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erdos2n

Meticulous Espresso MCP Server

by erdos2n

Meticulous Espresso MCP Server

Your Meticulous espresso machine, connected to an LLM. Generate recipes from natural language, analyze shots, dial in your grinder, and keep a persistent shot diary — all through Claude.

No Anthropic API key required. No cloud subscription. Just your machine, your LLM, and a local IP.


Get started in 60 seconds

Add this to your Claude Desktop or Claude Code config and you're done:

Claude Desktop~/Library/Application Support/Claude/claude_desktop_config.json

Claude Code~/.claude.json

{
  "mcpServers": {
    "meticulous": {
      "command": "npx",
      "args": ["-y", "github:erdos2n/meticulous-mcp-server"],
      "env": {
        "METICULOUS_IP": "192.168.x.x"
      }
    }
  }
}

Replace 192.168.x.x with your machine's local IP (find it in your router or the Meticulous app). Restart Claude. That's it — no cloning, no building, no dependencies to manage.

Want this on Claude mobile or claude.ai? You'll need a Raspberry Pi on your local network. See LLM_SETUP.md and PI_SETUP_INSTRUCTIONS.md.


Related MCP server: Plaud Notes MCP Server

What you can do

Pull the shot data from my last espresso and tell me what to adjust.
Generate a recipe for a washed Ethiopian, 18g dose, 1:2.5 ratio, slow bloom.
Save my grinder setting — I'm on the DF83 at 10.2 for the Osmotic flow profile.
Read my shot diary and tell me what's been working.
My last three shots were sour. Look at the shot data and suggest a fix.
List all my profiles and load the one I used last week for the natural.

What it does

  • Generate and tweak recipes from plain language, validated and loaded to the machine

  • Analyze shots — pulls sensor data and gives concrete recipe improvement suggestions

  • Manage profiles — list, load, save, delete, browse factory and community recipes

  • Control the machine — start, stop, tare, preheat, reset

  • Track grinder settings per profile across sessions — never re-explain your dial-in

  • Keep a shot diary — tasting notes and observations that persist between chats

The grinder settings and diary are stored as plain files in ~/.meticulous-mcp/ on your machine. No database, no setup — just open them in any text editor.


All available tools

Machine control

Tool

What it does

get_device_info

Firmware, serial, model, software version

execute_action

start / stop / tare / preheat / reset / calibration

get_settings

Read machine settings

update_setting

Change machine settings

get_notifications

Pending or acknowledged machine notifications

Profiles

Tool

What it does

list_profiles

All profiles stored on the machine

get_all_profiles

Full details for every profile

get_profile

Single profile by UUID

get_last_profile

Currently active profile

get_default_profiles

Factory + community profiles

load_profile

Load a recipe (temporary)

load_profile_by_id

Load an existing profile by UUID

save_profile

Save a recipe to the machine permanently

delete_profile

Remove a profile by UUID

validate_recipe

Check schema + auto-fix simple errors

Shot history

Tool

What it does

get_shot_history

Recent shots with metadata

search_history

Filter by name, date, order, limit

get_current_shot

Real-time data for a shot in progress

get_last_shot

Sensor data for the most recent shot

get_shot_statistics

Total shots, breakdown by profile

get_shot_data_for_analysis

Full shot + profile for deep analysis

rate_shot

Mark a shot as like / dislike

search_historical_profiles

Find past profile versions

Grinder + diary

Tool

What it does

get_grinder_context

Recall saved grinder settings for all profiles

set_grinder_context

Save current grinder setting for a profile

read_diary

Read the full shot diary

append_diary_entry

Log a shot with tasting notes


Shot data verbosity

Shot tools default to compact responses to keep context windows manageable:

Option

What you get

verbosity: "summary"

Key metadata only

verbosity: "compact"

Metadata + sampled trace (default)

verbosity: "full"

Full raw payload


Full setup options

See LLM_SETUP.md for all installation paths — laptop, clone-and-build, and Raspberry Pi remote access.


Project layout

meticulous-mcp-server/
├── src/
│   ├── server.ts          # All 25 MCP tools + machine logic
│   ├── index.ts           # stdio entry point (laptop / Claude Desktop / Claude Code)
│   └── http.ts            # HTTP entry point (Pi / Cloudflare / claude.ai)
├── dist/                  # Compiled output
├── LLM_SETUP.md           # Setup guide for all install paths
├── PI_SETUP_INSTRUCTIONS.md  # Full Pi + Cloudflare Tunnel walkthrough
├── Justfile               # Build, run, deploy, test commands
└── pi-setup.sh            # Pi dependency installer

License

MIT — see LICENSE. Maintainer release steps are in RELEASING.md.

A
license - permissive license
-
quality - not tested
D
maintenance

Maintenance

Maintainers
Response time
Release cycle
Releases (12mo)
Commit activity

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