docker
Execute research code inside isolated Docker containers for safe replication, experiments, and benchmarks.
Skill by ParamJani21
Install
Works with Claude Code, Claude apps, Codex, Cursor, Gemini CLI, GitHub Copilot, VS Code, OpenCode, Goose, Windsurf. Read the repository before you give any tool access to your data.
npx agentmarket install skill/paramjani21-docker
Asks which of your tools to add it to (Claude Code, Codex, Cursor, VS Code, Windsurf, Gemini CLI, Claude Desktop) and shows the change first. See https://agentmart.dev/cli.
Get the weekly diff
The weekly diff: one email a week with new agent tools, notable updates and grade changes, plus security alerts for tools you follow. Double opt-in, one-click unsubscribe.
About
Use cases: devops, research
Reviews
Write a reviewNo reviews yet. Installed it? Reviews come from verified installers only. How reviews work
Permissions: not checked yet.
What's inside
- Skill name
docker- Description
- Execute research code inside isolated Docker containers for safe replication, experiments, and benchmarks. Use when the user selects Docker as the execution environment or asks to run code safely, in isolation, or in a sandbox.
- License
- MIT
- Allowed tools
- Bash(docker:*)
- Instructions
- 80 lines in SKILL.md · view on GitHub
Before installing
- Pre-approves some shell commands
Files (1)
- SKILL.md
SKILL.md (first lines)
# Docker Sandbox Run research code inside Docker containers while Feynman stays on the host. The container gets the project files, runs the commands, and results sync back. ## When to use - User selects "Docker Sandbox" as the execution environment in `/replicate` or `/autoresearch` - Running untrusted code from a paper's repository - Experiments that install packages or modify system state - Any time the user asks to run research code safely or isolated for a Feynman workflow ## How it works 1. Build or pull an appropriate base image for the research code 2. Mount the project directory into the container 3. Run experiment commands inside the container 4. Results write back to the mounted directory ## Running commands in a container For Python research code (most common): ```bash docker run --rm -v "$(pwd)":/workspace -w /workspace python:3.11 bash -c " pip install -r requirements.txt && python train.py " ``` For projects with a Dockerfile: ```bash docker build -t feynman-experiment . docker run --rm -v "$(pwd)/results":/workspace/results feynman-experiment ``` For GPU workloads: ```bash docker run --rm --gpus all -v "$(pwd)":/workspace -w /workspace pytorch/pytorch:latest bash -c " pip install -r requirements.txt && python train.py " ``` ## Choosing the base image | Research type | Base image | | --- | --- | | Python ML/DL | `pytorch/pytorch:latest` or `tensorflow/tensorflow:latest-gpu` | | Python general | `python:3.11` | | Node.js | `node:20` | | R / statistics | `rocker/r-ver:4` | | Julia | `julia:1.10` | | Multi-language | `ubuntu:24.04` with manual installs | ## Persistent containers For iterative experiments (like `/autoresearch`), create a named container instead of `--rm`. Choose a descriptive name based on the experiment: ```bash docker create --name <name> -v "$(pwd)":/workspace -w /workspace python:3.11 tail -f /dev/null docker start <name> docker exec <name> bash -c "pip install -r requirements.txt" docker exec <name> bash -c "python train.py" ``` This preserves installed packages across iterations. Clean up with: ```bash docker stop <name> && docker rm <name> ``` ## Notes - The mounted workspace syncs results back to the host automatically - Containers are network-enabled by default — add `--network none` for full isolation - For GPU access, Docker must be configured with the NVIDIA Container Toolkit
From ParamJani21/feynman, MIT.
More from ParamJani21/feynman
- 0.469score
alphafold2
ParamJani21
Predict or audit protein structures with AlphaFold2-style workflows.
SkillCFreshness: CClaude Code +9 - 0.469score
boltz
ParamJani21
Run or plan Boltz biomolecular structure predictions for proteins, complexes, ligands, or nucleic-acid assemblies.
SkillCFreshness: CClaude Code +9 - 0.469score
borzoi
ParamJani21
Use Borzoi-style regulatory genomics models for sequence-to-expression or variant-effect analysis.
SkillCFreshness: CClaude Code +9 - 0.469score
chai1
ParamJani21
Run or prepare Chai-1 structure predictions for biomolecular complexes.
