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Most reliable simulation AI agent tools

As of the latest check, Glimind tracks 54 simulation 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
flock_step
ai.susurration/playground
healthyAdvance a flock by 1-1000 ticks and get its metrics back (polarization, cluster_count, mean_neighbor_distance), optionally with per-bird posalternatives
flock_timeline
ai.susurration/playground
healthyFetch the metrics series over past ticks (the server keeps the last 5000), with an optional stride to thin the series. This is the tool for alternatives
flock_set_params
ai.susurration/playground
healthyAdjust one or more of the four weights (cohesion, alignment, separation, noise) of a running flock; omitted weights keep their current valuealternatives
flock_create_from_trace
ai.susurration/playground
healthyFork a live flock session from an existing trace: the server re-simulates the trace to its at_tick over the verified path and hands you the alternatives
flock_get
ai.susurration/playground
healthyFetch the full current state of a flock session: parameters, tick, latest metrics, and the complete history of parameter changes. Sessions aalternatives
flock_create
ai.susurration/playground
healthyCreate a new flock simulation: n birds (10-400) on a 1000x600 torus following four weighted rules (cohesion, alignment, separation and, sincalternatives
simulate_progression
Underdark-Development/oxidemud
unknownSimulate character progression stats level-by-levelalternatives
restart_simulation
jasonmeverett/The Trench MCP Server
unknownRestart simulation from beginning, resetting all state to epoch timealternatives
wait_until_time
jasonmeverett/The Trench MCP Server
unknownWait until simulation reaches specific time (seconds since epoch)alternatives
set_rain_delay
Lumeo-sd/opensprinkler-mcp
unknownSet rain delay in hours (0 to clear)alternatives
create_simulation
mseep-fujitsu-sdt-mcp
unknownCreate a new simulation in Digital Rehearsalalternatives
run_simulation
mseep-fujitsu-sdt-mcp
unknownExecute a simulation by IDalternatives
simulate_project
edi-grpc-mcp
unknown执行工程仿真(同步阻塞)alternatives
simulate_netlist_with_ads
edi-grpc-mcp
unknown调用 ADS 仿真控制器alternatives
simulate_anti_burnout
edi-grpc-mcp
unknown抗烧毁仿真与风险评估alternatives
simulate_netlist
edi-grpc-mcp
unknown仿真网表文件alternatives
create_simulation
iflow-mcp_katha-begin-houdini-mcp
unknownSet up a simulation network for physicsalternatives
run_simulation
iflow-mcp_katha-begin-houdini-mcp
unknownExecute a simulation for a specified frame rangealternatives
run_inp
abaqus-mcp
unknownRun an existing Abaqus input deck and return the job reportalternatives
run_inp_autocorrect
abaqus-mcp
unknownRun an input deck with autonomous failure diagnosis and correctionalternatives
connect
ansys-cfx-mcp
unknownConnect to a CFX session (CFX-Pre, CFX Solver, or CFD-Post).alternatives
preview_sim
yudeshi1314520-mcp-dd-simulation
unknown校验仿真设计并补全默认参数,不启动仿真。alternatives
run_sim
yudeshi1314520-mcp-dd-simulation
unknown读取指定 JSON 文件,校验参数并执行弹道仿真。alternatives
advance
Kobe-Vandenberghe/Game of Life MCP
unknownSteps the simulation by a given number of generations (1-100).alternatives
advance_generations
Kobe-Vandenberghe/Game of Life MCP
unknownEfficiently advances the simulation by many generations, returning compact per-sample stats.alternatives
disconnect
ansys-cfx-mcp
unknownDisconnect from a CFX session.alternatives
session_status
ansys-cfx-mcp
unknownGet status of the current CFX session(s).alternatives
simulate_idf
walkererik1991/energyplus-idf-mcp-server
unknownRun an EnergyPlus simulation with the current IDF and weather file.alternatives
create_satellite
alti3/stk-mcp
unknownCreate/configure a satellite from apogee/perigee (km), RAAN, and inclination; TwoBody prop.alternatives
create_location
alti3/stk-mcp
unknownCreate/update a Facility (default) or Place at latitude/longitude/altitude (km).alternatives
setup_scenario
alti3/stk-mcp
unknownCreate/configure an STK Scenario; sets time period and rewinds animation.alternatives
create_simulation_scene
1douya1/genesis-mcp-robotics
unknown建场景 + 地面 + Franka,暂不 buildalternatives
cm_wait_end
carmaker-mcp
unknownWait for the end of the run; returns end status, simulation time, distance and the result filealternatives
cm_live
carmaker-mcp
unknownRead quantities while the simulation runsalternatives
create_parametric_spec
abaqus-mcp
unknownCreate a simulation spec for a parametric shapealternatives
simulate
Ubani-Studio/clo3d-mcp
unknownRun cloth sim for N stepsalternatives
run_engagement
wasomma/fpv-sim-mcp
unknownOne full deterministic engagement: winner (or STALEMATE) with reason, duration, phase timeline, per-team fix quality (CEP breakdown), LOB/inalternatives
build_and_simulate
abaqus-mcp
unknownBuild a model from a simulation spec (JSON) and run it with autonomous correctionalternatives
volt_add_component
physbox-mcp
unknownAdd a component to the Volt circuitalternatives
volt_run_simulation
physbox-mcp
unknownRun a SPICE simulation on the Volt circuitalternatives
mesh_create_scene
physbox-mcp
unknownCreate a new Mesh physics scenealternatives
mesh_add_body
physbox-mcp
unknownAdd a rigid body to the Mesh scenealternatives
mesh_run_simulation
physbox-mcp
unknownRun a physics simulation on the Mesh scenealternatives
simulate_ai_wander
Underdark-Development/oxidemud
unknownSimulate AI random wander paths and room visit frequenciesalternatives
simulate_shop_transaction
Underdark-Development/oxidemud
unknownSimulate shop buying/selling transaction pricing across reputation levelsalternatives
get_expected_view
io.github.putervision/world-model-mcp
unknownObserver pose, horizontal FOV cone, ray-AABB occlusionalternatives
cm_standalone_launch
carmaker-mcp
unknownStart an independent CarMaker process and run a test run on italternatives
cm_standalone_close
carmaker-mcp
unknownStop the processalternatives
simulate_loot
Underdark-Development/oxidemud
unknownSimulate loot drops from a mob templatealternatives
simulate_combat
Underdark-Development/oxidemud
unknownSimulate combat rounds between two characters (based on templates)alternatives
sumo_runner
urban-ai-institute/agentsumo-mcp
unknownRun SUMO simulationalternatives
simulate_gear_loadout
Underdark-Development/oxidemud
unknownSimulate a gear loadout on a mock character and show final statsalternatives
run_simulation
hjlrosales/EPANET MCP Server
unknownRun a hydraulic/water-quality simulation.alternatives
simulate_movement
io.github.putervision/world-model-mcp
unknownDisplacement prediction, AABB collision checks, waypoint routingalternatives

FAQ

What are the most reliable simulation MCP tools right now?

As of the latest check, Glimind tracks 54 simulation 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 simulation 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 simulation 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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