OpenMAIC Setup and Extension
THU-MAIC/OpenMAIC
Guides setup, classroom generation and secondary development for OpenMAIC, the multi-agent interactive classroom, one confirmed phase at a time.
Write a compounding worksheet and record that reproduces the preparation exactly and survives inspection — formula, calculations shown, components with lot numbers, in-process checks, and the…
Install Compounding Record
$ npx skills add mohitagw15856/pm-claude-skills --skill compounding-record -a claude-codeProject install by default; add -g for ~/.claude/skills/.
$ gh skill install mohitagw15856/pm-claude-skills compounding-record --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/mohitagw15856/pm-claude-skills.git skills-src && mkdir -p .claude/skills && cp -r skills-src/skills/compounding-record .claude/skills/compounding-record && 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 "compounding-record" agent skill from https://github.com/mohitagw15856/pm-claude-skills/tree/main/skills/compounding-record into .claude/skills/compounding-record/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "compounding-record", 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/mohitagw15856/pm-claude-skills/tree/main/skills/compounding-recordType 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 mohitagw15856/pm-claude-skills --skill compounding-record -a codexProject install goes to .agents/skills/; add -g for ~/.codex/skills/.
$ gh skill install mohitagw15856/pm-claude-skills compounding-record --agent codexProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/mohitagw15856/pm-claude-skills.git skills-src && mkdir -p .agents/skills && cp -r skills-src/skills/compounding-record .agents/skills/compounding-record && rm -rf skills-srcUse ~/.agents/skills/ instead of .agents/skills for a personal install.
Codex skills documentation · loads skills from .agents/skills/
Install the "compounding-record" agent skill from https://github.com/mohitagw15856/pm-claude-skills/tree/main/skills/compounding-record into .agents/skills/compounding-record/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "compounding-record", 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 mohitagw15856/pm-claude-skills --skill compounding-record -a cursorProject install goes to .agents/skills/; add -g for ~/.cursor/skills/.
$ gh skill install mohitagw15856/pm-claude-skills compounding-record --agent cursorProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/mohitagw15856/pm-claude-skills.git skills-src && mkdir -p .cursor/skills && cp -r skills-src/skills/compounding-record .cursor/skills/compounding-record && 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 "compounding-record" agent skill from https://github.com/mohitagw15856/pm-claude-skills/tree/main/skills/compounding-record into .cursor/skills/compounding-record/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "compounding-record", 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/mohitagw15856/pm-claude-skills.git --path skills/compounding-record--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 mohitagw15856/pm-claude-skills --skill compounding-record -a gemini-cliProject install goes to .agents/skills/; add -g for ~/.gemini/skills/.
$ gh skill install mohitagw15856/pm-claude-skills compounding-record --agent gemini-cliProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/mohitagw15856/pm-claude-skills.git skills-src && mkdir -p .gemini/skills && cp -r skills-src/skills/compounding-record .gemini/skills/compounding-record && 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 "compounding-record" agent skill from https://github.com/mohitagw15856/pm-claude-skills/tree/main/skills/compounding-record into .gemini/skills/compounding-record/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "compounding-record", 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 mohitagw15856/pm-claude-skills compounding-recordInstalls 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 mohitagw15856/pm-claude-skills --skill compounding-record -a github-copilotProject install goes to .agents/skills/; add -g for ~/.copilot/skills/.
$ git clone --depth 1 https://github.com/mohitagw15856/pm-claude-skills.git skills-src && mkdir -p .github/skills && cp -r skills-src/skills/compounding-record .github/skills/compounding-record && 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 "compounding-record" agent skill from https://github.com/mohitagw15856/pm-claude-skills/tree/main/skills/compounding-record into .github/skills/compounding-record/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "compounding-record", 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 mohitagw15856/pm-claude-skills --skill compounding-record -a opencodeOpenCode documents no install command of its own. Project install goes to .agents/skills/; add -g for ~/.config/opencode/skills/.
