Question2report
refraction-ray/xalpha
Turn a natural-language financial question into a polished, self-contained HTML report.
Agent skill
Bio Imaging Mass Cytometry Quality Metrics
by FreedomIntelligence in FreedomIntelligence/OpenClaw-Medical-Skills
Quality metrics for IMC data including signal-to-noise, channel correlation, tissue integrity, and acquisition QC.
Install Bio Imaging Mass Cytometry Quality Metrics
$ npx skills add FreedomIntelligence/OpenClaw-Medical-Skills --skill bio-imaging-mass-cytometry-quality-metrics -a claude-codeProject install by default; add -g for ~/.claude/skills/.
$ gh skill install FreedomIntelligence/OpenClaw-Medical-Skills bio-imaging-mass-cytometry-quality-metrics --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/bio-imaging-mass-cytometry-quality-metrics .claude/skills/bio-imaging-mass-cytometry-quality-metrics && 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 "bio-imaging-mass-cytometry-quality-metrics" agent skill from https://github.com/FreedomIntelligence/OpenClaw-Medical-Skills/tree/main/skills/bio-imaging-mass-cytometry-quality-metrics into .claude/skills/bio-imaging-mass-cytometry-quality-metrics/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "bio-imaging-mass-cytometry-quality-metrics", 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/bio-imaging-mass-cytometry-quality-metricsType 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 bio-imaging-mass-cytometry-quality-metrics -a codexProject install goes to .agents/skills/; add -g for ~/.codex/skills/.
$ gh skill install FreedomIntelligence/OpenClaw-Medical-Skills bio-imaging-mass-cytometry-quality-metrics --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/bio-imaging-mass-cytometry-quality-metrics .agents/skills/bio-imaging-mass-cytometry-quality-metrics && rm -rf skills-srcUse ~/.agents/skills/ instead of .agents/skills for a personal install.
Codex skills documentation · loads skills from .agents/skills/
Install the "bio-imaging-mass-cytometry-quality-metrics" agent skill from https://github.com/FreedomIntelligence/OpenClaw-Medical-Skills/tree/main/skills/bio-imaging-mass-cytometry-quality-metrics into .agents/skills/bio-imaging-mass-cytometry-quality-metrics/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "bio-imaging-mass-cytometry-quality-metrics", 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 bio-imaging-mass-cytometry-quality-metrics -a cursorProject install goes to .agents/skills/; add -g for ~/.cursor/skills/.
$ gh skill install FreedomIntelligence/OpenClaw-Medical-Skills bio-imaging-mass-cytometry-quality-metrics --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/bio-imaging-mass-cytometry-quality-metrics .cursor/skills/bio-imaging-mass-cytometry-quality-metrics && 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 "bio-imaging-mass-cytometry-quality-metrics" agent skill from https://github.com/FreedomIntelligence/OpenClaw-Medical-Skills/tree/main/skills/bio-imaging-mass-cytometry-quality-metrics into .cursor/skills/bio-imaging-mass-cytometry-quality-metrics/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "bio-imaging-mass-cytometry-quality-metrics", 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/bio-imaging-mass-cytometry-quality-metrics--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 bio-imaging-mass-cytometry-quality-metrics -a gemini-cliProject install goes to .agents/skills/; add -g for ~/.gemini/skills/.
