Kiln

Kiln is an open-source MCP server that lets AI agents (Claude Desktop, Claude Code, Codex, or any custom MCP client) drive real 3D printers end to end — Bambu Lab, Creality, Prusa, Elegoo, Voron, Sovol, AnkerMake, Artillery, FlashForge, QIDI, RatRig, and SparkX, over OctoPrint, Moonraker/Klipper, PrusaLink, and Direct USB.

In a single conversation, an agent can design a part, slice it, queue it on the right printer, monitor the camera, recover from failures, and ship the result. No human in the middle.

pip install kiln3d

"a coaster with a photo of my dog Ash" — start to finish, from one sentence.
Watch the demo →

_{Kiln's built in the open. If it made your printing more fun, or just saved you a headache, a ⭐ on the repo helps the next maker find it.}

Quick Start

Three steps. Then ask your AI to make something.

1. Install

pip install kiln3d

2. Connect your AI — Kiln sets itself up inside Claude Desktop, Claude Code, and Codex:

kiln signin        # create your free account
kiln install-mcp   # connects Kiln to your AI apps

Restart your AI app and it can run your printer. (Claude Code and Codex can even run this whole setup for you — the one-prompt version lives at kiln3d.com/install.) Using a different MCP client? kiln install-mcp --print prints the config — or paste it yourself:

{
  "mcpServers": {
    "kiln": {
      "command": "python3",
      "args": ["-m", "kiln", "serve"]
    }
  }
}

3. Ask — paste a sentence like this into your agent. Kiln does the rest:

I have a Bambu A1, make me a coaster with my dog's photo on it

That's the whole happy path. Your AI does the designing, slicing, and printing — you never touch a CLI. OS-specific walkthrough (Windows, WSL 2, Linux) at kiln3d.com/install.

[!TIP] kiln doctor checks your whole setup and tells you exactly what to fix. kiln self-update upgrades in place when a new release lands.

# Discover printers on your network (mDNS + HTTP probe)
kiln discover

# Add your printer (see the printer table under "Supported Printers")
kiln auth --name my-printer --host http://octopi.local --type octoprint --api-key YOUR_KEY
# Other types:
# kiln auth --name prusa  --host http://192.168.1.100      --type prusalink --api-key YOUR_KEY
# kiln auth --name klipper --host http://192.168.1.100:7125 --type moonraker
# kiln auth --name bambu  --host 192.168.1.100             --type bambu --access-code LAN_CODE --serial SERIAL

kiln status                       # Printer state + job progress
kiln upload model.gcode           # Upload a file
kiln print model.gcode            # Start printing
kiln slice model.stl --print-after  # Slice an STL and print in one step
kiln print *.gcode --queue        # Batch print
kiln wait                         # Monitor a running print
kiln snapshot --save photo.jpg    # Webcam snapshot
kiln history --status completed   # Print history

# Every command supports --json for agent consumption
kiln status --json

{
  "mcpServers": {
    "kiln": { "command": "kiln", "args": ["serve"] }
  }
}

{
  "mcpServers": {
    "kiln": {
      "command": "python3",
      "args": ["-m", "kiln", "serve"],
      "env": {
        "KILN_PRINTER_HOST": "http://192.168.1.100",
        "KILN_PRINTER_API_KEY": "your_key",
        "KILN_PRINTER_TYPE": "prusalink"
      }
    }
  }
}

export KILN_OPENROUTER_KEY=sk-or-...
kiln agent --model openai/gpt-4o
kiln agent --model meta-llama/llama-3.1-70b-instruct --tier essential

sudo apt install pipx && pipx ensurepath
git clone https://github.com/codeofaxel/Kiln.git && cd Kiln
pipx install ./kiln
sudo apt install prusa-slicer openscad   # optional: slicing + generation
kiln verify

