Finetuning Method Selection
wshobson/agents
Decide whether to fine-tune at all, and route to the right method (SFT, DPO/ORPO/KTO, GRPO/RLVR, continued pretraining) and base model.
Agent skill
Numerical Integration
by FreedomIntelligence in FreedomIntelligence/OpenClaw-Medical-Skills
Select and configure time integration methods for ODE/PDE simulations.
No licenceAuto-check: notes
Install Numerical Integration
$ npx skills add FreedomIntelligence/OpenClaw-Medical-Skills --skill numerical-integration -a claude-codeProject install by default; add -g for ~/.claude/skills/.
$ gh skill install FreedomIntelligence/OpenClaw-Medical-Skills numerical-integration --agent claude-codeProject scope by default; add --scope user for a personal install. Needs GitHub CLI 2.90.0 or later (public preview).
$ git clone --depth 1 https://github.com/FreedomIntelligence/OpenClaw-Medical-Skills.git skills-src && mkdir -p .claude/skills && cp -r skills-src/skills/numerical-integration .claude/skills/numerical-integration && rm -rf skills-srcUse ~/.claude/skills/ instead of .claude/skills for a personal install. The folder must contain SKILL.md.
Claude Code skills documentation · loads skills from .claude/skills/
Install the "numerical-integration" agent skill from https://github.com/FreedomIntelligence/OpenClaw-Medical-Skills/tree/main/skills/numerical-integration into .claude/skills/numerical-integration/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "numerical-integration", then confirm the skill loads.Claude Code copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
$skill-installer install https://github.com/FreedomIntelligence/OpenClaw-Medical-Skills/tree/main/skills/numerical-integrationType this inside Codex. $skill-installer <name> installs a curated skill from openai/skills. The installer writes to $CODEX_HOME/skills (default ~/.codex/skills). Restart Codex if the skill does not show up.
$ npx skills add FreedomIntelligence/OpenClaw-Medical-Skills --skill numerical-integration -a codexProject install goes to .agents/skills/; add -g for ~/.codex/skills/.
$ gh skill install FreedomIntelligence/OpenClaw-Medical-Skills numerical-integration --agent codexProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/FreedomIntelligence/OpenClaw-Medical-Skills.git skills-src && mkdir -p .agents/skills && cp -r skills-src/skills/numerical-integration .agents/skills/numerical-integration && rm -rf skills-srcUse ~/.agents/skills/ instead of .agents/skills for a personal install.
Codex skills documentation · loads skills from .agents/skills/
Install the "numerical-integration" agent skill from https://github.com/FreedomIntelligence/OpenClaw-Medical-Skills/tree/main/skills/numerical-integration into .agents/skills/numerical-integration/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "numerical-integration", then confirm the skill loads.Codex copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
$ npx skills add FreedomIntelligence/OpenClaw-Medical-Skills --skill numerical-integration -a cursorProject install goes to .agents/skills/; add -g for ~/.cursor/skills/.
$ gh skill install FreedomIntelligence/OpenClaw-Medical-Skills numerical-integration --agent cursorProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/FreedomIntelligence/OpenClaw-Medical-Skills.git skills-src && mkdir -p .cursor/skills && cp -r skills-src/skills/numerical-integration .cursor/skills/numerical-integration && rm -rf skills-srcUse ~/.cursor/skills/ instead of .cursor/skills for a personal install.
Cursor skills documentation · loads skills from .cursor/skills/, .agents/skills/, .claude/skills/, .codex/skills/
Install the "numerical-integration" agent skill from https://github.com/FreedomIntelligence/OpenClaw-Medical-Skills/tree/main/skills/numerical-integration into .cursor/skills/numerical-integration/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "numerical-integration", then confirm the skill loads.Cursor copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
$ gemini skills install https://github.com/FreedomIntelligence/OpenClaw-Medical-Skills.git --path skills/numerical-integration--scope user (default) or --scope workspace; --path is the subfolder of the repo that holds the skill; --consent skips the security confirmation prompt.
$ npx skills add FreedomIntelligence/OpenClaw-Medical-Skills --skill numerical-integration -a gemini-cliProject install goes to .agents/skills/; add -g for ~/.gemini/skills/.
