mongodb

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/.

Batch workflow for completing small DOCSP Jira tickets via sage-bot-beta. Selects tickets, hands them off to sage-bot-beta for implementation, polls for the resulting draft PRs, and adds staging links. Use this skill whenever the user wants to work through…

Draft Compass release notes for a new version by fetching the corresponding release from mongodb-js/compass and formatting them for the docs. Use when asked to draft or create Compass release notes.

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…

Draft MongoDB drivers release notes for a new version by fetching the corresponding release from the driver source code and adding them to the documentation. Use when asked to create release notes or What's New sections for the drivers and frameworks listed…

Help the user understand and complete their assigned DOCSP tickets for drivers. Provides a prioritized overview of all assigned tickets and suggests next steps. Use only when the user explicitly uses the slash command.

Detect and fix broken external links (404s) in MongoDB documentation files. Runs the 404 linter, strips tracking parameters, follows redirects, and searches for live replacements. Auto-applies confirmed redirects; confirms lower-confidence fixes with the…

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.

Covers everything about search in MongoDB: Atlas Search (full-text), Vector Search (semantic), and Hybrid Search. Use this skill for ANY question about MongoDB search, including open-ended and explanatory ones asked before the user has any data or use case —…

Estimates the storage and memory impact of encrypting fields in collections with Queryable Encryption (QE) enabled. Do NOT use for collections that use Client-Side Field Level Encryption (CSFLE) instead of QE.

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",…

Best practices for writing and organizing acceptance and unit tests in this Terraform provider. Use when creating new tests, modifying existing tests, fixing flaky tests, or reviewing test code. Covers black-box test packages, test consolidation, avoiding…

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…

Summarize a GitHub Actions test suite run for mongodb/terraform-provider-mongodbatlas using prepared job evidence or a run ID. Classify failures and return a Slack summary with a code-regression verdict.

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…

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.

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.

Conventions for editing the source of the TypeScript agents in this repo (atlas-explorer, atlas-query-insights): agent.yaml, main.ts, config.ts, the packages/*-agent libraries, tool allowlists, approval middleware, vendored skills, and dev.yaml. Use when…

Run the steps to deploy Atlas Explorer or Atlas Query Insights with the agentengine and Atlas CLIs: create the MCP configuration, set platform secrets, build, deploy, and diagnose a failed or stuck deploy or new conversations that fail to start. Use when…

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,…

Framework-code validation for agents — check agent source against the shapes the SDK supports before build/deploy. Run this skill for framework code, and also run `agentengine validate` for `agent.yaml`; the CLI does not execute these rows. Currently covers…

Diagnose failed or stuck deployments using the agentengine CLI. Guides through status checks, deploy event logs, and runtime logs to identify the root cause and recommend fixes.

Answer Atlas Agent Engine platform questions from current documentation. Use for questions about the agentengine CLI, project creation, local development, deployment, Atlas setup, memory, remote MCP, agent-to-agent communication, governance, monitoring, or…

Add a vendor-official or community adapter to the Chat SDK catalog and docs — adapters.json registry, chat/adapters catalog entry, the docs MDX page, meta.json, integration-test lists, and a changeset. Use when a developer wants to add, list, register, or…

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

Answer Atlas Agent Engine platform questions from current documentation. Use for questions about the agentengine CLI, project creation, local development, deployment, Atlas setup, memory, remote MCP, agent-to-agent communication, governance, monitoring, or…

Guide for extending Atlas Agent Engine templates and generated apps. Use this before editing templates/hello-world-agent, templates/insurance-agent, templates/chatbot-client, or any generated project with agent.yaml, agent_engine_sdk_langgraph,…

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