# Update / uninstall
git pull && pipx install --force ./kiln
pipx uninstall kiln3d

curl http://<ip>/api/version                              # OctoPrint
curl http://<ip>:7125/server/info                         # Moonraker / Creality (local Moonraker)
curl -H "X-Api-Key: YOUR_KEY" http://<ip>/api/v1/status   # Prusa Link
# Bambu uses MQTT — ensure port 8883 is reachable:  nc -zv <ip> 8883

kiln auth --name my-printer --host http://<ip> --type prusalink --api-key YOUR_KEY

export KILN_BAMBU_TLS_MODE=ca         # strict CA/hostname (usually fails on stock self-signed printers)
export KILN_BAMBU_TLS_MODE=insecure   # legacy, no validation — trusted LANs only
export KILN_BAMBU_TLS_FINGERPRINT=0123abcd...   # explicit SHA-256 pin

Paid tiers (kiln3d.com/pricing) add Git-for-3D versioning, product templates, assembly manuals, fleet workflows, SSO + SCIM, ERP webhooks, and long-term audit logs.

Why Kiln?

• One control plane, any printer — OctoPrint, Moonraker, Creality, Bambu Lab, Prusa Link, Elegoo, Serial. Manage a mixed fleet from one place.
• No printer? No problem — Outsource jobs to Craftcloud's 150+ manufacturing services through the hosted proxy, or use direct mode with your own provider credentials.
• AI-native — 838 MCP capabilities and 224 CLI commands built for AI agents. Not a web UI with an API bolted on.
• Describe it, print it — Natural-language to physical object pipeline: text or sketch → AI generation → validation → slice → print.
• Decorate anything — QR codes, photos, logos, text, SVGs, and procedural textures (tiger stripe, marble, camo, wood grain, honeycomb) embossed or debossed onto any model with one command.
• Manuals included — Multi-part prints can generate printable PDF assembly manuals with Bill of Materials, isometric step renders, mating arrows, and pause-and-check verification gates. (Business)
• Resume, don't restart — Cancelled or failed print? Resume from the exact layer it stopped on any supported FDM printer. No filament wasted. (Pro)
• Modify mid-print — Add decorations, append features, or swap materials on a live print with atomic revert if anything goes wrong. (Pro)
• Smart material routing — 25 materials, 45 brand-specific filament profiles (Bambu, Prusament, Polymaker, and more) across 11 material families. Intent-based recommendations with printer capability awareness.
• Prints don't fail silently — Cross-printer learning, automatic failure recovery, closed-loop AI generation feedback (failed prints auto-improve future generations), preflight safety checks on every job.
• Doomed prints stopped early — Too big for the build plate, or a material your hotend can't melt? Caught before filament is wasted, rotated to fit when possible, one-command override. Pro shows the fix: true usable area, cleanest split, or the material to switch to.
• Search → Slice → Print — Search and download 3D models from MyMiniFactory and Cults3D (search only), auto-slice with PrusaSlicer or OrcaSlicer, print — all from one agent conversation.
• Safety at scale — 51 named per-printer safety profiles, G-code validation, heater watchdog, tamper-proof audit logs. Enterprise adds encrypted G-code at rest with key rotation, lockable profiles, RBAC, SSO, fleet site grouping, per-project cost tracking, and PostgreSQL HA.

Supported Printers

Kiln ships tuned profiles for 49 models across 12 brands — Creality, Bambu Lab, Elegoo, Prusa Research, Sovol, Voron, AnkerMake, Artillery, FlashForge, QIDI, RatRig, SparkX. See the full searchable list →

Architecture

graph TD
    A["🤖 AI Agent<br/><sub>Claude · GPT · Custom</sub>"]
    A -->|"CLI or MCP"| B["⚙️ Kiln<br/><sub>CLI + MCP Server</sub>"]

    B --> C["🖨️ Your Printers"]
    B --> F["🏭 Fulfillment"]
    B --> D["🛒 Marketplaces"]
    B --> V["📐 Designs (versioned)<br/><sub>Pro+</sub>"]

    C --> E1["OctoPrint"]
    C --> E2["Moonraker"]
    C --> E3["Creality"]
    C --> E4["Bambu"]
    C --> E5["Prusa Link"]
    C --> E6["Elegoo"]

    F --> F1["Craftcloud"]

    D --> I["MyMiniFactory"]
    D --> J["Cults3D"]

