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Manufacturing capability graph for AI agents: materials, processes, tolerances, and instant quotes.

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Healthy
Last Tested
Transport
Streamable HTTP · MCP 2025-11-25
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Available Tools

20 tools
calculate_part_massInspect

Use when the user provides a part volume and material to calculate mass or weight. Returns mass in grams and kilograms. Example: 'How heavy is a 100cm³ aluminum 6061 part?'

ParametersJSON Schema
NameRequiredDescriptionDefault
volume_cm3YesPart volume in cubic centimeters
material_idYesMaterial_ID from the materials dictionary
check_equipment_capabilityInspect

Use when the user asks 'can the Bambu X1C print a 400mm × 400mm × 400mm part?', 'does this machine support 25 micron layer thickness?', 'is this machine capable for this part?'. Returns capable/not-capable with specific gaps.

ParametersJSON Schema
NameRequiredDescriptionDefault
model_idYes
requiredNo
check_material_environment_compatibilityInspect

Use when the user describes an operating environment (temperature, humidity, UV, chemicals) and wants to know if a material is suitable. Returns a compatibility rating (excellent/good/fair/poor) and specific risk factors.

ParametersJSON Schema
NameRequiredDescriptionDefault
environmentYes
material_idYes
check_service_temperatureInspect

Use when the user specifies an operating temperature and asks if a material is suitable (e.g. 'can ABS handle 80°C?', 'what is the max temp for 6061 aluminum?'). Returns within_range status, min/max service temps, and safety margin.

ParametersJSON Schema
NameRequiredDescriptionDefault
material_idYes
service_temp_cYesDesired operating temperature in °C
compare_equipmentInspect

Use when the user wants to compare specific machines (e.g. 'compare Formlabs Form 3 vs Stratasys J55', 'which machine has better build volume?'). Accepts 2–4 model IDs and optional metric list.

ParametersJSON Schema
NameRequiredDescriptionDefault
model_idsYes
compare_onNo
compare_materialsInspect

Use when the user asks to compare materials (e.g. 'AL6061 vs SS304', 'which plastic is stronger'). Returns a structured comparison table grouped by property. Accepts 2–5 material IDs and an optional list of properties to compare.

ParametersJSON Schema
NameRequiredDescriptionDefault
propertiesNoOptional: which properties to include. Defaults to density, tensile, yield, max_temp, cost_tier.
material_idsYesList of Material_IDs to compare
compare_processesInspect

Use when the user wants to compare manufacturing processes (e.g. 'SLS vs FDM vs SLA comparison', 'which process has better tolerance: CNC or injection molding?'). Accepts 2–5 process IDs and optional metric list.

ParametersJSON Schema
NameRequiredDescriptionDefault
compare_onNoOptional: metrics to include. Omit for all metrics.
process_idsYes
filter_materials_by_constraintInspect

Use when the user specifies material requirements (e.g. 'density < 3 g/cm³', 'tensile > 400 MPa', 'max temp ≥ 200°C'). Returns all materials that pass every constraint. Supports gte, lte, eq, contains operators.

ParametersJSON Schema
NameRequiredDescriptionDefault
process_idNoOptional: only return materials compatible with this process
constraintsYes
find_alternative_processesInspect

Use when the user asks 'what can replace FDM for this part?', 'alternative to CNC for low volumes?', or needs to switch process due to lead time / cost / material constraints.

ParametersJSON Schema
NameRequiredDescriptionDefault
process_idYes
constraintsNo
material_idNoOptional: filter alternatives compatible with this material.
find_equipment_by_processInspect

Use when the user asks 'what machines can do SLS?', 'do you have equipment that can print 300mm × 300mm?', 'which printers support PEEK material?'. Returns matching equipment with build volumes, layer thickness, and availability status.

ParametersJSON Schema
NameRequiredDescriptionDefault
process_idYes
material_idNoOptional: filter by material compatibility.
build_size_min_mmNo
layer_thickness_max_micronNo
find_equivalent_materialsInspect

Use when the user wants alternatives to a specific material (e.g. 'what can replace SS304?', 'cheaper alternative to titanium'). Returns materials ranked by similarity score. Match criteria include strength, density, cost_tier, process_compat, thermal, corrosion.

ParametersJSON Schema
NameRequiredDescriptionDefault
material_idYes
max_resultsNo
match_criteriaYes
get_equipment_qc_specsInspect

Use when the user asks about machine certifications, dimensional accuracy, or QC procedures (e.g. 'is this machine ISO certified?', 'what is the dimensional accuracy of the EOS M 290?', 'what inspection methods do you use for this machine?').

ParametersJSON Schema
NameRequiredDescriptionDefault
model_idYes
get_industry_requirementsInspect

Use when the user asks industry-specific requirements (e.g. 'what materials are used in aerospace?', 'what certifications does the medical device industry require?', 'typical tolerances for automotive parts?').

