IoT monitoring simulation to predict CO2 tank depletion and prevent weekend gas outages in cell culture facilities.
$ npx skills add aipoch/medical-research-skills --skill co-tank-monitor -a claude-codeProject install by default; add -g for ~/.claude/skills/.
$ gh skill install aipoch/medical-research-skills co-tank-monitor --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/aipoch/medical-research-skills.git skills-src && mkdir -p .claude/skills && cp -r skills-src/scientific-skills/Other/co2-tank-monitor .claude/skills/co-tank-monitor && 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 "co-tank-monitor" agent skill from https://github.com/aipoch/medical-research-skills/tree/main/scientific-skills/Other/co2-tank-monitor into .claude/skills/co-tank-monitor/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "co-tank-monitor", 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/aipoch/medical-research-skills/tree/main/scientific-skills/Other/co2-tank-monitorType 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 aipoch/medical-research-skills --skill co-tank-monitor -a codexProject install goes to .agents/skills/; add -g for ~/.codex/skills/.
$ gh skill install aipoch/medical-research-skills co-tank-monitor --agent codexProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/aipoch/medical-research-skills.git skills-src && mkdir -p .agents/skills && cp -r skills-src/scientific-skills/Other/co2-tank-monitor .agents/skills/co-tank-monitor && rm -rf skills-srcUse ~/.agents/skills/ instead of .agents/skills for a personal install.
Codex skills documentation · loads skills from .agents/skills/
Install the "co-tank-monitor" agent skill from https://github.com/aipoch/medical-research-skills/tree/main/scientific-skills/Other/co2-tank-monitor into .agents/skills/co-tank-monitor/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "co-tank-monitor", 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 aipoch/medical-research-skills --skill co-tank-monitor -a cursorProject install goes to .agents/skills/; add -g for ~/.cursor/skills/.
$ gh skill install aipoch/medical-research-skills co-tank-monitor --agent cursorProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/aipoch/medical-research-skills.git skills-src && mkdir -p .cursor/skills && cp -r skills-src/scientific-skills/Other/co2-tank-monitor .cursor/skills/co-tank-monitor && 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 "co-tank-monitor" agent skill from https://github.com/aipoch/medical-research-skills/tree/main/scientific-skills/Other/co2-tank-monitor into .cursor/skills/co-tank-monitor/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "co-tank-monitor", 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/aipoch/medical-research-skills.git --path scientific-skills/Other/co2-tank-monitor--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 aipoch/medical-research-skills --skill co-tank-monitor -a gemini-cliProject install goes to .agents/skills/; add -g for ~/.gemini/skills/.
$ gh skill install aipoch/medical-research-skills co-tank-monitor --agent gemini-cliProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/aipoch/medical-research-skills.git skills-src && mkdir -p .gemini/skills && cp -r skills-src/scientific-skills/Other/co2-tank-monitor .gemini/skills/co-tank-monitor && 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 "co-tank-monitor" agent skill from https://github.com/aipoch/medical-research-skills/tree/main/scientific-skills/Other/co2-tank-monitor into .gemini/skills/co-tank-monitor/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "co-tank-monitor", 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 aipoch/medical-research-skills co-tank-monitorInstalls 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 aipoch/medical-research-skills --skill co-tank-monitor -a github-copilotProject install goes to .agents/skills/; add -g for ~/.copilot/skills/.
$ git clone --depth 1 https://github.com/aipoch/medical-research-skills.git skills-src && mkdir -p .github/skills && cp -r skills-src/scientific-skills/Other/co2-tank-monitor .github/skills/co-tank-monitor && 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 "co-tank-monitor" agent skill from https://github.com/aipoch/medical-research-skills/tree/main/scientific-skills/Other/co2-tank-monitor into .github/skills/co-tank-monitor/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "co-tank-monitor", 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 aipoch/medical-research-skills --skill co-tank-monitor -a opencodeOpenCode documents no install command of its own. Project install goes to .agents/skills/; add -g for ~/.config/opencode/skills/.
$ gh skill install aipoch/medical-research-skills co-tank-monitor --agent opencodeProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/aipoch/medical-research-skills.git skills-src && mkdir -p .opencode/skills && cp -r skills-src/scientific-skills/Other/co2-tank-monitor .opencode/skills/co-tank-monitor && 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 "co-tank-monitor" agent skill from https://github.com/aipoch/medical-research-skills/tree/main/scientific-skills/Other/co2-tank-monitor into .opencode/skills/co-tank-monitor/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "co-tank-monitor", 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.
co-tank-monitorIoT monitoring simulation to predict CO2 tank depletion and prevent weekend gas outages in cell culture facilities.
Co Tank Monitor is an agent skill from aipoch/medical-research-skills. IoT monitoring simulation to predict CO2 tank depletion and prevent weekend gas outages in cell culture facilities. Monitors cylinder pressure, calculates consumption rates, provides early warnings, and supports automated scheduling via cron.
