Roboflow agent skills for Claude Code, Cursor and RevampKey

5 ready-made playbooks that teach an AI agent how to do real Roboflow work: which tools to call, what to check first, and when to stop and ask you.

Download RevampKey, free I have it: connect Roboflow

Connect Roboflow once and all 5 skills install themselves and stay up to date. Mac, Windows and Linux.

All 5 Roboflow skills

Each skill is one job. You ask in plain words and the agent loads the skill that matches, then follows its steps.

Start hereAsks before writing15 Roboflow tools

Use Roboflow with your AI agent

Connects your agent to your Roboflow workspace so it confirms the workspace and project first, finds images and jobs without flooding context, and asks your approval before any change.

Use it when

You just connected Roboflow and want to know what the agent can safely do
You have several workspaces or projects with similar names and need to pick the right one
A Roboflow call failed with a sign-in, permission or not-found error

Tools it uses

annotation_batches_list
annotation_batches_get
agent_conversations_list
agent_conversation_get
agent_chat
autolabel_job_get
async_tasks_get
devices_get
image_upload
annotations_save
annotation_jobs_create
autolabel_start
agent_workflow_publish
devices_create
devices_update_config

Example

Which workspace and project are we working on? Show me the open labeling jobs in the defect-detection project and how many images are still unlabeled.

I'm using the 'acme-factory' workspace and the 'defect-detection' project, signed in as you@acme.com. There are 3 open labeling jobs. The first page shows 12 of 46 unlabeled images, so the count across all pages is still to be confirmed. Nothing has been changed.

Use in RevampKeyRead the full skill →

Asks before writing4 Roboflow tools

Build and publish a Roboflow Workflow with AI

Drafts or edits a Roboflow Workflow through the Roboflow agent, shows you exactly what changed, and publishes only after you confirm the draft is correct.

Use it when

You want the agent to build a Workflow from a plain-language goal
You need to edit a Workflow that is already live and want to see every change first
You want to review an agent draft before it goes into production

Tools it uses

agent_chat
agent_conversation_get
agent_conversations_list
agent_workflow_publish

Example

Draft a Workflow that runs my defect model on each image and returns only detections above 0.6 confidence, then show me what changed before publishing.

I drafted the Workflow in workspace acme-vision. Changes: added a confidence filter at 0.6 and kept the detection model you named. Nothing was removed. I flagged one open item: the agent chose a class list you did not specify. Publishing is on hold until you confirm the class list and approve.

Use in RevampKeyRead the full skill →

Read-only1 Roboflow tools

Review a Roboflow dataset's health before training

Audits one Roboflow project's dataset: split balance, class coverage and label quality, with a ranked fix list. It makes no changes; any fix waits for your approval.

Use it when

Before training a new model version, to check the data is ready
When a model scores well in validation but fails in the field
When a class is performing poorly and you suspect the data

Tools it uses

annotations_save

Example

Is my Roboflow dataset ready to train? I'm training on version 4 of the forklift project.

Version 4 has 3,200 images: 2,560 in train and 320 each in valid and test. The forklift class is well represented, but the 'pallet_jack' class has only 14 training instances, and 6 of them come from one warehouse. I found 27 near-duplicate images that straddle train and valid, which would inflate your validation score. Verdict: not ready. The leakage and the pallet_jack gap are blocking. Nothing has been changed; the proposed fixes await your approval.

Use in RevampKeyRead the full skill →

Asks before writing3 Roboflow tools

Upload images into a Roboflow project with AI

Prepares an image ZIP, tracks its progress and any images held for screening, and groups the arrivals into a named batch. It asks before any upload, move or delete.

Use it when

You have a new set of images to add to a project
An upload is stuck, partial, or missing images
You want new data kept in its own batch for labeling

Tools it uses

image_upload
annotation_batches_list
annotation_batches_get

Example

Upload these 240 site photos to my warehouse-defects project and put them in a batch called March-site-visits.

I checked the target: workspace Acme Vision, project warehouse-defects, 6 existing classes. I prepared one ZIP of 240 images and will start it once you confirm. After it finishes I will report any held images separately and confirm the batch by search.

Use in RevampKeyRead the full skill →

Asks before writing5 Roboflow tools

Run a labeling job pipeline with AI

Moves a batch of unlabeled images through annotation in Roboflow: checks the batch, creates a labeling job with a labeler and reviewer, tracks it through review, and asks before accepting or changing any work.

Use it when

You have a new upload batch that needs labels before training
You want to split a large batch into jobs with named labelers and reviewers
A labeling job is stuck and you need to see whether it is waiting on labeling or review

Tools it uses

annotation_batches_list
annotation_batches_get
autolabel_start
autolabel_job_get
annotation_jobs_create

Example

Set up a labeling job for the 'street-signs-june' batch: 2 labelers, 1 reviewer, and show me where it stands.

The batch has 1,200 images, none assigned yet, and the upload is complete. I'd split it into two jobs of 600, each with one labeler and reviewer Priya. I need your go-ahead before I create the jobs and move the images, since that changes who is working on what.

Use in RevampKeyRead the full skill →

Get all 5 without copying a file

RevampKey adds the skills when you connect Roboflow, updates them for you and removes them when you disconnect.

Download RevampKey

How Roboflow skills work

Connect Roboflow
The Roboflow MCP server gives the agent its tools.
Ask in plain words
“Draft a Workflow that runs my defect model on each image and returns only detections above 0.6 confidence, then show me what changed before publishing.” Each SKILL.md says when it applies, so only the one that fits is loaded.
Approve any change
The agent calls the tools in order, checks its work, and shows you any change before it makes it.