$ gh skill install mohitagw15856/pm-claude-skills compounding-record --agent opencodeProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/mohitagw15856/pm-claude-skills.git skills-src && mkdir -p .opencode/skills && cp -r skills-src/skills/compounding-record .opencode/skills/compounding-record && 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 "compounding-record" agent skill from https://github.com/mohitagw15856/pm-claude-skills/tree/main/skills/compounding-record into .opencode/skills/compounding-record/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "compounding-record", 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
compounding-record- GitHub stars
- 1.4k
- Token cost
- ~1.6k tokens
- SKILL.md length
- 739 words
- Files
- 1
- Skills in repo
- 1,348
- Repo updated
- First seen
- Licence
- MIT
At a glance
Write a compounding worksheet and record that reproduces the preparation exactly and survives inspection — formula, calculations shown, components with lot numbers, in-process checks, and the…
- Works in 6 steps: Separate the master formula from the… → Write every calculation out. Including… → Have the calculation verified… → …
- Asked to document a compounded preparation
- SKILL.md covers What This Skill Produces, Required Inputs, Framework: Show the… and Output Format, plus 3 more sections
- Instructions only: no scripts, shell commands, URLs or credentials in SKILL.md
What it does
Compounding Record is an agent skill from mohitagw15856/pm-claude-skills. Write a compounding worksheet and record that reproduces the preparation exactly and survives inspection — formula, calculations shown, components with lot numbers, in-process checks, and the beyond-use date with its basis. Use when asked to document a compounded preparation, write a master formulation record, create a compounding worksheet, or prepare compounding documentation for inspection. Produces the master formula, the batch record, the component and lot table, in-process checks, labelling, and the…
Its SKILL.md is about 1.6k tokens, which your agent loads only when the skill is triggered. It is a single SKILL.md file with no bundled scripts.
It sits in Education, covering Educational content. The repository describes itself as: 1255 professional Agent Skills for Claude, ChatGPT, Gemini, Cursor & Codex — PRDs, postmortems, leases, medical bills, layoffs, go-bags, new countries. Plain markdown, MIT, in… The licence is MIT.
When your agent uses it
- Asked to document a compounded preparation
- Write a master formulation record
- Create a compounding worksheet
- Prepare compounding documentation for inspection
Example prompts
- “/compounding-record”
Workflow steps
6 steps, taken from the first numbered list in SKILL.md.
- Separate the master formula from the batch. The master is the recipe and does not change; the batch is what happened today. Conflating…
- Write every calculation out. Including the aliquot arithmetic and any potency or salt-form adjustment. A result without its working cannot…
- Have the calculation verified independently where your standard requires it, and record who verified.
- Trace every component to a lot. An ingredient without a lot number makes a recall impossible.
- Derive the beyond-use date, do not choose it. State the reference or stability data it comes from. 'Thirty days' with no basis is the…
- Record the in-process checks as they happen. Weight verification, appearance, pH, mixing time — at the point of the check, not…
What it can do on your machine
Read from SKILL.md and the folder at commit 1cbf1f0. 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
No scripts in the folder and no shell commands in SKILL.md.
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
Compounding Record loads about 1.6k tokens when it runs. Until then it costs about 162 tokens; SKILL.md has 739 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
The full file from mohitagw15856/pm-claude-skills at commit 1cbf1f0, republished under its MIT licence (© mohitagw15856). 739 words, ~1,553 tokens.
Download SKILL.mdSave it as
.claude/skills/compounding-record/SKILL.md (or your agent's skills folder).- name
- compounding-record
- description
- Write a compounding worksheet and record that reproduces the preparation exactly and survives inspection — formula, calculations shown, components with lot numbers, in-process checks, and the beyond-use date with its basis. Use when asked to document a compounded preparation, write a master formulation record, create a compounding worksheet, or prepare compounding documentation for inspection. Produces the master formula, the batch record, the component and lot table, in-process checks, labelling, and the beyond-use-date rationale. Documentation only; standards and stability data must come from current official references.
Compounding Record
A compounding record has two readers: the person repeating the preparation next month, and an inspector asking how you arrived at a beyond-use date. Both need the same thing — the arithmetic visible, the components traceable to lot, and the reasoning written down rather than remembered. This produces a record that answers both without a phone call.