Its SKILL.md is about 1.8k tokens, which your agent loads only when the skill is triggered. The skill folder holds 3 other files, including scripts (for example `co2-tank-monitor_audit_result_v2.json` and `scripts/main.py`).
It sits in Productivity & Automation, covering Incident response and Scheduled and recurring tasks. The repository describes itself as: Hundreds of agent skills for medical research, including protocol design, data analysis, evidence insights, and academic writing. The licence is MIT.
5 steps, taken from the step headings in SKILL.md.
Read from SKILL.md and the folder at commit 686e09d. It shows what the files ask for, not the result of running them.
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.
Ships 1 file in scripts/ (Python), which the agent can run.
Shell commands in SKILL.md call:
pythonFrom the folder's file list and the shell code blocks in SKILL.md.
Links to these hosts (documentation or services it may open):
thermofisher.comosha.govFrom URLs in SKILL.md, links to its own repository left out.
Names no API keys, tokens, secrets or passwords.
From names ending in _API_KEY, _TOKEN, _SECRET, _KEY or _PASSWORD in SKILL.md.
Co Tank Monitor loads about 1.8k tokens when it runs. Until then it costs about 65 tokens; SKILL.md has 671 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.
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); the scripts in this folder are not scanned.
The full file from aipoch/medical-research-skills at commit 686e09d, republished under its MIT licence (© aipoch). 671 words, ~1,755 tokens.
.claude/skills/co-tank-monitor/SKILL.md (or your agent's skills folder). This skill also uses 2 other files; get the full folder from GitHub.Monitor CO2 cylinder pressure and predict depletion times to prevent gas outages in cell culture incubators, particularly during weekends when laboratories are unmanned.
Key Capabilities:
This skill accepts: current cylinder pressure (MPa), daily consumption rate (MPa/day), cylinder capacity (10 or 40 L), and optional alert threshold (days).
If the request does not involve monitoring CO2 cylinder pressure or predicting depletion — for example, asking to monitor other gases, control incubator temperature, or manage lab inventory — do not proceed. Instead respond:
"CO2 Tank Monitor is designed to predict CO2 cylinder depletion and detect weekend risk for cell culture facilities. Please provide current pressure and daily consumption rate. For other lab monitoring tasks, use a more appropriate tool."
python -m py_compile scripts/main.py
python scripts/main.py --helpFallback: If pressure is not provided, respond: "Required parameter --pressure not provided. Please supply current cylinder pressure in MPa. Use --simulate to generate a training scenario without real data."
from scripts.main import calculate_remaining_days, calculate_depletion_time
remaining_days = calculate_remaining_days(pressure=8.0, daily_consumption=1.5)
depletion_time = calculate_depletion_time(remaining_days)
# Formula: remaining_days = pressure / daily_consumptionfrom scripts.main import is_weekend, will_deplete_on_weekend
weekend_risk = will_deplete_on_weekend(depletion_time, alert_days=2)Weekend Risk Scenarios:
| Scenario | Risk Level | Action Required |
|---|---|---|
| Depletion Saturday/Sunday | 🔴 High | Immediate replacement or weekend duty |
| Depletion Monday morning | 🟡 Medium | Replace Friday afternoon |
| Depletion mid-week | 🟢 Low | Schedule routine replacement |
| Code | Status | Condition | Action |
|---|---|---|---|
| 0 | 🟢 Normal | Days > alert_days + 2 | No action needed |
| 1 | 🟡 Caution | Days within alert_days + 2 | Monitor closely |
| 2 | 🔴 Danger | Days ≤ alert_days or weekend risk | Replace immediately |
| Capacity | Full Pressure | Duration (@1.5 MPa/day) |
|---|---|---|
| 10L | ~15 MPa | ~10 days |
| 40L | ~15 MPa | ~40 days |
# Daily check at 9:00 AM (cron)
0 9 * * * cd /lab/scripts && python scripts/main.py --pressure $(cat sensor.log | tail -1) --quiet
# Pre-weekend check (Friday 5 PM)
0 17 * * 5 cd /lab/scripts && python scripts/main.py --pressure $(cat sensor.log | tail -1)# Manual morning check
python scripts/main.py --pressure 8.5 --daily-consumption 1.2
# Pre-weekend check with extended alert
python scripts/main.py --pressure 5.5 --alert-days 3
# Simulation for training
python scripts/main.py --simulate| Parameter | Type | Required | Description |
|---|---|---|---|
--pressure | float | No | Current cylinder pressure in MPa |
--capacity | int | No | Cylinder capacity (10 or 40 L) |
--daily-consumption | float | No | Average daily consumption (MPa/day) |
--alert-days | int | No | Alert threshold in days (default 2) |
--simulate | flag | No | Generate random training scenario |
--quiet | flag | No | Suppress verbose output (for cron) |
Every final response must make these explicit:
scripts/main.py fails, report the failure point and provide manual calculation fallback using the formula above.| Unit | MPa | PSI | Bar |
|---|---|---|---|
| MPa | 1.0 | 145.0 | 10.0 |
| PSI | 0.0069 | 1.0 | 0.069 |
| Bar | 0.1 | 14.5 | 1.0 |
Typical Cylinder Pressures: Full ~15 MPa | Working 8–10 MPa | Replace threshold 3–5 MPa | Empty <1 MPa
© aipoch, MIT. Rendered from Markdown: HTML in the file is shown as text, images as links, and headings moved down two levels. Raw file
SKILL.md and 2 other files (scripts) in scientific-skills/Other/co2-tank-monitor of aipoch/medical-research-skills.
