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Most reliable engineering AI agent tools

As of the latest check, Glimind tracks 39 engineering AI agent (MCP) tools, of which 6 are healthy right now. The table below ranks them live-first by real-time reliability.

toolstatuswhat it does
corrigir_fator_potencia
io.github.alessandropeng/arc-flash-platform
healthyDimensiona o banco de capacitores para corrigir o fator de potência à meta (REN ANEEL nº 1.000; FP-alvo padrão 0,92). Com `tensao_kV` tambémalternatives
tempo_partida_motor
io.github.alessandropeng/arc-flash-platform
healthySimula a partida DIRETA no tempo (RK4, J·dω/dt = T_motor − T_carga): tempo de aceleração, se o motor PARTE ou trava, e o térmico de rotor blalternatives
partida_motor
io.github.alessandropeng/arc-flash-platform
healthyAfundamento de tensão na partida de motor por divisor fasorial fonte→cabo→motor (C ∝ V²). `fonte_tipo` ∈ {scc (nível de curto `scc_MVA`), tralternatives
size_expansion_vessel
com.thenewengineer/hvac
healthyDETERMINISTIC: the same inputs always give the same result — from any AI, on any day. Figures come from the standard's tables and formulas, alternatives
dessintonia_capacitor
io.github.alessandropeng/arc-flash-platform
healthyBanco dessintonizado ou filtro sintonizado (reator série com o capacitor). Informe `p_pct` (fator XL/XC, ex.: 7 ou 14) OU `L_mH`. Devolve a alternatives
check_en378_zones
com.thenewengineer/hvac
healthyDETERMINISTIC: the same inputs always give the same result — from any AI, on any day. Figures come from the standard's tables and formulas, alternatives
check_interference
mariorojasmz/apolo-cad
unknownCheck for interferences between parts.alternatives
engineering_check
mariorojasmz/apolo-cad
unknownPerform engineering validation checks.alternatives
gravity_test
mariorojasmz/apolo-cad
unknownSimulate gravity and check stability.alternatives
synthesize_lc_filter
RFingAdam/mcp-ltspice-qucs
unknownSynthesize an LC ladder filter (Butterworth/Chebyshev/elliptic) from specalternatives
substitute_real_components
RFingAdam/mcp-ltspice-qucs
unknownSubstitute ideal components with real vendor parts from catalogalternatives
monte_carlo_analysis
RFingAdam/mcp-ltspice-qucs
unknownRun Monte Carlo yield analysis on a circuitalternatives
import_circuit
RFingAdam/mcp-ltspice-qucs
unknownImport LTspice ASC, SPICE, Qucs schematic, or Qucsator netlist into a CircuitDocument.alternatives
run_simulation
RFingAdam/mcp-ltspice-qucs
unknownRun a simulation (LTspice, ngspice, Qucs-S, or Xyce) on a circuit and return results.alternatives
optimize_circuit
RFingAdam/mcp-ltspice-qucs
unknownGeneric IR optimization preserving topology, evaluating corners/yield, instantiating exact selected models, optionally requiring independentalternatives
pump_npsha
jinhyunan/ccpp-tools-mcp
unknownCompute NPSH available and margin vs NPSHr.alternatives
pump_power
jinhyunan/ccpp-tools-mcp
unknownCompute hydraulic and shaft power for a pump.alternatives
valve_cv_liquid
jinhyunan/ccpp-tools-mcp
unknownCompute required Cv/Kv and check for choked flow.alternatives
evaluate_emc
RFingAdam/mcp-ltspice-qucs
unknownPredict conducted and radiated emissions against CISPR 22/32 and FCC Part 15 limits.alternatives
place_transmission_zero
RFingAdam/mcp-ltspice-qucs
unknownPlace a transmission zero at a specified frequency for victim-weighted interference mitigation.alternatives
interference_fit
DanielCuevas1208/engineer-mcp
unknownInterface pressure, hoop stresses, and friction capacity of a press or shrink fit.alternatives
synthesize_microstrip_filter
RFingAdam/mcp-ltspice-qucs
unknownSynthesize distributed microstrip filters: stepped-impedance, edge-coupled, hairpin, interdigital, combline.alternatives
coexistence_analysis
RFingAdam/mcp-ltspice-qucs
unknownAnalyze coexistence with LTE/5G NR/GNSS/FCC-restricted bands, including GNSS ΔC/N₀ desense model.alternatives
analyze_touchstone
RFingAdam/mcp-ltspice-qucs
unknownRead and analyze Touchstone S-parameter files using scikit-rf.alternatives
get_governing_force_envelopes
vibhanshu-mishra/tsd-mcp
unknownGenerate governing force envelopes across active strength load combinationsalternatives
calcing_solve_bearing_contacts
calcing-mcp
unknownRun the bearing contacts calculation.alternatives
calcing_validate_bearing_contacts
calcing-mcp
unknownValidate inputs for the bearing contacts calculation without solving.alternatives
verify_asme_b313
MErblin/Adlor MCP CAD
unknownComputes minimum required pipe wall thickness and schedule recommendations under ASME B31.3-2022 §304.1.2.alternatives
estimate_fatigue_life
squall321/LaminateAnalyzerMCP
unknownEstimate fatigue life (cyclic life)alternatives
calculate_wire_gauge
sekka1/Campervan-mcp
unknownCalculates recommended AWG wire size, conductor resistance, voltage drop percentage, and fuse sizing for a DC circuit based on electrical loalternatives
validate_solar_array
sekka1/Campervan-mcp
unknownValidates a solar panel string configuration (series/parallel) against MPPT charge controller specifications, checking cold-weather open-ciralternatives
compute_buckling
squall321/LaminateAnalyzerMCP
unknownCompute buckling loadalternatives
run_progressive_failure
squall321/LaminateAnalyzerMCP
unknownRun progressive failure analysis to limit loadalternatives
decompose_engineering_intent
sagar25-Code-it/ps3d
unknownDecomposes engineering intent for parts and multi-level assembliesalternatives
query_assembly
sagar25-Code-it/ps3d
unknownQueries assembly state and componentsalternatives
query_part
sagar25-Code-it/ps3d
unknownQueries part geometry and featuresalternatives
shaft_analysis
DanielCuevas1208/engineer-mcp
unknownTorsion stress, twist, and critical speed.alternatives
spring_design
DanielCuevas1208/engineer-mcp
unknownSpring rate, shear stress, and safety factor of a compression spring.alternatives
calc_stress_concentration
graphgrow/root-ext-cad
unknownClosed-form structural first-cuts for stress concentrationalternatives

FAQ

What are the most reliable engineering MCP tools right now?

As of the latest check, Glimind tracks 39 engineering AI agent (MCP) tools, of which 6 are healthy right now. The table below ranks them live-first by real-time reliability. Glimind rates each neutrally (0–100) from safe liveness probes plus privacy-clean real-usage outcomes — see each tool's live page for its current score and a working alternative if it's down.

How does Glimind rank engineering tools?

Ranked live-first by current verdict (healthy → degraded → down), then by the neutral reliability score. Glimind sells no tools, so the ranking is unconflicted.

What if a engineering tool I need is down?

Every tool here links to its live alternatives — capability-matched substitutes that are healthy now. Or query https://glimind.com/v1/alternatives/{toolId}.

Live data via MCP/REST. Neutral ratings — Glimind only measures.

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