$ gh skill install FreedomIntelligence/OpenClaw-Medical-Skills bio-imaging-mass-cytometry-quality-metrics --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/bio-imaging-mass-cytometry-quality-metrics .gemini/skills/bio-imaging-mass-cytometry-quality-metrics && 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 "bio-imaging-mass-cytometry-quality-metrics" agent skill from https://github.com/FreedomIntelligence/OpenClaw-Medical-Skills/tree/main/skills/bio-imaging-mass-cytometry-quality-metrics into .gemini/skills/bio-imaging-mass-cytometry-quality-metrics/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "bio-imaging-mass-cytometry-quality-metrics", 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 bio-imaging-mass-cytometry-quality-metricsInstalls 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 bio-imaging-mass-cytometry-quality-metrics -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/bio-imaging-mass-cytometry-quality-metrics .github/skills/bio-imaging-mass-cytometry-quality-metrics && 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 "bio-imaging-mass-cytometry-quality-metrics" agent skill from https://github.com/FreedomIntelligence/OpenClaw-Medical-Skills/tree/main/skills/bio-imaging-mass-cytometry-quality-metrics into .github/skills/bio-imaging-mass-cytometry-quality-metrics/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "bio-imaging-mass-cytometry-quality-metrics", 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 bio-imaging-mass-cytometry-quality-metrics -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 bio-imaging-mass-cytometry-quality-metrics --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/bio-imaging-mass-cytometry-quality-metrics .opencode/skills/bio-imaging-mass-cytometry-quality-metrics && 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 "bio-imaging-mass-cytometry-quality-metrics" agent skill from https://github.com/FreedomIntelligence/OpenClaw-Medical-Skills/tree/main/skills/bio-imaging-mass-cytometry-quality-metrics into .opencode/skills/bio-imaging-mass-cytometry-quality-metrics/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "bio-imaging-mass-cytometry-quality-metrics", 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
bio-imaging-mass-cytometry-quality-metrics- GitHub stars
- 3.1k
- Used in
- 1 other repo
- Token cost
- ~2.7k tokens
- SKILL.md length
- 176 words
- Files
- 3
- Skills in repo
- 279
- Repo updated
- First seen
- Licence
- None found
At a glance
Quality metrics for IMC data including signal-to-noise, channel correlation, tissue integrity, and acquisition QC.
- Assessing data quality before analysis
- SKILL.md covers Version Compatibility, Signal-to-Noise Ratio, Channel Correlation and Tissue Integrity, plus 6 more sections
- Runs Python scripts from its folder; calls pip
- Troubleshooting problematic acquisitions
What it does
Bio Imaging Mass Cytometry Quality Metrics is an agent skill from FreedomIntelligence/OpenClaw-Medical-Skills. Quality metrics for IMC data including signal-to-noise, channel correlation, tissue integrity, and acquisition QC. Use when assessing data quality before analysis or troubleshooting problematic acquisitions.
Its SKILL.md is about 2.7k tokens, which your agent loads only when the skill is triggered. The skill folder holds 3 other files (for example `examples/run_qc.py` and `usage-guide.md`).
It sits in Data & Analytics, covering Data cleaning. The repository describes itself as: The largest open-source medical AI skills library for OpenClaw🦞.
When your agent uses it
- Assessing data quality before analysis
- Troubleshooting problematic acquisitions
Example prompts
- “/bio-imaging-mass-cytometry-quality-metrics”
Requirements
- Python 3
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 nothing: there is no allowed-tools line, so your agent's usual permission prompts apply.
From allowed-tools in the SKILL.md frontmatter.
Runs code
Ships script files (Python), which the agent can run.
Shell commands in SKILL.md call:
pip
From the folder's file list and the shell code blocks in SKILL.md.
Network
No URLs in SKILL.md. Its commands use pip, which can reach the network depending on how they are called.
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
Bio Imaging Mass Cytometry Quality Metrics loads about 2.7k tokens when it runs. Until then it costs about 63 tokens; SKILL.md has 176 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 passed
The automated check found no risky patterns in SKILL.md.
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); files beside SKILL.md are not scanned.
SKILL.md
Without a licence we can't republish the file, so here is its outline and opening line. It has 176 words (~2,657 tokens).
“Reference examples tested with: matplotlib 3.8+, numpy 1.26+, pandas 2.2+, scipy 1.12+”
- name
- bio-imaging-mass-cytometry-quality-metrics
- tool_type
- python
- primary_tool
- numpy
Files
SKILL.md and 2 other files in skills/bio-imaging-mass-cytometry-quality-metrics of FreedomIntelligence/OpenClaw-Medical-Skills.
- SKILL.md
- examples/run_qc.py
- usage-guide.md
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
Bio Imaging Mass Cytometry Quality Metrics 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 |
|---|---|---|---|---|---|---|
| Bio Imaging Mass Cytometry Quality Metrics this skillFreedomIntelligence/OpenClaw-Medical-Skills | 3.1k | 1 repos | ~2.7k | Automated safety check: Pass | None | |
| Question2reportrefraction-ray/xalpha | 2.7k | — | ~3.2k | Automated safety check: Pass | MIT | |
| Dingo VerifyMigoXLab/dingo | 757 | — | ~741 | Automated safety check: Notes | Apache-2.0 | |
| Data Validationplatonai/Browser4 | 1.2k | — | ~896 | Automated safety check: Pass | Apache-2.0 | |
| Pandas ProJeffallan/claude-skills | 12k | 1 repos | ~1.5k | Automated safety check: Pass | MIT | |
| Issues DeduplicationJetBrains/ideavim | 10k | — | ~1.3k | Automated safety check: Pass | MIT |
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Related
Categories
Questions about Bio Imaging Mass Cytometry Quality Metrics
What does Bio Imaging Mass Cytometry Quality Metrics do?
