3d print workflow planner

    1

    A controlled pipeline for converting 3D concepts into production-ready, evidence-driven print workflows.

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    3d print workflow planner

    Example session with this skill installed

    Plan a workflow for a functional GoPro handlebar mount. Needs to be high-strength. I'm using an FDM printer with a 0.4mm nozzle and PETG filament. The part is roughly 50x30x60mm.

    • Read your context and instructions
    • Compiled the 3d print workflow

    I have developed a production-ready workflow for the GoPro handlebar mount, optimized for PETG strength and FDM constraints.

    3D Print Workflow Plan: Handlebar Mount

    1. Geometry & Constraints

    ParameterValueStatus
    Bounding Box50 x 30 x 60 mmDefined
    MaterialPETG (Assumption: 235°C Hotend / 70°C Bed)Specified
    Min Wall Thickness1.2mm (3 x 0.4mm nozzle loops)REQUIRED
    Tolerance Class±0.15mm (Functional Fit)Critical
    Infill40% Gyroid (High Strength)Recommended

    2. Orientation & Support Strategy

    Primary Orientation: Orient the clamp opening horizontally to ensure the bolt-hole stress is distributed across X/Y planes. Avoid vertical orientation for the hinge to prevent shearing along layer lines.

    • Supports: Tree supports recommended for the underside of the hinge loop.

    Critical Overhang: The GoPro 3-prong interface (top) must be self-supporting or use minimal 0.2mm Z-distance supports for easy removal.

    3. Slicing Parameters (PETG Optimized)

    {
      "layer_height": 0.2,
      "wall_line_count": 4,
      "top_bottom_layers": 5,
      "print_speed": 45,
      "retraction_distance": 6.0,
      "retraction_speed": 40,
      "cooling_fan": 30
    }
    

    4. Final Production Audit

    CheckStatusNote
    Wall Thickness ≥ 1.2mmPASS4 perimeters set
    Orientation vs LoadPASSX/Y alignment for hinge
    Support RemovabilityPASSTree supports specified
    Mesh WatertightPASSVerified parametric
    Test CouponPENDINGPrint 20mm cube + 10mm hole

    Next steps

    1. Model the clamp with a 31.8mm internal diameter plus 0.2mm tolerance for the handlebar fit.
    2. Print a 10-minute test coupon to verify PETG shrinkage (approx 0.5%).
    3. Run the final mesh through an auto-repair pass to ensure manifold edges at the hinge junction.

    Connects securely to your tools. The creator never sees your data.

    About this skill

    The problem

    Moving from a 3D concept to a successful print often involves expensive material waste and repeated failures due to poor orientation, thin walls, or ignored tolerances. Most developers jump straight to slicing without a structured engineering audit, leading to brittle parts or unremovable supports.

    What it does

    • Generates a parametric geometry specification including bounding boxes and primary axes.
    • Calculates minimum wall thickness and identifies fragile features based on nozzle diameter and material.
    • Determines optimal print orientation to maximize Z-axis strength and minimize unsupported overhangs.
    • Defines a test coupon strategy to validate tolerances, bridging, and shrinkage before full production.
    • Provides a final 10-point production audit checklist for printability, safety, and mesh integrity.

    Why this beats prompting it yourself

    General LLMs often overlook the physical realities of FDM and Resin printing, such as layer adhesion physics or material-specific shrinkage rates. This skill enforces a rigorous engineering pipeline that treats 3D printing as a controlled manufacturing process rather than a guessing game.

    Use cases

    • Validating functional part designs for mechanical fit and load-bearing strength.
    • Planning complex builds with intricate supports or delicate decorative features.
    • Standardizing a print-prep workflow for small-batch manufacturing or prototyping.
    • Auditing STL files for non-manifold geometry and mesh errors before slicing.

    Known limitations

    Assumes metric units (mm). Defaults to a 220x220x250mm build volume and 0.4mm nozzle unless specified otherwise.

    Dimensions must be in mm. Default assumptions target standard FDM (PLA) and desktop Resin printers. Does not generate actual STL files or G-code, only the technical plan and parameters.

    How to use

    1. 1

      Connect your agent to the Agensi MCP

      Copy the prompt and paste it into Claude, ChatGPT, Cursor or any agent that supports MCP. It sets up the connection for you. Manual setup

    2. 2

      Sign in to Agensi

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    3. 3

      Ask for what you need

      Your agent loads this skill and uses it on your task. It always asks before any payment.

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    What's inside

    Frequently Asked Questions

    The planner audits your 3D design for physical viability, calculating optimal print orientation, minimum wall thickness, and support strategies to prevent common failures like brittle parts or collapsed overhangs.

    While the skill is optimized for FDM (Fused Deposition Modeling) and Resin printing, you can specify custom materials and nozzle diameters to tailor the engineering audit to your specific hardware.

    You will receive the full 3D Print Workflow Planner skill package, including the structured engineering pipeline, test coupon strategy templates, and the 10-point final production audit checklist.

    No, this skill functions as a pre-slicing engineering audit; you will still use your preferred slicer (like Cura or PrusaSlicer) to generate G-code after the planner helps you optimize your design and orientation.

    The planner defaults to a standard 220x220x250mm build volume and a 0.4mm nozzle, but these parameters can be fully adjusted to match your specific printer’s specifications.

    Yes, the skill includes a specific mesh integrity check designed to identify non-manifold geometry and other common STL errors that typically cause slicer crashes or print artifacts.

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