$ gh skill install FreedomIntelligence/OpenClaw-Medical-Skills numerical-integration --agent gemini-cliProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/FreedomIntelligence/OpenClaw-Medical-Skills.git skills-src && mkdir -p .gemini/skills && cp -r skills-src/skills/numerical-integration .gemini/skills/numerical-integration && rm -rf skills-srcUse ~/.gemini/skills/ instead of .gemini/skills for a personal install, then run /skills reload.
Gemini CLI skills documentation · loads skills from .gemini/skills/, .agents/skills/
Install the "numerical-integration" agent skill from https://github.com/FreedomIntelligence/OpenClaw-Medical-Skills/tree/main/skills/numerical-integration into .gemini/skills/numerical-integration/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "numerical-integration", then confirm the skill loads.Gemini CLI copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
$ gh skill install FreedomIntelligence/OpenClaw-Medical-Skills numerical-integrationInstalls for Copilot at project scope by default; add --scope user for a personal install. Preview a skill first with gh skill preview. Needs GitHub CLI 2.90.0 or later (public preview).
$ npx skills add FreedomIntelligence/OpenClaw-Medical-Skills --skill numerical-integration -a github-copilotProject install goes to .agents/skills/; add -g for ~/.copilot/skills/.
$ git clone --depth 1 https://github.com/FreedomIntelligence/OpenClaw-Medical-Skills.git skills-src && mkdir -p .github/skills && cp -r skills-src/skills/numerical-integration .github/skills/numerical-integration && rm -rf skills-srcUse ~/.copilot/skills/ instead of .github/skills for a personal install. Commit .github/skills so cloud agent and code review can use it.
GitHub Copilot skills documentation · loads skills from .github/skills/, .claude/skills/, .agents/skills/
Install the "numerical-integration" agent skill from https://github.com/FreedomIntelligence/OpenClaw-Medical-Skills/tree/main/skills/numerical-integration into .github/skills/numerical-integration/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "numerical-integration", then confirm the skill loads.GitHub Copilot copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
$ npx skills add FreedomIntelligence/OpenClaw-Medical-Skills --skill numerical-integration -a opencodeOpenCode documents no install command of its own. Project install goes to .agents/skills/; add -g for ~/.config/opencode/skills/.
$ gh skill install FreedomIntelligence/OpenClaw-Medical-Skills numerical-integration --agent opencodeProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/FreedomIntelligence/OpenClaw-Medical-Skills.git skills-src && mkdir -p .opencode/skills && cp -r skills-src/skills/numerical-integration .opencode/skills/numerical-integration && rm -rf skills-srcUse ~/.config/opencode/skills/ instead of .opencode/skills for a personal install.
OpenCode skills documentation · loads skills from .opencode/skills/, .claude/skills/, .agents/skills/
Install the "numerical-integration" agent skill from https://github.com/FreedomIntelligence/OpenClaw-Medical-Skills/tree/main/skills/numerical-integration into .opencode/skills/numerical-integration/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "numerical-integration", then confirm the skill loads.OpenCode copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
Facts
- Skill name
numerical-integration- GitHub stars
- 3.1k
- Used in
- 1 other repo
- Token cost
- ~1.5k tokens
- SKILL.md length
- 449 words
- Files
- 12 (incl. scripts, references)
- Skills in repo
- 173
- Repo updated
- First seen
- Licence
- None found
At a glance
Select and configure time integration methods for ODE/PDE simulations.
- Works in 7 steps: Classify stiffness - Check eigenvalue… → Choose tolerances - See… → Select integrator - Run… → …
- Choosing explicit/implicit schemes
- SKILL.md covers Goal, Requirements, Inputs to Gather and Decision Guidance, plus 10 more sections
- Runs Python scripts from its folder; calls python3
What it does
Numerical Integration is an agent skill from FreedomIntelligence/OpenClaw-Medical-Skills. Select and configure time integration methods for ODE/PDE simulations. Use when choosing explicit/implicit schemes, setting error tolerances, adapting time steps, diagnosing integration accuracy, planning IMEX splitting, or handling stiff/non-stiff coupled systems.
Its SKILL.md is about 1.5k tokens, which your agent loads only when the skill is triggered. The skill folder holds 13 other files, including scripts and reference files (for example `references/error_control.md`, `references/imex_guidelines.md` and `references/method_catalog.md`).
The repository describes itself as: The largest open-source medical AI skills library for OpenClaw🦞.
