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ML Engineering logo
Health: ActiveRecent health check succeeded.Last checked 9/22/2026, 8:46:14 PM

ML Engineering

User RatingsBe the first to rate and review this MCP server! Enrichment pendingWe haven’t run our AI enrichment pass on this listing yet, so the overview, use cases, and FAQ below may be sparse or missing. We work through the catalog over time β€” check back soon.
View Repository2 GitHub StarsTotal stargazers on GitHub for the source repository (2 stars).Visit Website

AI/ML engineering MCP server for Neo β€” submit tasks, track execution, and retrieve outputs.

Quick Install

Automated & IDE Setup

Copy the AI prompt to install this server into Claude Code, Cursor, or another agent β€” or use 1-click editor setup below.

Add to CursorAdd to VS Code
Not yet automatically verified

We haven't yet run this listing's install command through our automated sandbox check. This isn't a red flag β€” we're steadily working through the catalog.

Manual Client & Custom JSON ConfigExpand JSON β–Ύ

Client Config & Setup

Choose your client or environment
Target File:~/Library/Application Support/Claude/claude_desktop_config.json
claude_desktop_config.json
{
  "mcpServers": {
    "neo-ai-ml-engineering": {
      "command": "uvx",
      "args": [
        "neo-mcp"
      ]
    }
  }
}

πŸ’‘ Paste the JSON block into your client's configuration file under mcpServers, then restart the application.

Install Tool Schemas (12) Directory Badge Claim listing AlternativesπŸ’» More in Developer Tools

Capabilities & Tool Schemas (12) ~243 tokensApproximate context cost of this server’s tool schemas (~4 chars/token), before any tool is called. Actual usage depends on your client and model.Self-reported Self-reportedParsed from the repository README, not verified against a live server β€” may be incomplete or out of date.

Inspect callable tools, capabilities, and parameters exposed to AI agents by ML Engineering.

neo_submit_task

Submit a task to Neo. Returns `thread_id` immediately.

neo_list_tasks

List all running and recent tasks β€” useful after reopening your editor.

neo_task_status

Check status: `RUNNING` / `COMPLETED` / `WAITING_FOR_FEEDBACK` / `PAUSED` / `TERMINATED`.

neo_get_messages

Read full task output once status is `COMPLETED`. Capped at ~20 000 tokens.

neo_send_feedback

Reply to Neo when it asks a clarifying question (`WAITING_FOR_FEEDBACK`).

neo_pause_task

Pause a running task. Can be resumed.

Documentation Overview

Neo MCP

Connect your AI editor to Neo's remote execution backend. Describe an AI/ML task in plain language β€” Neo trains the model, builds the pipeline, or runs the workload on its backend, then writes all output files directly to your local machine.

Works with Claude Code, Cursor, Windsurf, VS Code (GitHub Copilot), Zed, Continue.dev, and OpenAI Codex CLI.

Get your API key at heyneo.com/dashboard β†’ Settings β†’ API Keys.


How it works

Code
Your editor  ──MCP──▢  neo-mcp server  ──API──▢  Neo backend
                            β”‚                          β”‚
                            └──────────────────▢  Local daemon
                                                  (writes files,
                                                   runs scripts)
  1. You describe a task: "Train a fraud detection model on data.csv"
  2. The editor calls neo_submit_task via MCP
  3. Neo's backend processes the task and sends commands to the local daemon
  4. The daemon runs on your machine β€” writing files, running scripts, installing packages
  5. Output files appear directly in your workspace

Files are always written to your machine, never stored remotely.

Neo can also hold your third-party API keys (GitHub, HuggingFace, Anthropic, OpenRouter, OpenAI, AWS S3, Weights & Biases, Kaggle) locally so it can use them in tasks without re-prompting β€” keys stay on your machine, never sent to Neo's backend. Full guide: docs/INTEGRATIONS.md.


Install

Pick pip (Python 3.11+) or npm (Node.js 18+) β€” both work identically from the editor's perspective.

pip

Terminal
pip install neo-mcp

Use pipx install neo-mcp to avoid virtualenv conflicts.

npm

Terminal
npm install -g neo-mcp

Install Node.js 18+ if needed: curl -fsSL https://deb.nodesource.com/setup_20.x | bash - && apt-get install -y nodejs


Connect to your editor

Replace sk-v1-YOUR_KEY with your actual API key. Pick the pip or npm command based on which you installed.

Claude Code

pip:

Terminal
claude mcp add --scope user neo \
  -e NEO_SECRET_KEY=sk-v1-YOUR_KEY \
  -- neo-mcp

npm:

Terminal
claude mcp add --scope user neo \
  -e NEO_SECRET_KEY=sk-v1-YOUR_KEY \
  -- neo-mcp-daemon --mcp

Open a new Claude Code session after running β€” tools load at session start, not mid-session.