SkillCFreshness: CClaude Code +9 - 0.469score
compute-env-setup
ParamJani21
Set up a reproducible Feynman compute environment for research jobs.
SkillCFreshness: CClaude Code +9 - 0.469score
customize
ParamJani21
Configure Feynman specialists, skills, connectors, permissions, memory categories, compute providers, and project setup.
SkillCFreshness: CClaude Code +9 - 0.469score
diffdock
ParamJani21
Run or plan DiffDock molecular docking workflows.
SkillCFreshness: CClaude Code +9 - 0.469score
esmfold2
ParamJani21
Predict quick protein structures with ESMFold-style workflows.
SkillCFreshness: CClaude Code +9 - 0.469score
evo2
ParamJani21
Use Evo2-style biological sequence models for generation, scoring, or variant-effect analysis.
SkillCFreshness: CClaude Code +9 - 0.469score
fair-esm2
ParamJani21
Use ESM2 protein language models for embeddings, mutation scoring, remote homology, or representation analysis.
SkillCFreshness: CClaude Code +9 - 0.469score
figure-composer
ParamJani21
Compose a publication-grade multi-panel scientific figure from a claim, dataset, or draft result.
SkillCFreshness: CClaude Code +9 - 0.469score
figure-style
ParamJani21
Apply scientific plotting and figure-quality rules to a single plot or panel.
SkillCFreshness: CClaude Code +9
Signals
- Stars
- 0
- Forks
- 0
- Open issues
- 0
- Last commit (this folder)
- Jun 23, 2026 (4 months ago)
From GitHub (fetched Oct 24, 2026).
Details
- License
- MIT
- Repository
- github.com/ParamJani21/feynman
- First seen
- Oct 24, 2026
- Last checked
- Oct 24, 2026
- Source
- GitHubgithub-graphql
Same skill elsewhere
Copies of this SKILL.md published by others; search shows only one of them.
- 0.854score
docker
Companion-Inc
Execute research code inside isolated Docker containers for safe replication, experiments, and benchmarks.
SkillAFreshness: A★ 10KClaude Code +9 - 0.358score
docker
TQuang122
Execute research code inside isolated Docker containers for safe replication, experiments, and benchmarks.
SkillAFreshness: A★ 2Claude Code +9 - 0.321score
docker
yejunbin
Execute research code inside isolated Docker containers for safe replication, experiments, and benchmarks.
SkillCFreshness: C★ 7Claude Code +9 - 0.263score
docker
itsamirkhon
Execute research code inside isolated Docker containers for safe replication, experiments, and benchmarks.
SkillDFreshness: D★ 2Claude Code +9 - 0.256score
docker
maedoc
Execute research code inside isolated Docker containers for safe replication, experiments, and benchmarks.
SkillDFreshness: D★ 1Claude Code +9 - 0.246score
docker
WilmerGaspar
Execute research code inside isolated Docker containers for safe replication, experiments, and benchmarks.
SkillDFreshness: DClaude Code +9
More from ParamJani21
- 0.469score
boltz
ParamJani21
Run or plan Boltz biomolecular structure predictions for proteins, complexes, ligands, or nucleic-acid assemblies.
SkillCFreshness: CClaude Code +9 - 0.469score
borzoi
ParamJani21
Use Borzoi-style regulatory genomics models for sequence-to-expression or variant-effect analysis.
SkillCFreshness: CClaude Code +9 - 0.469score
chai1
ParamJani21
Run or prepare Chai-1 structure predictions for biomolecular complexes.
SkillCFreshness: CClaude Code +9 - 0.469score
compute-env-setup
ParamJani21
Set up a reproducible Feynman compute environment for research jobs.
SkillCFreshness: CClaude Code +9 - 0.469score
customize
ParamJani21
Configure Feynman specialists, skills, connectors, permissions, memory categories, compute providers, and project setup.
SkillCFreshness: CClaude Code +9 - 0.469score
alphafold2
ParamJani21
Predict or audit protein structures with AlphaFold2-style workflows.
SkillCFreshness: CClaude Code +9
Cite this page
docker skill. Agent Mart. https://agentmart.dev/skills/paramjani21-docker (last updated 2026-10-24)