ParametersJSON Schema
NameRequiredDescriptionDefault
industry_idYes
get_iso2768_tolerancesInspect

Use when the user asks about ISO 2768 tolerances (e.g. 'what is ISO 2768-m tolerance for 50mm?', 'ISO 2768 fine grade flatness?', 'general tolerance for machined parts'). Returns the ±tolerance value, range string, and applicable dimension range.

ParametersJSON Schema
NameRequiredDescriptionDefault
gradeYesf=Fine, m=Medium, c=Coarse, v=Very Coarse
tolerance_typeYes
nominal_dimension_mmYes
get_material_complianceInspect

Use when the user needs to know if a material meets regulatory requirements (e.g. 'is this plastic RoHS compliant?', 'does this aluminum meet FDA requirements?'). Returns compliance status for RoHS, REACH, FDA, ISO, ASTM, CE.

ParametersJSON Schema
NameRequiredDescriptionDefault
standardsNoOptional: check specific standards only. Omit to return all known compliance data.
material_idYes
get_material_process_compatibilityInspect

Use when the user asks which processes can be used with a material (e.g. 'can titanium be FDM printed?', 'what processes work with PEEK?'). Returns compatible and incompatible process lists.

ParametersJSON Schema
NameRequiredDescriptionDefault
material_idYes
process_idsNoOptional: check specific processes only. Omit to return all.
get_process_specsInspect

Use when the user asks about process specs, capabilities, or constraints (e.g. 'what is the tolerance of SLS?', 'what is the build volume of FDM?', 'what lead time for CNC machining?'). Returns category, build size, tolerance, compatible materials, lead time, and surface finish.

ParametersJSON Schema
NameRequiredDescriptionDefault
process_idYes
match_industry_materialsInspect

Use when the user asks 'what materials are approved for medical devices?', 'best lightweight materials for aerospace?', 'food-safe materials for injection molding?'. Cross-references industries and materials dictionaries.

ParametersJSON Schema
NameRequiredDescriptionDefault
process_idNoOptional: filter by process compatibility.
industry_idYes
requirementsNo
quote_calcInspect

Use this tool to CALCULATE a 3D printing price. Provide material_name, color, lead_time (must match the 3dp-pricing dictionary), quantity, and either weight_g or volume_cm3 — or an uploaded file_key (obtained from /v1/uploads/presign + /v1/uploads/complete) which is parsed to get volume. This tool does NOT create an order; it returns part_price / total / order_url. Output is desensitized (no unit prices).

ParametersJSON Schema
NameRequiredDescriptionDefault
notesNoOrder-level notes (applies to all parts).
partsYesOne or more part lines. Each line is priced independently.
search_materialsInspect

Use to resolve a user's material description (industry grade name like 'PA12', a colloquial term like 'nylon', a Chinese term, or a vague description) into concrete materials.csv entries. Unlike compare_materials/find_equivalent_materials (which need an exact known ID), this tool accepts messy input and returns a ranked list of candidates — use it as the first step when you don't already know the exact material_id. If multiple candidates come back, ask the user to pick one rather than guessing. Optionally narrow by category_hint (Plastic/Metal/Rubber/Resin/Powder Metals/Powder Polymers) or process_filter (e.g. 'Selective Laser Sintering', 'SLS', 'Injection Molding') when the context already implies a manufacturing process.

ParametersJSON Schema
NameRequiredDescriptionDefault
limitNoMax candidates to return. Defaults to 10.
queryYesUser's material description, ideally already normalized to English (e.g. 'PA12', 'nylon', '316 stainless steel').
category_hintNoOptional coarse category filter matched against Material_Category(L1)/Material_Sub-Category(L2).
process_filterNoOptional manufacturing process substring filter matched against Compatible_Processes, e.g. 'SLS', 'Selective Laser Sintering', 'Injection Molding'.

Tool Schema Changelog

Recent tool additions, removals, and schema changes observed during successful MCP inspections.

  1. 20 tool updates
    • First observedcalculate_part_mass
    • First observedcheck_equipment_capability
    • First observedcheck_material_environment_compatibility
    • First observedcheck_service_temperature
    • First observedcompare_equipment
    • First observedcompare_materials
    • First observedcompare_processes
    • First observedfilter_materials_by_constraint
    • First observedfind_alternative_processes
    • First observedfind_equipment_by_process
    • First observedfind_equivalent_materials
    • First observedget_equipment_qc_specs
    • First observedget_industry_requirements
    • First observedget_iso2768_tolerances
    • First observedget_material_compliance
    • First observedget_material_process_compatibility
    • First observedget_process_specs
    • First observedmatch_industry_materials
    • First observedquote_calc
    • First observedsearch_materials

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