Cursor

Open the config:

  • GUI: Ctrl+Shift+J (Windows/Linux) or Cmd+Shift+J (Mac) β†’ Tools & MCP β†’ New MCP Server
  • Or edit the file directly: ~/.cursor/mcp.json

pip:

config.json
{
  "mcpServers": {
    "neo": {
      "command": "neo-mcp",
      "env": { "NEO_SECRET_KEY": "sk-v1-YOUR_KEY" }
    }
  }
}

npm:

config.json
{
  "mcpServers": {
    "neo": {
      "command": "neo-mcp-daemon",
      "args": ["--mcp"],
      "env": { "NEO_SECRET_KEY": "sk-v1-YOUR_KEY" }
    }
  }
}

Restart Cursor after editing the file directly. Changes via the GUI apply immediately.


Windsurf

Open the config:

  • GUI: Ctrl+, (Windows/Linux) or Cmd+, (Mac) β†’ Cascade β†’ Plugins (MCP servers) β†’ Manage Plugins β†’ View raw config
  • Or edit the file directly: ~/.codeium/windsurf/mcp_config.json

pip:

config.json
{
  "mcpServers": {
    "neo": {
      "command": "neo-mcp",
      "env": { "NEO_SECRET_KEY": "sk-v1-YOUR_KEY" }
    }
  }
}

npm:

config.json
{
  "mcpServers": {
    "neo": {
      "command": "neo-mcp-daemon",
      "args": ["--mcp"],
      "env": { "NEO_SECRET_KEY": "sk-v1-YOUR_KEY" }
    }
  }
}

Changes apply on save β€” no restart needed.


VS Code (GitHub Copilot)

Requires VS Code 1.99+.

Open the config:

  • Command Palette: Ctrl+Shift+P (Windows/Linux) or Cmd+Shift+P (Mac) β†’ "Chat: Open Chat Customizations"
  • Or edit the file directly: .vscode/mcp.json in your workspace root (create if it doesn't exist)

pip:

config.json
{
  "servers": {
    "neo": {
      "type": "stdio",
      "command": "neo-mcp",
      "env": { "NEO_SECRET_KEY": "sk-v1-YOUR_KEY" }
    }
  }
}

npm:

config.json
{
  "servers": {
    "neo": {
      "type": "stdio",
      "command": "neo-mcp-daemon",
      "args": ["--mcp"],
      "env": { "NEO_SECRET_KEY": "sk-v1-YOUR_KEY" }
    }
  }
}

MCP tools only work in Copilot Agent mode β€” switch to Agent mode in the chat panel.


Zed

Open the config:

  • Ctrl+Alt+, (Windows/Linux) or Cmd+Alt+, (Mac) β€” opens settings.json directly
  • Or: Command Palette β†’ "zed: open settings"

Add inside ~/.config/zed/settings.json:

pip:

config.json
{
  "context_servers": {
    "neo": {
      "source": "custom",
      "command": {
        "path": "neo-mcp",
        "args": [],
        "env": { "NEO_SECRET_KEY": "sk-v1-YOUR_KEY" }
      }
    }
  }
}

npm:

config.json
{
  "context_servers": {
    "neo": {
      "source": "custom",
      "command": {
        "path": "neo-mcp-daemon",
        "args": ["--mcp"],
        "env": { "NEO_SECRET_KEY": "sk-v1-YOUR_KEY" }
      }
    }
  }
}

Changes apply on save β€” no restart needed.


Continue.dev

Open the config:

  • Ctrl+L (VS Code) or Ctrl+J (JetBrains) to open the sidebar β†’ click Agent selector above the chat input β†’ click the gear icon
  • Or edit the file directly: ~/.continue/config.yaml

pip:

yaml
mcpServers:
  - name: neo
    command: neo-mcp
    env:
      NEO_SECRET_KEY: sk-v1-YOUR_KEY

npm:

yaml
mcpServers:
  - name: neo
    command: neo-mcp-daemon
    args:
      - --mcp
    env:
      NEO_SECRET_KEY: sk-v1-YOUR_KEY

MCP tools only work in Agent mode β€” switch to Agent in the mode selector.


OpenAI Codex CLI

Open the config:

  • Run codex mcp to manage servers interactively via CLI
  • Or edit the file directly: ~/.codex/config.json

pip:

config.json
{
  "mcpServers": {
    "neo": {
      "command": "neo-mcp",
      "env": { "NEO_SECRET_KEY": "sk-v1-YOUR_KEY" }
    }
  }
}

npm:

config.json
{
  "mcpServers": {
    "neo": {
      "command": "neo-mcp-daemon",
      "args": ["--mcp"],
      "env": { "NEO_SECRET_KEY": "sk-v1-YOUR_KEY" }
    }
  }
}

Verify the connection

Claude Code:

Terminal
claude mcp list

You should see neo with a green checkmark. Then open a new session and ask:

"What Neo tools do you have available?"

The assistant should list neo_submit_task, neo_task_status, neo_get_messages, and more.