Open the folder on GitHubat commit 686e09d
Co Tank Monitor 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 |
|---|---|---|---|---|---|---|
| Co Tank Monitor this skillaipoch/medical-research-skills | 1.9k | — | ~1.8k | Automated safety check: Pass | MIT | |
| Hunting For Persistence Mechanisms In Windowsmukul975/Anthropic-Cybersecurity-Skills | 34k | — | ~1.2k | Automated safety check: Pass | Apache-2.0 | |
| Hunting For Scheduled Task Persistencemukul975/Anthropic-Cybersecurity-Skills | 34k | — | ~907 | Automated safety check: Pass | Apache-2.0 | |
| Analyzing Linux System Artifactsmukul975/Anthropic-Cybersecurity-Skills | 34k | — | ~3.7k | Automated safety check: Pass | Apache-2.0 | |
| Cronalytics8bit64k/cronalytics | 112 | — | ~4.7k | Automated safety check: Pass | MIT | |
| Pagerduty Automationdavepoon/buildwithclaude | 3.6k | 7 repos | ~2.6k | Automated safety check: Pass | MIT |
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Categories
IoT monitoring simulation to predict CO2 tank depletion and prevent weekend gas outages in cell culture facilities. Co Tank Monitor is an agent skill from aipoch/medical-research-skills. IoT monitoring simulation to predict CO2 tank depletion and prevent weekend gas outages in cell culture facilities.
Co Tank Monitor fits situations like: tasks that involve Incident response; tasks that involve Scheduled and recurring tasks.
Run `npx skills add aipoch/medical-research-skills --skill co-tank-monitor -a claude-code`. Or copy the skill folder (scientific-skills/Other/co2-tank-monitor in aipoch/medical-research-skills) into .claude/skills/co-tank-monitor in your project. Claude Code loads it when a task matches its description.
Run `npx skills add aipoch/medical-research-skills --skill co-tank-monitor -a codex`. Or copy the skill folder (scientific-skills/Other/co2-tank-monitor in aipoch/medical-research-skills) into .agents/skills/co-tank-monitor in your project. Codex loads it when a task matches its description.
Cursor, Gemini CLI, GitHub Copilot and OpenCode also load SKILL.md folders. With the skills CLI, run `npx skills add aipoch/medical-research-skills --skill co-tank-monitor -a cursor` (or -a gemini-cli, github-copilot or opencode for the others). To copy it by hand, put the folder in .cursor/skills/co-tank-monitor, .gemini/skills/co-tank-monitor, .github/skills/co-tank-monitor and .opencode/skills/co-tank-monitor in your project.
Going by SKILL.md and its folder, Co Tank Monitor needs Python for the scripts in its folder and the command-line tools its instructions call (python). Our summary lists: Python 3.
SKILL.md names 2 domains. As links in the text: thermofisher.com and osha.gov. This is read from the text; nothing was executed.
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. The check reads SKILL.md only: the scripts in the folder are not scanned, so read them before running anything.
Co Tank Monitor is published under the MIT licence (declared in SKILL.md). It allows redistribution, so the full SKILL.md is shown on this page.
About 1.8k tokens (SKILL.md is roughly 7k characters). Agents keep only the skill's name and description in context until a task matches; then they load SKILL.md in full.
Skills that share tags, products or a category with Co Tank Monitor: Hunting For Persistence Mechanisms In Windows (mukul975/Anthropic-Cybersecurity-Skills, 34k stars), Hunting For Scheduled Task Persistence (mukul975/Anthropic-Cybersecurity-Skills, 34k stars), Analyzing Linux System Artifacts (mukul975/Anthropic-Cybersecurity-Skills, 34k stars) and Cronalytics (8bit64k/cronalytics, 112 stars). The comparison table on this page puts their stars, adoption, token cost, safety result and licence side by side.
aipoch (a GitHub organization) maintains it in aipoch/medical-research-skills, which has 1,937 GitHub stars. The repository holds 578 skills in this directory. The repository was last updated on September 17, 2026.
Source: aipoch/medical-research-skills on GitHub. Facts on this page come from the repository at the commit we read; the author's words are quoted as theirs.