Quality metrics for IMC data including signal-to-noise, channel correlation, tissue integrity, and acquisition QC. Bio Imaging Mass Cytometry Quality Metrics is an agent skill from FreedomIntelligence/OpenClaw-Medical-Skills. Quality metrics for IMC data including signal-to-noise, channel correlation, tissue integrity, and acquisition QC.
When should I use Bio Imaging Mass Cytometry Quality Metrics?
Bio Imaging Mass Cytometry Quality Metrics fits situations like: assessing data quality before analysis; troubleshooting problematic acquisitions.
How do I install Bio Imaging Mass Cytometry Quality Metrics in Claude Code?
Run `npx skills add FreedomIntelligence/OpenClaw-Medical-Skills --skill bio-imaging-mass-cytometry-quality-metrics -a claude-code`. Or copy the skill folder (skills/bio-imaging-mass-cytometry-quality-metrics in FreedomIntelligence/OpenClaw-Medical-Skills) into .claude/skills/bio-imaging-mass-cytometry-quality-metrics in your project. Claude Code loads it when a task matches its description.
How do I install Bio Imaging Mass Cytometry Quality Metrics in Codex?
Run `npx skills add FreedomIntelligence/OpenClaw-Medical-Skills --skill bio-imaging-mass-cytometry-quality-metrics -a codex`. Or copy the skill folder (skills/bio-imaging-mass-cytometry-quality-metrics in FreedomIntelligence/OpenClaw-Medical-Skills) into .agents/skills/bio-imaging-mass-cytometry-quality-metrics in your project. Codex loads it when a task matches its description.
Can I use Bio Imaging Mass Cytometry Quality Metrics 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 bio-imaging-mass-cytometry-quality-metrics -a cursor` (or -a gemini-cli, github-copilot or opencode for the others). To copy it by hand, put the folder in .cursor/skills/bio-imaging-mass-cytometry-quality-metrics, .gemini/skills/bio-imaging-mass-cytometry-quality-metrics, .github/skills/bio-imaging-mass-cytometry-quality-metrics and .opencode/skills/bio-imaging-mass-cytometry-quality-metrics in your project.
What does Bio Imaging Mass Cytometry Quality Metrics need to run?
Going by SKILL.md and its folder, Bio Imaging Mass Cytometry Quality Metrics needs Python for the scripts in its folder and the command-line tools its instructions call (pip). Our summary lists: Python 3.
Does Bio Imaging Mass Cytometry Quality Metrics access the network?
SKILL.md contains no URLs. Its commands use pip, which can reach the network depending on how they are called. This is read from the text; nothing was executed.
Is Bio Imaging Mass Cytometry Quality Metrics safe to install?
Our automated static check of SKILL.md found no risky patterns, such as piping downloads into a shell, reading credential files or hidden Unicode. It is not a guarantee. Review the folder before installing.
What licence does Bio Imaging Mass Cytometry Quality Metrics use?
No licence was found for Bio Imaging Mass Cytometry Quality Metrics or its repository. Without one, default copyright applies: ask the author before reusing or redistributing it.
How many tokens does Bio Imaging Mass Cytometry Quality Metrics use?
About 2.7k tokens (SKILL.md is roughly 11k characters). Agents keep only the skill's name and description in context until a task matches; then they load SKILL.md in full.
What are the alternatives to Bio Imaging Mass Cytometry Quality Metrics?
Skills that share tags, products or a category with Bio Imaging Mass Cytometry Quality Metrics: Question2report (refraction-ray/xalpha, 2.7k stars), Dingo Verify (MigoXLab/dingo, 757 stars), Data Validation (platonai/Browser4, 1.2k stars) and Pandas Pro (Jeffallan/claude-skills, 12k stars). The comparison table on this page puts their stars, adoption, token cost, safety result and licence side by side.
Who maintains Bio Imaging Mass Cytometry Quality Metrics?
FreedomIntelligence (a GitHub organization) maintains it in FreedomIntelligence/OpenClaw-Medical-Skills, which has 3,053 GitHub stars. The repository holds 279 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.