What This Skill Produces
- The master formulation record — the reproducible formula, separate from any single batch
- The batch record — this preparation, with every calculation shown rather than just its result
- A component table — each ingredient with source, lot number, expiry, and quantity used
- In-process checks — what was verified during preparation, by whom, and at what point
- Beyond-use date with its basis — the date and the reference or data it derives from, which is what inspection asks about
- The label and its required elements — assembled against your jurisdiction's requirements
Required Inputs
Ask for these if not provided:
- The preparation — final product, strength, dosage form, and total quantity
- The formula — ingredients and amounts, and the source of the formula
- The components — actual products used, with lot numbers and expiry dates
- Equipment and environment — what was used and where, including any controlled environment
- The standards you work to — your jurisdiction's compounding standard and the reference used for beyond-use dating
Framework: Show the Arithmetic, Trace the Lot, Justify the Date
- Separate the master formula from the batch. The master is the recipe and does not change; the batch is what happened today. Conflating them is the most common documentation failure.
- Write every calculation out. Including the aliquot arithmetic and any potency or salt-form adjustment. A result without its working cannot be checked, and checking is the point.
- Have the calculation verified independently where your standard requires it, and record who verified.
- Trace every component to a lot. An ingredient without a lot number makes a recall impossible.
- Derive the beyond-use date, do not choose it. State the reference or stability data it comes from. 'Thirty days' with no basis is the finding inspectors write up.
- Record the in-process checks as they happen. Weight verification, appearance, pH, mixing time — at the point of the check, not reconstructed afterwards.
Output Format
Show full SKILL.md (370 more words)Show less
Compounding record: [preparation] · [batch/Rx no.] · [date]
MASTER FORMULATION RECORD Preparation: [name, strength, dosage form] · Source of formula: [reference]
| Ingredient | Amount per unit | Role |
|---|---|---|
| [ingredient] | [amount] | [active / vehicle / preservative] |
| Equipment: [list] · Environment: [bench / controlled area, classification] |
BATCH RECORD Quantity prepared: [amount] · Prepared by: [name] · Date/time: [when]
Calculations — shown in full
[the working, step by step, including aliquots and any potency or salt-form adjustment]Verified by: [second person, where required] · [date/time]
Components used
| Ingredient | Manufacturer/source | Lot | Expiry | Quantity used |
|---|
In-process checks: [weight verification · appearance · pH · mixing time — each with the result, who checked, and when]
Final product: appearance [description] · yield [actual vs theoretical] · discrepancy investigated: [if any]
Beyond-use date: [date] · Basis: [the reference, stability data, or standard relied on — cited]
Label: [product, strength, quantity, BUD, storage, prepared-by, batch number, and every element your jurisdiction requires]
A documentation framework only. Compounding standards, permitted preparations, environmental requirements, verification rules and beyond-use dating are governed by your jurisdiction's official standards and must be taken from current official references — never from this template and never from recall. Sterile compounding carries requirements this structure does not attempt to cover.
Quality Checks
- Master formula and batch record are separate documents
- Every calculation is written out, not just its result
- Independent verification is recorded where the standard requires it
- Every component has a lot number and expiry
- In-process checks were recorded at the time, with the checker named
- Actual yield is compared against theoretical, and any discrepancy is investigated
- The beyond-use date cites the specific basis it derives from
Anti-Patterns
- A result with no working. Uncheckable, and the first thing an inspector asks to see.
- Components without lot numbers. Makes a recall impossible and is a serious finding.
- A beyond-use date by habit. '30 days' with no cited basis is written up every time.
- Reconstructing in-process checks afterwards. A check recorded later is not a check.
- One document for formula and batch. The recipe becomes unreproducible once it is entangled with a single day's numbers.
- Ignoring a yield discrepancy. An uninvestigated shortfall is the sign of an error nobody chased.
Example Trigger Phrases
- "Write a compounding record for this suspension"
- "Create a master formulation record"
- "How do I document beyond-use dating for an inspection?"
- "We are being inspected — what should our compounding records show?"
- "Write a batch record with the calculations shown"
© mohitagw15856, MIT. Rendered from Markdown: HTML in the file is shown as text, images as links, and headings moved down two levels. Raw file
Files
Just SKILL.md in skills/compounding-record of mohitagw15856/pm-claude-skills.
