Run these tools from Claude or ChatGPT
Most calculators on the Lab are also tools Claude or ChatGPT can call — every scientific molding study below, though not yet the shrinkage or clamp force calculators. Describe a study in plain language, hand over the numbers you wrote down at the press, and get the result, the interpretation, and a link that opens the study here with your data loaded.
- 11 tools
- No account or key
- Nothing kept
- Streamable HTTP
- 01ConnectAdd the URL to Claude or ChatGPT once.
- 02Describe the studyPaste the numbers from the press.
- 03Open the resultA link loads it here, data and all.
Add the connector
Connector URL
https://www.futuremicromoldllc.com/api/mcp- Open Settings → Connectors.
- Choose Add custom connector.
- Paste the connector URL above and save. No account or key is needed.
Run once in your terminal:
claude mcp add --transport http fmm-lab https://www.futuremicromoldllc.com/api/mcp- Open Settings → Apps and turn on Developer mode (under Advanced).
- Choose Create, name it, and paste the connector URL above.
- Set authentication to None and save. No account or key is needed.
The endpoint serves Streamable HTTP. For a client that only speaks stdio, bridge it with mcp-remote:
npx -y mcp-remote https://www.futuremicromoldllc.com/api/mcpTeach Claude the method too
The connector gives Claude the calculations. The skill below gives it the method — which study to run when, which columns to ask for at the press, and how to read a result that says its own confidence is low.
Download the skillIn claude.ai or Claude Desktop: Settings → Capabilities → Skills → upload the file.
What Claude can do with it
Each study tool runs the same calculation as its page here, so the number Claude reports and the number the page shows cannot disagree.
Studies
- Step 01
viscosity_curveViscosity curve study
Find the optimal injection velocity from a velocity / peak-pressure sweep. Computes relative viscosity (plastic pressure times fill time) against relative shear rate, locates the shear-thinning plateau, and picks a velocity from the middle of it. Record a fill time on every point for a result that transfers between machines. This is the first study in the sequence; every later study holds its velocity constant.
Open in the Lab - Step 02
cavity_balanceCavity balance study
Quantify cavity-to-cavity fill imbalance from short-shot weights. Give two or more replicate shots at a fill level and the result also says whether the variation comes from the cavities (runner and gate geometry) or from shot-to-shot process drift — the two have opposite fixes. Judge balance on a short shot at 90% fill or above.
Open in the Lab - Step 03
pressure_dropPressure-drop study
Find where injection pressure is consumed along the flow path. Each reading is the CUMULATIVE peak pressure needed to fill through that section — an air shot gives the nozzle figure, then sprue, runner, gate and the full part — so the values ascend. Known sections: Nozzle, Sprue, Runner, Gate, Part. Run every reading at the velocity the viscosity curve selected.
Open in the Lab - Step 04
cosmetic_windowCosmetic process-window study
Map which combinations of two process parameters produce a cosmetically acceptable part, and how much room surrounds the centre. Sweep wider than you expect the window to be: a passing point on the edge of the range tested means the window was never closed on that side. Axes and their units: hold_pressure (psi), melt_temp (°C), mold_temp (°C), injection_velocity (in/s), hold_time (s), cooling_time (s). Defects: short, flash, sink, burn, splay, weld-line, drag, warp.
Open in the Lab - Step 05
gate_sealGate-seal study
Find the hold time at which the gate freezes and part weight stops rising. Seal is the first of three consecutive weights within 0.1% of each other; the recommended production hold time adds a margin of one increment. A weight that falls back after seal means the gate did not stay frozen. Run at the velocity the viscosity curve selected.
Open in the Lab - Step 06
cooling_timeCooling-time study
Find the shortest cooling time at which a dimension has stopped changing, and the cycle seconds that come off. Supply the drawing tolerance and the rule tightens to a tenth of it. Measure each part at a consistent interval after ejection — the part keeps moving.
Open in the Lab - Standalone
process_capabilityProcess capability (Cp, Cpk, Pp, Ppk)
Judge whether a running process can hold a dimension inside its tolerance. Reports Cp and Cpk from within-subgroup sigma and Pp and Ppk from overall sigma — the second pair is what a customer's SPC package computes from the same measurements — each with a 95% confidence interval, an upper bound on parts per million out of spec, and an Anderson–Darling normality check. Estimators follow Minitab's defaults. No verdict is given when the data cannot support one (no limit, zero spread, badly non-normal data). One specification limit is enough. Sample at least 25 consecutive parts without adjusting the process.
Open in the Lab - Standalone
gage_rrGage R&R (crossed, ANOVA method)
Rate a measurement system from a crossed study: every operator measures every part, the same number of times. Two-way ANOVA per the AIAG Measurement Systems Analysis manual (4th ed.), matching Minitab's crossed gage R&R defaults: the operator × part interaction is pooled into repeatability when not significant (α = 0.05). Reports %GRR of study variation and, when a tolerance is given, of the tolerance, the repeatability / reproducibility split, the number of distinct categories, and the AIAG band (under 10% acceptable, 10–30% conditional, over 30% unacceptable). The standard study is 10 parts, 3 operators, 2–3 trials. Run it before trusting a Cpk.
Open in the Lab
Method & planning
- Guidance
get_study_protocolHow to run a study
Return the full procedure for one study: what it is for, the equipment needed, the step-by-step method at the press, and what a good result looks like, so the numbers collected at the press are the ones the calculation needs.
- Guidance
plan_process_developmentPlan the study sequence
Given the studies already run, return the full development sequence with each one marked done or outstanding, what each fixes, what it depends on, and which study to run next. The order matters: each study fixes a setpoint the next one holds constant, so running them out of order produces numbers that do not transfer.
- Guidance
open_study_sheetOpen a study data sheet
Open an empty data sheet for one study in an interactive card: the procedure beside a table the person fills in or pastes into, with the result computed as they type. Also returns the procedure as text and a link to the same calculator on the Lab website.
Your data
A study is your process window, so it is treated as yours. The numbers you send are used to compute the result you asked for and are then discarded: they are not stored, not written to any database, and not sent to analytics. The share link the tools return carries your study in the URL fragment, which browsers never transmit to a server — the same mechanism the Copy-link button on every Lab page uses.
In assistants that show the connector’s interactive card, the card calculates in your browser and your numbers reach the connector only when you send a result to the chat. While you work, the card shares a one-line summary of the result with the assistant, and ChatGPT keeps a draft of the study with the conversation.
The calculations are the same ones this site runs in your browser. Nothing here asserts anything about any particular supplier; every number comes from the data you provide.
Full details are in our privacy policy. Questions or problems with the connector: support@futuremicromoldllc.com.