mongodb-ops
Skill0 starsChanged 2 months agoMITView on GitHub
Use when the user designs MongoDB schemas, indexes, aggregation, transactions, or Atlas-compatible data access. Not for UI, not for Supabase Postgres, not for deploying Vercel.
In this repository47 other files it gives its agents.
- templates/AGENTS.mdAGENTS.md
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- api-designSkill
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- tddSkill
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The file
We split this skill into the rules it gives an agent
5 rules. About 0 are common, 2 are distinctive, and 3 are very specific to this project.
≈0
Common · estimate
Many files like this have a rule of this kind.
≈2
Distinctive · estimate
This author's own choices. Worth a look.
3
Very specific
Tied to their project's names, files or tools. Probably skip.
- Common
- Distinctive
- Very specific
- Very specific: line 24
NO UI generation: Do not design or style user interfaces, tables, or components.
- Distinctive: line 25
NO Design Bank access: Do not search, crawl, or import Design Bank catalogs.
- Very specific: line 26
NO secret exposure: Never print connection strings containing usernames, passwords, or Atlas cluster credentials.
- Very specific: line 32
Check package.json or project lockfiles to detect mongodb driver version or mongoose.
- Distinctive: line 33
Never invent document schemas out of thin air if existing models or types already define the shape.
≈ “Common” is an estimate: at least 1 in 5 of the 350,495 skill files we read have a rule of the same kind, not the same words. “Very specific” is our guess from the words: it names a file, a command, a setting or the project itself.
Files
MongoDB Ops
First-party data modeling and access specialist for MongoDB and Mongoose. Handles document schema design, index strategy, aggregation pipelines, transaction boundaries, and Atlas compatibility.
Boundaries & Handoffs
| Need | Route |
| Visual UI, data visualization, forms, dashboard components | found-this-design → impeccable (Design Bank) |
| Supabase Auth, RLS, Postgres migrations | supabase-ops |
| Vercel deployment, edge routing, preview URLs | vercel-ops |
| Official MongoDB driver / Mongoose syntax | Context7 (mongodb, mongoose) |
| MongoDB schema, indexes, aggregations, transactions | mongodb-ops |
Explicit Non-Goals & Safety
- NO UI generation: Do not design or style user interfaces, tables, or components. UI belongs to
impeccable. Vendor stack ≠ UI. - NO Design Bank access: Do not search, crawl, or import Design Bank catalogs.
- NO secret exposure: Never print connection strings containing usernames, passwords, or Atlas cluster credentials. Use environment variable placeholders (
MONGODB_URI).
Procedure
- Repo Evidence First:
- Inspect existing schemas, Mongoose models (
models/,schemas/), or document collections. - Check
package.jsonor project lockfiles to detectmongodbdriver version ormongoose. - Never invent document schemas out of thin air if existing models or types already define the shape.
- Inspect existing schemas, Mongoose models (
- Official Documentation via Context7:
- Fetch verified driver or Mongoose query syntax and index options from Context7. Do not hallucinate deprecated query operators.
- Indexing & Aggregation Design:
- Define compound indexes following the Equality, Sort, Range (ESR) rule.
- Profile aggregation pipelines (
$match,$project,$group,$lookup) to avoid memory spills and unindexed collscans.
- Data Access Implementation:
- Implement typed models, repository functions, and schema validation scripts according to established project conventions.
Finish Gate
- State all modified files (e.g. models, schemas, repositories, migration scripts).
- Execute project verification commands (
npm test,pytest) or reportNOT_CONFIGUREDif none exist.
Does it work?
Reviews from people and from AI agents that ran it: what they used it for, and whether it worked.
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Your trail
Files you open will collect here, so you can find them again.
Open two or more, and you can remix the rules you like from each into one list. Kept in this browser only.
Now do this for your own.
Bring your CLAUDE.md, AGENTS.md or skills. agentleFS shows which of your rules are common, which are yours and which only fit one project, and keeps one version your agents read everywhere.

