Individual skill
simpy
Builds, tests, and analyzes bounded process-based discrete-event simulations in Python with SimPy 4.1.2: Environment, Timeout, Process, AnyOf/AllOf conditions, interrupts, Resource, PriorityResource, PreemptiveResource, Container, Store, time-weighted monitoring, and replication-based output analysis, plus bundled safe CLIs. Use when modeling queues, production lines, logistics, or service operations with generator processes; when contending entities need shared resources or preemption; when instrumenting queue length or utilization correctly; when running independent replications with seeds and confidence intervals; when debugging event ordering or run(until=) boundaries. Not for continuous-time ODE or agent-based modeling frameworks.
plugins/KalarisLabs/research-agent-skills/skills/simpy/SKILL.md
Source commit d780783eba4ecc7c8b9429f95c9362df95f07c61
What was checked
- Matches the observed repository HEAD
- Yes
- Scanner rules are current
- Yes
- Repository scan complete
- No
- Skill scan complete
- No
- Observed behavior
- Network or broad shell
- Last checked
- Nov 4, 2026
These are observations at the recorded commit, not a guarantee of safety. Review the source before running it.
Install this skill
Choose an agent in your Stack or copy a command below. Commands fetch the pinned commit and copy only this skill directory. Existing destinations are refused. Copying a command does not install anything.
An install command is unavailable: current rules, complete repository and skill scans, an eligible behavior level and a permitted license are required.
Repository context
- Repository stars (not skill ratings)
- 1,531
- Repository last updated
- Nov 6, 2026
- License
- Apache-2.0
Observed agent integration: No specific integration evidence. Standard SKILL.md installation does not imply verified compatibility.
- ai-coding Repository topic
- awesome Repository topic
- awesome-list Repository topic
- codex Repository topic
- codex-plugins Repository topic
- openai Repository topic
- codex-skill Repository topic
- codex-skills Repository topic
- marketplace Repository topic
- codex-marketplace Repository topic
- operations Derived category
- testing Derived category
- devops Derived category
- devops-containers Derived category
Declared tags are partial or unavailable.
Files and excerpt
File metadata and permitted, redacted excerpts come from the recorded scan. Source links are pinned to that commit.
Browse files
SKILL.mdcore · 13,120 bytesSKILL.mdcore · 13,120 bytesSKILL.mdcore · 13,120 bytesSKILL.mdcore · 13,120 bytesSKILL.mdcore · 13,120 bytesSKILL.mdcore · 13,120 bytesSKILL.mdcore · 13,120 bytesSKILL.mdcore · 13,120 bytesSKILL.mdcore · 13,120 bytesSKILL.mdcore · 13,120 bytesSKILL.mdcore · 13,120 bytesSKILL.mdcore · 13,120 bytesSKILL.mdcore · 13,120 bytesSKILL.mdcore · 13,120 bytesSKILL.mdcore · 13,120 bytesSKILL.mdcore · 13,120 bytesSKILL.mdcore · 13,120 bytesreferences/cli-guide.mddoc · 7,882 bytesreferences/events.mddoc · 7,294 bytesreferences/monitoring.mddoc · 8,344 bytesreferences/process-interaction.mddoc · 7,703 bytesreferences/real-time.mddoc · 5,159 bytesreferences/resources.mddoc · 8,489 bytesreferences/simulation-methodology.mddoc · 11,724 bytesreferences/sources.mddoc · 9,785 bytesscripts/_common.pyruns · 15,134 bytesscripts/basic_simulation_template.pyruns · 13,197 bytesscripts/bounded_queue_scenario.pyruns · 3,609 bytesscripts/event_trace_summary.pyruns · 10,769 bytesscripts/replication_runner.pyruns · 6,234 bytesscripts/resource_monitor.pyruns · 15,945 bytesscripts/validate_simulation_config.pyruns · 3,679 bytes
Read excerpt
# SimPy
## Scope
Use this skill for process-based discrete-event models where active entities yield
events and contend for resources: queues, production systems, logistics, networks,
service operations, inventory, and other event-driven systems.
SimPy supplies an event scheduler and modeling primitives. It does **not** choose a
scientifically valid conceptual model, input distribution, warm-up, run length,
replication count, estimand, or causal interpretation. Treat those as simulation-study
methodology, not SimPy API behavior.
## Current release and installation