    V --> V1["Branches"]
    V --> V2["Signed Releases"]
    V --> V3["Cloud Sync"]

    style A fill:#1a1a2e,stroke:#e94560,color:#fff
    style B fill:#16213e,stroke:#0f3460,color:#fff
    style C fill:#0f3460,stroke:#e94560,color:#fff
    style F fill:#0f3460,stroke:#27ae60,color:#fff
    style D fill:#0f3460,stroke:#533483,color:#fff
    style V fill:#0f3460,stroke:#f59e42,color:#fff
    style E1 fill:#2d2d44,stroke:#e94560,color:#fff
    style E2 fill:#2d2d44,stroke:#e94560,color:#fff
    style E3 fill:#2d2d44,stroke:#e94560,color:#fff
    style E4 fill:#2d2d44,stroke:#e94560,color:#fff
    style E5 fill:#2d2d44,stroke:#e94560,color:#fff
    style F1 fill:#2d2d44,stroke:#27ae60,color:#fff
    style I fill:#2d2d44,stroke:#533483,color:#fff
    style J fill:#2d2d44,stroke:#533483,color:#fff
    style V1 fill:#2d2d44,stroke:#f59e42,color:#fff
    style V2 fill:#2d2d44,stroke:#f59e42,color:#fff
    style V3 fill:#2d2d44,stroke:#f59e42,color:#fff

Agents can also outsource jobs through Craftcloud fulfillment and search models on MyMiniFactory and Cults3D (search only). On Pro and up, the design store itself is versioned — branches, signed releases, and cross-machine cloud sync are first-class outputs of the system, not a side database.

Git for 3D

Designs aren't text, but they need version control. Kiln treats meshes, decorations, and mechanical features as first-class versioned artifacts: branch a design, print variants, merge what works, sign releases with cryptographic proof the mesh hasn't changed.

Three things make this different from git:

1. Outcome-correlated branches. Every branch is tagged with empirical print results — success rate, warp, adhesion, cost — so cross-branch A/B is automatic, not anecdotal.
2. 3-way semantic mesh merge. Z-level / pocket / bounding-box conflict zones rendered as visual diffs, not text patches. Manufacturing tolerance, not character offsets.
3. Signed releases with mesh re-fingerprinting. Ed25519 signatures over a release manifest pinned to an exact mesh; verification re-computes the fingerprint to detect tamper after release.

Here's what visualize_branch_tree("my-coaster") actually emits — the same renderer the workshop, CLI, and your agent see (yellow = signed release, light blue = experiment, light red = branch with failed outcomes):

flowchart TD
    subgraph tree_coaster["📐 my-coaster · design"]
        v0[v0: initial]
        v1[v1: emboss-1mm<br/>83% success]
        v2[v2: emboss-2mm<br/>92% success · warp 2%]
        v3[v3: emboss-3mm<br/>warp 5%]
        v4[v4: merge winner]
        rel[🔏 1.0.0]
        v0 --> v1
        v0 --> v2
        v0 --> v3
        v2 --> v4
        v4 --> rel
    end
    classDef root fill:#f3f4f6,stroke:#374151,color:#111
    classDef released fill:#ffd60a,stroke:#111,stroke-width:3px,color:#111
    classDef experiment fill:#e0e7ff,stroke:#6366f1,color:#1e1b4b
    classDef failed fill:#fecaca,stroke:#b91c1c,color:#7f1d1d
    class v0 root
    class v1 experiment
    class v2 experiment
    class v3 failed
    class v4 experiment
    class rel released
    style tree_coaster fill:#ffffff,stroke:#e5e7eb,stroke-width:1px

Patent pending across semantic mesh merge, outcome-correlated branching, and signed-release-with-physical-provenance.

What Agents Can Do

The Kiln MCP server (kiln serve) exposes 831 tools to agents, plus prompts and resources for 838 total MCP capabilities. Rather than list them all here, agents browse the live catalog with get_skill_manifest and ToolSearch-style discovery. A representative slice:

The complete tool catalog, grouped by subsystem, lives in Project Docs.