Open the folder on GitHubat commit 1cbf1f0
Compare with similar skills
Compounding Record 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 |
|---|---|---|---|---|---|---|
| Compounding Record this skillmohitagw15856/pm-claude-skills | 1.4k | — | ~1.6k | Automated safety check: Pass | MIT | |
| OpenMAIC Setup and ExtensionTHU-MAIC/OpenMAIC | 40k | — | ~1.7k | Automated safety check: Notes | MIT | |
| Codebase to Coursezarazhangrui/codebase-to-course | 5.7k | — | ~4.4k | Automated safety check: Pass | None | |
| AI Engineering Project Tutorrohitg00/ai-engineering-from-scratch | 66k | — | ~1.6k | Automated safety check: Pass | MIT | |
| Hung-Yi Lee Teaching Stylevoidful/hung-yi-lee-skill | 1.3k | — | ~13k | Automated safety check: Pass | None | |
| Claude Code Self-Assessment Advisorlhfer/claude-howto-zh-cn | 2.3k | — | ~1.7k | Automated safety check: Pass | MIT |
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Related
Categories
Questions about Compounding Record
What does Compounding Record do?
Write a compounding worksheet and record that reproduces the preparation exactly and survives inspection — formula, calculations shown, components with lot numbers, in-process checks, and the…. Compounding Record is an agent skill from mohitagw15856/pm-claude-skills. Write a compounding worksheet and record that reproduces the preparation exactly and survives inspection — formula, calculations shown, components with lot numbers, in-process checks, and the beyond-use date with its basis.
When should I use Compounding Record?
Compounding Record fits situations like: asked to document a compounded preparation; write a master formulation record; create a compounding worksheet; prepare compounding documentation for inspection.
How do I install Compounding Record in Claude Code?
Run `npx skills add mohitagw15856/pm-claude-skills --skill compounding-record -a claude-code`. Or copy the skill folder (skills/compounding-record in mohitagw15856/pm-claude-skills) into .claude/skills/compounding-record in your project. Claude Code loads it when a task matches its description.
How do I install Compounding Record in Codex?
Run `npx skills add mohitagw15856/pm-claude-skills --skill compounding-record -a codex`. Or copy the skill folder (skills/compounding-record in mohitagw15856/pm-claude-skills) into .agents/skills/compounding-record in your project. Codex loads it when a task matches its description.
Can I use Compounding Record 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 mohitagw15856/pm-claude-skills --skill compounding-record -a cursor` (or -a gemini-cli, github-copilot or opencode for the others). To copy it by hand, put the folder in .cursor/skills/compounding-record, .gemini/skills/compounding-record, .github/skills/compounding-record and .opencode/skills/compounding-record in your project.
What does Compounding Record need to run?
SKILL.md names no scripts, command-line tools or credentials: Compounding Record is instructions for the agent only.
Does Compounding Record 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 Compounding Record 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 Compounding Record use?
Compounding Record is published under the MIT licence (the repository's licence). It allows redistribution, so the full SKILL.md is shown on this page.
How many tokens does Compounding Record use?
About 1.6k 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.
What are the alternatives to Compounding Record?
Skills that share tags, products or a category with Compounding Record: OpenMAIC Setup and Extension (THU-MAIC/OpenMAIC, 40k stars), Codebase to Course (zarazhangrui/codebase-to-course, 5.7k stars), AI Engineering Project Tutor (rohitg00/ai-engineering-from-scratch, 66k stars) and Hung-Yi Lee Teaching Style (voidful/hung-yi-lee-skill, 1.3k stars). The comparison table on this page puts their stars, adoption, token cost, safety result and licence side by side.
Who maintains Compounding Record?
mohitagw15856 (a GitHub user) maintains it in mohitagw15856/pm-claude-skills, which has 1,433 GitHub stars. The repository holds 1,348 skills in this directory. The repository was last updated on October 8, 2026.
Source: mohitagw15856/pm-claude-skills on GitHub. Facts on this page come from the repository at the commit we read; the author's words are quoted as theirs.