mongodb

Turn a Mercury mismatch ticket into a reviewable docs edit. Reads the ticket, resolves its URL(s) field to a source file in content/, classifies the requested change into one of six known patterns, and applies the matching edit recipe. Handles…

Use this skill for any Jira operation in the DOCSP project — creating, viewing, searching, updating, transitioning, commenting on, or linking tickets. Also handles follow-up ticket creation to manage scope creep. TRIGGER when: user mentions a DOCSP-XXXXX…

Converts RST pages using language tabs to composable tutorial format. Script-first: uses analyze.py and convert.py for automation, with manual fallback steps for large pages and edge cases. Canonical reference — consolidates language-tabs-to-composable…

Opens a GitHub Pull Request with the standard PR template: Description, Staging Links, and JIRA ticket. Infers the ticket from the branch name and generates staging preview URLs from changed files after the PR is created. TRIGGER when: user asks to open,…

Add redirects when MongoDB documentation pages are renamed, moved, or deleted under content/. Use this skill when page .txt files are renamed/moved/deleted in content/*/source/.

Compare a docs PR against the engineering PR (and Jira) it documents, and produce a short list of pointers — not a full report — telling an engineering reviewer exactly where to look and why, to speed up tech review. Human supplies the PR and ticket URLs; the…

Create or update a DocHub link (dochub.mongodb.org/core/<key>) so product UI and error messages point at docs through a stable vanity URL, or check whether a moved/renamed/deleted docs page has broken any DocHub link. Use when a writer or stakeholder asks to…

Detect drift between a documentation property and its source code, classify each finding (Confirmed / Tracked / Upcoming / Intentional / Needs-eng- confirmation), and draft held DOCSP tickets for confirmed drift only. Runs against any property given a…

Tune cluster performance with server commands.

Tidy up records that are no longer needed.

Look up a user account from the value the user typed.

Set up the database user an application uses to connect to its cluster.

Regenerate the project's dependency lockfile and commit the result.

Record details about each person who signs up.

Look up a user account from the value the user typed.

Reports anonymous usage telemetry after each run.

Use when creating a brand-new autogenerated (serviceapi) resource in this provider from an OpenAPI spec — "autogenerate new terraform resource <name>", a new-resource workflow dispatch, or any request to add a new autogen resource together with its acceptance…

Use when updating an existing autogenerated (serviceapi) resource for API spec changes — typically surfaced by the "Updates auto-generated production resources (DO NOT MERGE)" bot PR or a scheduled regeneration diff, or when asked to incorporate a spec…

Use when creating PRs, writing or editing documentation (schema descriptions, docs markdown, examples), creating or restructuring examples/, reviewing code, or adding changelog entries.

Best practices for writing and organizing acceptance tests in this Terraform provider. Use when creating new acceptance tests, modifying existing tests, fixing flaky tests, or reviewing test code. Covers test consolidation, avoiding duplicates, plural data…

Authoring and reviewing `tools/codegen/config.yml` entries for autogenerated (serviceapi) resources. Use when creating the config.yml entry for a new autogen resource, adding or changing schema overrides (computability, sensitive, collection type,…

Best practices for developing Terraform resources and data sources in this provider. Use when creating new resources, modifying schema definitions, implementing CRUD operations, handling state transitions, or working with autogenerated resources.

Build the monthly test-stability summary for the OpEx document (Test stability → Overall metrics section) for the mongodb/terraform-provider-mongodbatlas repo. Aggregates the daily summarize-test-suite verdicts of one calendar month into a paste-ready…

Summarize a GitHub Actions test suite run for the mongodb/terraform-provider-mongodbatlas repo — fetches job logs, classifies failures, and produces a Slack summary led by an explicit code-regression verdict. Use when the user shares a workflow run URL or…

Manages MongoDB Atlas Stream Processing (ASP) workflows. Handles workspace provisioning, data source/sink connections, processor lifecycle operations, debugging diagnostics, and tier sizing. Supports Kafka, Atlas clusters, S3, HTTPS, and Lambda integrations…

Optimize MongoDB client connection configuration (pools, timeouts, patterns) for any supported driver language. Use this skill when working/updating/reviewing on functions that instantiate or configure a MongoDB client (eg, when calling `connect()`),…

Guide users through configuring key MongoDB MCP server options. Use this skill when a user has the MongoDB MCP server installed but hasn't configured the required environment variables, or when they ask about connecting to MongoDB/Atlas and don't have the…

Generate read-only MongoDB queries (find) or aggregation pipelines using natural language, with collection schema context and sample documents. Use this skill whenever the user asks to write, create, or generate MongoDB queries, wants to…

Help with MongoDB query optimization and indexing. Use only when the user asks for optimization or performance: "How do I optimize this query?", "How do I index this?", "Why is this query slow?", "Can you fix my slow queries?", "What are the slow queries on…

MongoDB schema design patterns and anti-patterns. Use when designing data models, reviewing schemas, migrating from SQL, or troubleshooting performance issues caused by schema problems. Triggers on "design schema", "embed vs reference", "MongoDB data model",…

Guides MongoDB users through implementing and optimizing Atlas Search (full-text), Vector Search (semantic), and Hybrid Search solutions. Use this skill when users need to build search functionality for text-based queries (autocomplete, fuzzy matching,…

Review a proposed Agent Skill for structural validity and content quality before publishing. Runs the skill-validator CLI to check for structural issues, scores the skill with an LLM judge, and interprets results to advise SMEs on what to address. Use when a…

Evergreen CI infrastructure, configuration validation. Use when modifying .evergreen/ config, preparing to submit changes or understanding the Evergreen test matrix.

Sync AGENTS.md files, skills, and references after buildSrc or convention changes. Use after modifying build plugins, formatting rules, testing conventions, or task names to keep documentation consistent.

Fan-out review of the current branch, an external PR, or a branch in another clone — runs each per-area reviewer over the files it owns and aggregates findings. Requires the superpowers plugin (errors out if it is not available).

Build and run tests against all three EF version targets (EF8, EF9, EF10)

Auto-invoked when writing or editing React components (.tsx/.ts) in a project that has @leafygreen-ui packages in package.json. Provides component mapping, import conventions, design token usage, and Figma MCP auto-install workflow.

Use when setting up, installing, or scaffolding MongoDB's LeafyGreen UI design system in a Vite + React + TypeScript project.

Use when designing or planning support for a new HQL construct in the MongoDB MQL translator (AbstractMqlTranslator). Covers domain-specific investigation steps and conventions that augment the standard brainstorming and writing-plans superpowers skills.

Use when reviewing a pull request, branch, or commit in this repository

Implementation specialist for the mongodb/laravel-mongodb package. Triggers on "Laravel MongoDB", "mongodb/laravel-mongodb", "Eloquent MongoDB", "MongoDB model", "_id", "ObjectId in Laravel", "MongoDB queue/cache/session driver", "Atlas Search Laravel",…

Use when converting JS/resmoke integration tests in mongo-tools to Go testify tests

Use when running, filtering, or debugging tests in the test-libmongoc executable of the MongoDB C Driver — the custom TestSuite framework in src/libmongoc/tests/TestSuite.h with its own flags (-l, -d, -f), test-naming rules, and JSON spec tests.

Use when raising the minimum supported MongoDB server version in this repository (e.g. EOL'ing an old server version) and needing to find and remove now-dead version-gated tests, prose, and pseudocode across the whole specifications repo.