Capabilities

Search → download → print. Kiln searches MyMiniFactory and Cults3D (search only) in one call via search_all_models, downloads where supported, and uploads straight to a printer — a full design-to-print loop with no human in the middle. (Thingiverse is supported but deprecated since its Feb 2026 acquisition by MyMiniFactory; prefer MMF.) Marketplace access uses free API keys (KILN_MMF_API_KEY, KILN_CULTS3D_USERNAME + KILN_CULTS3D_API_KEY).

AI model generation. Set any provider key and it's available instantly — KILN_MESHY_API_KEY, KILN_TRIPO3D_API_KEY, KILN_STABILITY_API_KEY, KILN_GEMINI_API_KEY — or use local OpenSCAD with no key. Generated meshes are auto-validated for printability (manifold, triangle count, bounding box) before printing. kiln generate renders a 3-view preview by default.

Slicing. Wraps PrusaSlicer and OrcaSlicer for headless slicing; auto-detects installed slicers on PATH, macOS app bundles, or via KILN_SLICER_PATH. Supports STL, 3MF, STEP, OBJ, AMF with material-aware temps and smart supports.

Fulfillment (no printer required). Print through Craftcloud's network — quote, validate address, confirm, order, track — or run alongside your own printers for overflow and specialty materials. Normal users go through the hosted proxy (credentials stay server-side, spend limits enforced); operators can use direct mode with KILN_FULFILLMENT_PROVIDER=craftcloud + KILN_CRAFTCLOUD_API_KEY.

Decoration & textures. Emboss or deboss QR codes, photos, logos, text, and SVGs onto any model face, or apply procedural textures (tiger stripe, marble, camo, wood grain, honeycomb) with a single tool call.

Pricing

All local printing is free forever — status, file management, slicing, fleet control, and printing to your own printers cost nothing. Kiln charges a 5% orchestration fee on orders placed through external manufacturing services (first 3/month free, $0.25 min / $200 max per order), shown transparently in every quote.

Full comparison at kiln3d.com/pricing. Run kiln upgrade to activate a license key. For provider-routed orders, the provider remains merchant of record; Kiln acts as orchestration infrastructure.

Safety

Kiln is safety-first infrastructure for controlling physical machines:

• Pre-flight checks validate printer state, temperatures, and files before every print
• G-code validation blocks dangerous commands (firmware reset, unsafe temperatures)
• Temperature limits enforce safe maximums (300 °C hotend, 130 °C bed)
• Confirmation required for destructive operations (cancel, raw G-code)
• Optional authentication with scope-based API keys for multi-user setups
• Structured errors ensure agents always know when something fails

Packages

This monorepo contains two packages:

Development

# Create a virtualenv first (required on modern Ubuntu/Debian/WSL)
python3 -m venv .venv && source .venv/bin/activate

pip install -e "./kiln[dev]"
pip install -e "./octoprint-cli[dev]"

cd kiln && python3 -m pytest tests/ -v
cd ../octoprint-cli && python3 -m pytest tests/ -v

export KILN_AUTH_ENABLED=1
export KILN_AUTH_KEY=your_secret_key
export KILN_MCP_AUTH_TOKEN=your_secret_key   # clients provide their key here

register_webhook(url="https://example.com/hook", events=["job.completed", "print.failed"])

kiln discover   # mDNS/Bonjour + HTTP subnet probing

Documentation

Support Development

Kiln is free, open-source software. If you find it useful, consider sending a tip:

• Solana: kiln3d.sol
• Ethereum: kiln3d.eth

Positioning

Messaging clarification (February 24, 2026): We clarified wording to remove ambiguity and align with existing intent; no strategy change. Kiln is orchestration and agent infrastructure for fabrication workflows. Kiln does not operate a first-party decentralized manufacturing marketplace/network. Kiln integrates with third-party providers and external provider/network adapters as integrations are available.

Non-goals: operating a first-party decentralized manufacturing marketplace/network; replacing partner supply-side networks; owning provider marketplaces instead of integrating with them; acting as merchant of record for provider-routed manufacturing orders.

License

Kiln is a project of Hadron Labs Inc.

AGPL-3.0 License — open source with copyleft. Commercial licensing available for companies that need proprietary use.

By contributing, you agree to the Contributor License Agreement.