mcp]",
        "jobd-mcp",
        "jobd"
      ],
      "env": {
        "JOBD_URL": "<your JOBD_URL>",
        "JOBD_API_TOKEN": "<your JOBD_API_TOKEN>"
      }
    }
  }
}

Add to claude_desktop_config.json (Settings → Developer → Edit Config). Replace each placeholder with your own value before saving.

Python package (PyPI)

{
  "mcpServers": {
    "jobd": {
      "command": "uvx",
      "args": [
        "--from",
        "jobd[mcp]",
        "jobd-mcp",
        "jobd"
      ],
      "env": {
        "JOBD_URL": "<your JOBD_URL>",
        "JOBD_API_TOKEN": "<your JOBD_API_TOKEN>"
      }
    }
  }
}

Add to ~/.cursor/mcp.json (global) or .cursor/mcp.json (per project). Replace each placeholder with your own value before saving.

Python package (PyPI)

{
  "servers": {
    "jobd": {
      "type": "stdio",
      "command": "uvx",
      "args": [
        "--from",
        "jobd[mcp]",
        "jobd-mcp",
        "jobd"
      ],
      "env": {
        "JOBD_URL": "<your JOBD_URL>",
        "JOBD_API_TOKEN": "<your JOBD_API_TOKEN>"
      }
    }
  }
}

Save as .vscode/mcp.json in your workspace. Replace each placeholder with your own value before saving.

Python package (PyPI)

{
  "mcpServers": {
    "jobd": {
      "command": "uvx",
      "args": [
        "--from",
        "jobd[mcp]",
        "jobd-mcp",
        "jobd"
      ],
      "env": {
        "JOBD_URL": "<your JOBD_URL>",
        "JOBD_API_TOKEN": "<your JOBD_API_TOKEN>"
      }
    }
  }
}

Add to ~/.codeium/windsurf/mcp_config.json. Replace each placeholder with your own value before saving.

Python package (PyPI)

{
  "mcpServers": {
    "jobd": {
      "command": "uvx",
      "args": [
        "--from",
        "jobd[mcp]",
        "jobd-mcp",
        "jobd"
      ],
      "env": {
        "JOBD_URL": "<your JOBD_URL>",
        "JOBD_API_TOKEN": "<your JOBD_API_TOKEN>"
      }
    }
  }
}

Replace each placeholder with your own value before saving.

First successful task

After adding the config, ask your client to list this server's tools. A tool list confirms the connection; an empty list or an error means the server did not start or needs credentials.

ALTERNATIVES

When to choose another server

Other servers by musharna

View all musharna servers →

No task-specific alternatives are catalogued for jobdyet; the list above is its publisher's other servers.

MAINTENANCE AND EVIDENCE

What changed, and when this was checked

First listed: Jun 2, 2026
Latest version published: Sep 26, 2026
Version history: 48 versions tracked (below)
Requirements evidence: Declared by Glama, last synced Oct 16, 2026. Not independently verified by MCP Toplist.
Profile checked: Not yet — purpose, capabilities and requirements above come from registry data only
Ranking data as of: Oct 16, 2026

Registry sightings

Glama ↗listed since Jun 4, 2026 · still listed
PulseMCP ↗listed since Jun 10, 2026 · still listed
Official MCP ↗listed since Jul 1, 2026 · still listed

Do you maintain jobd? to correct or enrich this profile.

VERSIONS

Available versions (48)

Version	Published
0.5.51	Sep 26, 2026
0.5.50	Sep 26, 2026
0.5.49	Sep 24, 2026
0.5.48	Sep 23, 2026
0.5.47	Sep 23, 2026
0.5.46	Sep 19, 2026
0.5.45	Sep 19, 2026
0.5.44	Sep 3, 2026
0.5.43	Sep 2, 2026
0.5.42	Sep 1, 2026
0.5.41	Aug 31, 2026
0.5.40	Aug 30, 2026
0.5.39	Aug 30, 2026
0.5.38	Aug 7, 2026
0.5.37	Jul 28, 2026
0.5.36	Jul 28, 2026
0.5.35	Jul 26, 2026
0.5.34	Jul 25, 2026
0.5.33	Jul 25, 2026
0.5.32	Jul 25, 2026
0.5.31	Jul 16, 2026
0.5.30	Jul 16, 2026
0.5.29	Jul 16, 2026
0.5.28	Jul 16, 2026
0.5.27	Jul 16, 2026
0.5.26	Jul 15, 2026
0.5.25	Jul 14, 2026
0.5.24	Jul 14, 2026
0.5.23	Jul 14, 2026
0.5.22	Jul 14, 2026
0.5.21	Jul 14, 2026
0.5.20	Jul 14, 2026
0.5.19	Jul 13, 2026
0.5.18	Jul 13, 2026
0.5.17	Jul 13, 2026
0.5.16	Jul 13, 2026
0.5.15	Jul 12, 2026
0.5.14	Jul 12, 2026
0.5.13	Jul 12, 2026
0.5.12	Jul 10, 2026
0.5.11	Jul 5, 2026
0.5.10	Jul 3, 2026
0.5.9	Jul 3, 2026
0.5.7	Jul 1, 2026
0.5.6	Jun 30, 2026
0.5.5	Jun 11, 2026
0.5.4	Jun 7, 2026
0.5.3	Jun 7, 2026

STANDING

#2,142of 144,396 active serversTop 5%

Ranks ahead of 142,254 of 144,396 servers on MCP Toplist.

BADGE

Show your rank

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

Markdown

[![MCP Toplist](https://mcptoplist.com/badge/io.github.musharna%2Fjobd.svg)](https://mcptoplist.com/server/io.github.musharna%2Fjobd)

HTML

<a href="https://mcptoplist.com/server/io.github.musharna%2Fjobd"><img src="https://mcptoplist.com/badge/io.github.musharna%2Fjobd.svg" alt="MCP Toplist: Top 5% of 144,396" /></a>

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

FAQ

Frequently asked questions

Who maintains jobd?: jobd is maintained by musharna, which publishes 8 MCP servers (216 total versions) tracked on MCP Toplist.
Is jobd listed on the Official MCP Registry?: Yes — jobd is listed on the Official MCP Registry, alongside Glama and PulseMCP.
How many versions does jobd have?: MCP Toplist tracks 48 versions of jobd, most recently published on Sep 26, 2026.
Where can I find the source code for jobd?: The source code for jobd is hosted at github.com/musharna/jobd.

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