Statsmodels
zLanqing/codex-claude-academic-skills
Statistical models library for Python. An agent skill from zLanqing/codex-claude-academic-skills.
Extract, analyze, and visualize simulation output data. An agent skill from FreedomIntelligence/OpenClaw-Medical-Skills.
Install Post Processing
$ npx skills add FreedomIntelligence/OpenClaw-Medical-Skills --skill post-processing -a claude-codeProject install by default; add -g for ~/.claude/skills/.
$ gh skill install FreedomIntelligence/OpenClaw-Medical-Skills post-processing --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/post-processing .claude/skills/post-processing && 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 "post-processing" agent skill from https://github.com/FreedomIntelligence/OpenClaw-Medical-Skills/tree/main/skills/post-processing into .claude/skills/post-processing/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "post-processing", 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/post-processingType 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 post-processing -a codexProject install goes to .agents/skills/; add -g for ~/.codex/skills/.
$ gh skill install FreedomIntelligence/OpenClaw-Medical-Skills post-processing --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/post-processing .agents/skills/post-processing && rm -rf skills-srcUse ~/.agents/skills/ instead of .agents/skills for a personal install.
Codex skills documentation · loads skills from .agents/skills/
Install the "post-processing" agent skill from https://github.com/FreedomIntelligence/OpenClaw-Medical-Skills/tree/main/skills/post-processing into .agents/skills/post-processing/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "post-processing", 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 post-processing -a cursorProject install goes to .agents/skills/; add -g for ~/.cursor/skills/.
$ gh skill install FreedomIntelligence/OpenClaw-Medical-Skills post-processing --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/post-processing .cursor/skills/post-processing && 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 "post-processing" agent skill from https://github.com/FreedomIntelligence/OpenClaw-Medical-Skills/tree/main/skills/post-processing into .cursor/skills/post-processing/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "post-processing", 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/post-processing--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 post-processing -a gemini-cliProject install goes to .agents/skills/; add -g for ~/.gemini/skills/.
$ gh skill install FreedomIntelligence/OpenClaw-Medical-Skills post-processing --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/post-processing .gemini/skills/post-processing && 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 "post-processing" agent skill from https://github.com/FreedomIntelligence/OpenClaw-Medical-Skills/tree/main/skills/post-processing into .gemini/skills/post-processing/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "post-processing", 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 post-processingInstalls 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 post-processing -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/post-processing .github/skills/post-processing && 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 "post-processing" agent skill from https://github.com/FreedomIntelligence/OpenClaw-Medical-Skills/tree/main/skills/post-processing into .github/skills/post-processing/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "post-processing", 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 post-processing -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 post-processing --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/post-processing .opencode/skills/post-processing && 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 "post-processing" agent skill from https://github.com/FreedomIntelligence/OpenClaw-Medical-Skills/tree/main/skills/post-processing into .opencode/skills/post-processing/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "post-processing", 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
post-processing- GitHub stars
- 3.1k
- Used in
- 1 other repo
- Token cost
- ~2.2k tokens
- SKILL.md length
- 376 words
- Files
- 12 (incl. scripts, references)
- Skills in repo
- 173
- Repo updated
- First seen
- Licence
- None found
At a glance
Extract, analyze, and visualize simulation output data. An agent skill from FreedomIntelligence/OpenClaw-Medical-Skills.
- Works in 8 steps: Data Inventory → Field Extraction → Time Series Analysis → …
- Field extraction
- SKILL.md covers Goal, Inputs to Gather, Scripts and Workflow, plus 6 more sections
- Runs Python scripts from its folder; calls python
What it does
Post Processing is an agent skill from FreedomIntelligence/OpenClaw-Medical-Skills. Extract, analyze, and visualize simulation output data. Use for field extraction, time series analysis, line profiles, statistical summaries, derived quantity computation, result comparison to references, and automated report generation from simulation results.
Its SKILL.md is about 2.2k 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/comparison_metrics.md`, `references/data_formats.md` and `references/derived_quantities_guide.md`).
It sits in Data & Analytics, covering Forecasting and time series and Statistics. The repository describes itself as: The largest open-source medical AI skills library for OpenClaw🦞.
When your agent uses it
- Field extraction
- Time series analysis
- Statistical summaries
- Derived quantity computation
Example prompts
- “/post-processing”
Requirements
- Python 3
- Pre-approved tools (allowed-tools): Read, Bash, Write, Grep, Glob
Workflow steps
8 steps, taken from the step headings in SKILL.md.