Tools

ToolDescription
neo_submit_taskSubmit a task to Neo. Returns thread_id immediately.
neo_list_tasksList all running and recent tasks β€” useful after reopening your editor.
neo_task_statusCheck status: RUNNING / COMPLETED / WAITING_FOR_FEEDBACK / PAUSED / TERMINATED.
neo_get_messagesRead full task output once status is COMPLETED. Capped at ~20 000 tokens.
neo_send_feedbackReply to Neo when it asks a clarifying question (WAITING_FOR_FEEDBACK).
neo_pause_taskPause a running task. Can be resumed.
neo_resume_taskResume a paused task.
neo_stop_taskPermanently stop and clean up a task.
neo_list_integrationsList stored third-party API keys (names only β€” never the value).
neo_add_integrationRegister a credential (GitHub, HuggingFace, Anthropic, OpenRouter, OpenAI, AWS S3, Weights & Biases, Kaggle) so Neo tasks can use it as an env var.
neo_test_integrationCall the provider's API to confirm a stored key is still valid.
neo_remove_integrationDelete a stored key from this machine.

Integration tools store credentials locally β€” file mode 0o600 under ~/.neo/integrations/ (or native tool files like ~/.aws/credentials, ~/.netrc, ~/.kaggle/kaggle.json), or your OS keyring if NEO_INTEGRATIONS_BACKEND=keyring. Keys never leave your machine. Full guide: docs/INTEGRATIONS.md.


Workflow

Standard (tasks over a few minutes):

Code
neo_submit_task  β†’  returns thread_id
      ↓
neo_task_status  β†’  poll until COMPLETED or WAITING_FOR_FEEDBACK
      ↓
neo_get_messages β†’  read full output

Quick task: Pass wait_for_completion: true to neo_submit_task β€” it blocks until done and returns output directly. No polling needed.

Mid-task question: When status is WAITING_FOR_FEEDBACK, call neo_send_feedback with your reply. Neo resumes automatically.

Reconnecting after closing your editor:

Code
neo_list_tasks   β†’  all tasks with live status + thread IDs
neo_task_status  β†’  check the specific task you care about
neo_get_messages β†’  read output of any COMPLETED task

Diagnostics (pip)

bash
neo-mcp status      # daemon and key status
neo-mcp doctor      # full health check β€” identifies common issues
neo-mcp list        # list known threads
neo-mcp logs --source neo-mcp --lines 100   # MCP server logs
neo-mcp logs --source daemon --lines 100    # daemon logs

# JSON output
neo-mcp status --json
neo-mcp doctor --json

Claude Code logs:

Terminal
claude mcp logs neo

Environment variables

VariableRequiredDescription
NEO_SECRET_KEYYesAPI key (sk-v1-...) from heyneo.com/dashboard β†’ Settings β†’ API Keys
NEO_DEPLOYMENT_IDNoPin a specific daemon UUID (auto-generated by default)
NEO_WORKSPACE_DIRNoOverride workspace directory (useful in Docker or CI)
NEO_READ_ONLYNotrue = expose only status/message tools β€” disables submit, stop, and pause

Troubleshooting

Read the full README β†’View source on GitHub β†’

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Adoption & maintenance

Factual signals from GitHub, npm, and our automated checks β€” not a rating.

GitHub stars
2
Stargazers on the source repository.
Last commit
9d ago
Most recent push to the default branch.
Tools exposed
12
Callable tools this server registers over MCP.
Directory activity
1 views
Config copies, upvotes, and views on AllMCPs.

Reviews

No reviews yet β€” be the first to share how this listing worked for you.

Frequently Asked Questions about ML Engineering

Add the following block to your claude_desktop_config.json under mcpServers: "mcpServers": { "ml-engineering": { "command": "uvx", "args": ["neo-mcp"] } }

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Technical Specs & Signals

CategoryπŸ’»Developer Tools
More technical detailsExpand β–Ύ
TransportSTDIO
RuntimePython
Last updatedSep 15, 2026
11/16 checks healthy over the last 45d
Views1
Unique ViewsTotal visits recorded for this listing page on AllMCPs.
Installs0
Installs & Copy ActionsTotal times users copied install commands or configuration snippets for this server.
GitHub stars2
GitHub Star CountTotal stargazers on GitHub representing community popularity (2 stars).
Last commit9d ago
Last Repository CommitThe most recent commit or push recorded for this server's GitHub repository.Last commit on Sep 15, 2026
53Quality signal: Good Β· 53/100How this signal is calculated β–Ύ
Server availabilityNot measured

Not scored for repo-hosted servers β€” we can't reach the running server, only its GitHub page. Hosted MCP endpoints are health-checked live.

Verified ownership10/20
Documentation & tools25/30
Adoption & activity5/15
Community engagement0/10

A guidance signal from public completeness & health data β€” not a user rating. New listings start lower and rise as they add docs, get verified, and grow adoption. Signals we can't observe for a listing are skipped, not counted against it.

Supply-chain signal

No high-severity advisories surfaced by our automated scan.

Critical 0High 0Medium 0Low 0

Scanned 5d ago via OSV.dev Β· neo-mcp (PyPI)

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