How to install Roboflow skills

In RevampKey the skills install themselves when you connect Roboflow. In other tools each skill is one folder with a SKILL.md file, and you also need the Roboflow MCP server connected there.

About 1 minute · nothing to copy

Download RevampKey for Mac, Windows or Linux and sign in.
Open Connectors and connect Roboflow. All 5 skills come with it and stay up to date; they go away when you remove the connector.
Ask in plain language, for example “Draft a Workflow that runs my defect model on each image and returns only detections above 0.6 confidence, then show me what changed before publishing.”
Download RevampKeyConnect Roboflow · 1 click
Get RevampKey to connect Roboflow
RevampKey is a free desktop app for Mac, Windows and Linux. Install it, sign in, and Roboflow is one click away with its skills already attached.
Download RevampKey
Not now? Use the skills in your current tool
for s in essentials agent-workflow-publish dataset-health-review image-batch-upload labeling-job-pipeline; do curl -fsSL --create-dirs -o .claude/skills/roboflow-$s/SKILL.md https://revampkey.com/marketplace/roboflow/skills/$s/SKILL.md done
Other tools

Into this project’s .claude/skills folder

Connect the Roboflow MCP server in Claude Code.

Run this in your project folder to add all 5 skills:

for s in essentials agent-workflow-publish dataset-health-review image-batch-upload labeling-job-pipeline; do
  curl -fsSL --create-dirs -o .claude/skills/roboflow-$s/SKILL.md https://revampkey.com/marketplace/roboflow/skills/$s/SKILL.md
done

Ask in plain language, for example “Draft a Workflow that runs my defect model on each image and returns only detections above 0.6 confidence, then show me what changed before publishing.”

Into the shared .agents/skills folder

Connect the Roboflow MCP server in Cursor.

Run this in your project folder to add all 5 skills:

for s in essentials agent-workflow-publish dataset-health-review image-batch-upload labeling-job-pipeline; do
  curl -fsSL --create-dirs -o .agents/skills/roboflow-$s/SKILL.md https://revampkey.com/marketplace/roboflow/skills/$s/SKILL.md
done

Ask in plain language, for example “Draft a Workflow that runs my defect model on each image and returns only detections above 0.6 confidence, then show me what changed before publishing.”

Into the shared .agents/skills folder

Connect the Roboflow MCP server in Codex.

Run this in your project folder to add all 5 skills:

for s in essentials agent-workflow-publish dataset-health-review image-batch-upload labeling-job-pipeline; do
  curl -fsSL --create-dirs -o .agents/skills/roboflow-$s/SKILL.md https://revampkey.com/marketplace/roboflow/skills/$s/SKILL.md
done

Ask in plain language, for example “Draft a Workflow that runs my defect model on each image and returns only detections above 0.6 confidence, then show me what changed before publishing.”

Into the shared .agents/skills folder

Connect the Roboflow MCP server in VS Code.

Run this in your project folder to add all 5 skills:

for s in essentials agent-workflow-publish dataset-health-review image-batch-upload labeling-job-pipeline; do
  curl -fsSL --create-dirs -o .agents/skills/roboflow-$s/SKILL.md https://revampkey.com/marketplace/roboflow/skills/$s/SKILL.md
done

Ask in plain language, for example “Draft a Workflow that runs my defect model on each image and returns only detections above 0.6 confidence, then show me what changed before publishing.”

RevampKey or copy the files?

In RevampKey

One click when you connect Roboflow
Updated for you when a skill improves
Removed when you disconnect
The MCP server is set up for you
800+ other connectors, same way

Download free

Copy into your project

One command per project
Run it again to get updates
You connect the Roboflow MCP server yourself
Works in Claude Code, Cursor, Codex and VS Code

See the command

Roboflow skills FAQ

What is a Roboflow agent skill?

A SKILL.md file: a short playbook an AI agent loads when your request matches it. Each Roboflow skill describes one job, which Roboflow tools to use in which order, what to check first and when to stop and ask you.

Do the Roboflow skills change anything on their own?

1 of the 5 only read. The others tell the agent to show you the change and wait for a yes before it creates, edits or deletes anything in Roboflow.

Which tools can use these skills?

Any agent that reads the open Agent Skills format: Claude Code, Cursor, Codex, VS Code with Copilot and RevampKey. In RevampKey they are attached when you connect Roboflow; elsewhere you copy the folders into your project or skills directory.

Do I need the Roboflow MCP server too?

Yes. The skills tell the agent how to do the work; the Roboflow MCP server gives it the tools to do it. The Roboflow MCP setup guide covers every client.

Roboflow MCP server setup · This page as Markdown

Put Roboflow’s best workflows in your agent

Download RevampKey, connect Roboflow and ask your first question in about a minute.

Download RevampKey Connect Roboflow · 1 click

All 5 Roboflow skills

Use Roboflow with your AI agent

Use it when

Tools it uses

Build and publish a Roboflow Workflow with AI

Use it when

Tools it uses

Review a Roboflow dataset's health before training

Use it when

Tools it uses

Upload images into a Roboflow project with AI

Use it when

Tools it uses

Run a labeling job pipeline with AI

Use it when

Tools it uses

Get all 5 without copying a file

How Roboflow skills work

How to install Roboflow skills

RevampKey or copy the files?

In RevampKey

Copy into your project

Roboflow skills FAQ

Put Roboflow’s best workflows in your agent

Skills for related tools