- Data Inventory
- Field Extraction
- Time Series Analysis
- Line Profile Extraction
- Statistical Analysis
- Derived Quantities
- Comparison with Reference
- Report Generation
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 7 files in scripts/ (Python), which the agent can run.
Shell commands in SKILL.md call:
python
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
Post Processing loads about 2.2k tokens when it runs, and up to ~5.8k if it reads all its reference files. Until then it costs about 69 tokens; SKILL.md has 376 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 376 words (~2,187 tokens).
“Analyze and extract meaningful information from simulation output data.”
- name
- post-processing
- allowed-tools
- Read, Bash, Write, Grep, Glob
Files
SKILL.md and 11 other files (scripts, references) in skills/post-processing of FreedomIntelligence/OpenClaw-Medical-Skills.
- SKILL.md
- references/comparison_metrics.md
- references/data_formats.md
- references/derived_quantities_guide.md
- references/statistical_methods.md
- scripts/comparison_tool.py
- scripts/derived_quantities.py
- scripts/field_extractor.py
- scripts/profile_extractor.py
- scripts/report_generator.py
- scripts/statistical_analyzer.py
- scripts/time_series_analyzer.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
Post Processing 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 |
|---|---|---|---|---|---|---|
| Post Processing this skillFreedomIntelligence/OpenClaw-Medical-Skills | 3.1k | 1 repos | ~2.2k | Automated safety check: Notes | None | |
| StatsmodelszLanqing/codex-claude-academic-skills | 4.6k | 16 repos | ~4.9k | Automated safety check: Pass | BSD-3-Clause | |
| Find Hypertable Candidatestimescale/pg-aiguide | 1.9k | 1 repos | ~2.6k | Automated safety check: Pass | Apache-2.0 | |
| Data Sciencetravisjneuman/.claude | 101 | 1 repos | ~2.3k | Automated safety check: Pass | MIT | |
| Data Scientistdavila7/claude-code-templates | 32k | 8 repos | ~2.6k | Automated safety check: Pass | MIT | |
| Quant Statistical MethodsHKUDS/Vibe-Trading | 35k | — | ~4k | Automated safety check: Pass | MIT |
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Related
Categories
Questions about Post Processing
What does Post Processing do?
Extract, analyze, and visualize simulation output data. An agent skill from FreedomIntelligence/OpenClaw-Medical-Skills. Post Processing is an agent skill from FreedomIntelligence/OpenClaw-Medical-Skills. Extract, analyze, and visualize simulation output data.
When should I use Post Processing?
Post Processing fits situations like: field extraction; time series analysis; statistical summaries; derived quantity computation.
How do I install Post Processing in Claude Code?
Run `npx skills add FreedomIntelligence/OpenClaw-Medical-Skills --skill post-processing -a claude-code`. Or copy the skill folder (skills/post-processing in FreedomIntelligence/OpenClaw-Medical-Skills) into .claude/skills/post-processing in your project. Claude Code loads it when a task matches its description.
How do I install Post Processing in Codex?
Run `npx skills add FreedomIntelligence/OpenClaw-Medical-Skills --skill post-processing -a codex`. Or copy the skill folder (skills/post-processing in FreedomIntelligence/OpenClaw-Medical-Skills) into .agents/skills/post-processing in your project. Codex loads it when a task matches its description.
Can I use Post Processing 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 post-processing -a cursor` (or -a gemini-cli, github-copilot or opencode for the others). To copy it by hand, put the folder in .cursor/skills/post-processing, .gemini/skills/post-processing, .github/skills/post-processing and .opencode/skills/post-processing in your project.
What does Post Processing need to run?
Going by SKILL.md and its folder, Post Processing needs Python for the scripts in its folder and the command-line tools its instructions call (python). Our summary lists: Python 3. Its frontmatter pre-approves these tools: Read, Bash, Write, Grep, Glob.
Does Post Processing 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 Post Processing 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 Post Processing use?
No licence was found for Post Processing or its repository. Without one, default copyright applies: ask the author before reusing or redistributing it.
How many tokens does Post Processing use?
About 2.2k tokens (SKILL.md is roughly 8.7k 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 3.6k tokens, read only when the agent opens those files.
What are the alternatives to Post Processing?
Skills that share tags, products or a category with Post Processing: Statsmodels (zLanqing/codex-claude-academic-skills, 4.6k stars), Find Hypertable Candidates (timescale/pg-aiguide, 1.9k stars), Data Science (travisjneuman/.claude, 101 stars) and Data Scientist (davila7/claude-code-templates, 32k stars). The comparison table on this page puts their stars, adoption, token cost, safety result and licence side by side.
Who maintains Post Processing?
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.