When your agent uses it
- Choosing explicit/implicit schemes
- Setting error tolerances
- Adapting time steps
- Diagnosing integration accuracy
Example prompts
- “/numerical-integration”
Requirements
- Python 3
- Pre-approved tools (allowed-tools): Read, Bash, Write, Grep, Glob
Workflow steps
7 steps, taken from the first numbered list in SKILL.md.
- Classify stiffness - Check eigenvalue spread or use stiffness_detector
- Choose tolerances - See references/tolerance_guidelines.md
- Select integrator - Run scripts/integrator_selector.py
- Compute error norms - Use scripts/error_norm.py for step acceptance
- Adapt step size - Use scripts/adaptive_step_controller.py
- Plan IMEX/splitting - If mixed stiff/nonstiff, use scripts/imex_split_planner.py
- Validate convergence - Repeat with tighter tolerances
What it can do on your machine
Read from SKILL.md and the folder at commit b1f9b6e. It shows what the files ask for, not the result of running them.
Tool permissions
Pre-approves these tools, so the agent can use them without asking each time:
ReadBashWriteGrepGlob
From allowed-tools in the SKILL.md frontmatter.
Runs code
Ships 5 files in scripts/ (Python), which the agent can run.
Shell commands in SKILL.md call:
python3
From the folder's file list and the shell code blocks in SKILL.md.
Network
No URLs in SKILL.md.
From URLs in SKILL.md, links to its own repository left out.
Credentials
Names no API keys, tokens, secrets or passwords.
From names ending in _API_KEY, _TOKEN, _SECRET, _KEY or _PASSWORD in SKILL.md.
Context cost
Numerical Integration loads about 1.5k tokens when it runs, and up to ~13k if it reads all its reference files. Until then it costs about 72 tokens; SKILL.md has 449 words of instructions outside code blocks.
Estimates: characters ÷ 4, the usual rule of thumb; real counts depend on the model's tokenizer. Scripts and assets cost tokens only if the agent reads them.
Safety
Auto-check: notes
The automated check noted patterns worth knowing about, such as sudo or a known installer.
- NotePre-approves every shell command (allowed-tools: Bash)SKILL.md
allowed-tools: Read, Bash, Write, Grep, Glob
Automated static check — not a guarantee. Review scripts before installing. It scans the text of SKILL.md for risky patterns (piping downloads into a shell, reading credential files, hidden Unicode, destructive commands); the scripts in this folder are not scanned.
SKILL.md
Without a licence we can't republish the file, so here is its outline and opening line. It has 449 words (~1,547 tokens).
“Provide a reliable workflow to select integrators, set tolerances, and manage adaptive time stepping for time-dependent simulations.”
- name
- numerical-integration
- allowed-tools
- Read, Bash, Write, Grep, Glob
Files
SKILL.md and 11 other files (scripts, references) in skills/numerical-integration of FreedomIntelligence/OpenClaw-Medical-Skills.
- SKILL.md
- references/error_control.md
- references/imex_guidelines.md
- references/method_catalog.md
- references/multiphase_field_patterns.md
- references/splitting_catalog.md
- references/tolerance_guidelines.md
- scripts/adaptive_step_controller.py
- scripts/error_norm.py
- scripts/imex_split_planner.py
- scripts/integrator_selector.py
- scripts/splitting_error_estimator.py
Open the folder on GitHubat commit b1f9b6e
Used in 1 other repository
We found 1 copy of this SKILL.md (exact, near-identical or edited) in other folders, from 1 other GitHub owner. This page covers the copy in FreedomIntelligence/OpenClaw-Medical-Skills, which our catalogue first saw on October 7, 2026.
Compare with similar skills
Numerical Integration next to the 5 skills that share the most tags, products or categories with it. Stars are the repository's; “used in” counts other GitHub owners with a copy.
| Skill | Stars | Used in | Tokens | Auto-check | Licence | Repo updated |
|---|---|---|---|---|---|---|
| Numerical Integration this skillFreedomIntelligence/OpenClaw-Medical-Skills | 3.1k | 1 repos | ~1.5k | Automated safety check: Notes | None | |
| Finetuning Method Selectionwshobson/agents | 40k | — | ~2k | Automated safety check: Pass | MIT | |
| Numerical Methodsbrycewang-stanford/Auto-Empirical-Research-Skills | 4.5k | — | ~1.9k | Automated safety check: Pass | Custom licence | |
| Select Namethedaviddias/Front-End-Checklist | 74k | — | ~451 | Automated safety check: Pass | MIT | |
| Configurationgreenpau/caddy-security | 2.3k | — | ~2.6k | Automated safety check: Pass | Apache-2.0 | |
| Santa Methodaffaan-m/ECC | 274k | 3 repos | ~3.1k | Automated safety check: Pass | MIT |
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brycewang-stanford/Auto-Empirical-Research-Skills
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Configuration
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Santa Method
affaan-m/ECC
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Questions about Numerical Integration
What does Numerical Integration do?
Select and configure time integration methods for ODE/PDE simulations. Numerical Integration is an agent skill from FreedomIntelligence/OpenClaw-Medical-Skills. Select and configure time integration methods for ODE/PDE simulations.
When should I use Numerical Integration?
Numerical Integration fits situations like: choosing explicit/implicit schemes; setting error tolerances; adapting time steps; diagnosing integration accuracy.
How do I install Numerical Integration in Claude Code?
Run `npx skills add FreedomIntelligence/OpenClaw-Medical-Skills --skill numerical-integration -a claude-code`. Or copy the skill folder (skills/numerical-integration in FreedomIntelligence/OpenClaw-Medical-Skills) into .claude/skills/numerical-integration in your project. Claude Code loads it when a task matches its description.
How do I install Numerical Integration in Codex?
Run `npx skills add FreedomIntelligence/OpenClaw-Medical-Skills --skill numerical-integration -a codex`. Or copy the skill folder (skills/numerical-integration in FreedomIntelligence/OpenClaw-Medical-Skills) into .agents/skills/numerical-integration in your project. Codex loads it when a task matches its description.
Can I use Numerical Integration in Cursor, Gemini CLI or GitHub Copilot?
Cursor, Gemini CLI, GitHub Copilot and OpenCode also load SKILL.md folders. With the skills CLI, run `npx skills add FreedomIntelligence/OpenClaw-Medical-Skills --skill numerical-integration -a cursor` (or -a gemini-cli, github-copilot or opencode for the others). To copy it by hand, put the folder in .cursor/skills/numerical-integration, .gemini/skills/numerical-integration, .github/skills/numerical-integration and .opencode/skills/numerical-integration in your project.
What does Numerical Integration need to run?
Going by SKILL.md and its folder, Numerical Integration needs Python for the scripts in its folder and the command-line tools its instructions call (python3). Our summary lists: Python 3. Its frontmatter pre-approves these tools: Read, Bash, Write, Grep, Glob.
Does Numerical Integration access the network?
SKILL.md contains no URLs. Any network use would come from the scripts or tools the agent runs. This is read from the text; nothing was executed.
Is Numerical Integration safe to install?
Our automated static check of SKILL.md found notes only (pre-approves every shell command (allowed-tools: bash)), nothing it rates as a warning. It is not a guarantee. The check reads SKILL.md only: the scripts in the folder are not scanned, so read them before running anything.
What licence does Numerical Integration use?
No licence was found for Numerical Integration or its repository. Without one, default copyright applies: ask the author before reusing or redistributing it.
How many tokens does Numerical Integration use?
About 1.5k tokens (SKILL.md is roughly 6.2k characters). Agents keep only the skill's name and description in context until a task matches; then they load SKILL.md in full. Its references folder adds about 11k tokens, read only when the agent opens those files.
What are the alternatives to Numerical Integration?
Skills that share tags, products or a category with Numerical Integration: Finetuning Method Selection (wshobson/agents, 40k stars), Numerical Methods (brycewang-stanford/Auto-Empirical-Research-Skills, 4.5k stars), Select Name (thedaviddias/Front-End-Checklist, 74k stars) and Configuration (greenpau/caddy-security, 2.3k stars). The comparison table on this page puts their stars, adoption, token cost, safety result and licence side by side.
Who maintains Numerical Integration?
FreedomIntelligence (a GitHub organization) maintains it in FreedomIntelligence/OpenClaw-Medical-Skills, which has 3,051 GitHub stars. The repository holds 173 skills in this directory. The repository was last updated on July 21, 2026.
Source: FreedomIntelligence/OpenClaw-Medical-Skills on GitHub. Facts on this page come from the repository at the commit we read; the author's words are quoted as theirs.