# Agent tab

Point a coding agent at the InstantML MCP server from the **Agent** tab, then browse the tools and prompt starters it can use against your runs.

![Agent tab showing the Connect panel with client setup snippets and the Agent Workspace capability cards](/docs/assets/images/product/dashboard-agent.png)

> **Note:** This surface replaced the old API tab; `/dashboard/api` still opens it. API-key creation and revocation moved to the [Workspace settings modal](/docs/dashboard/settings-api-keys.md) under **API**.

## Connect an agent

The **Connect** panel points your coding agent at the hosted MCP server at `https://mcp.instantml.ai/mcp`.

Pick an authentication method:

- **Browser sign-in** (default) — connect by URL only. The agent opens a browser to sign in to InstantML and receives a short-lived token via MCP OAuth, so there is no key to copy, rotate, or commit. Sign-in is scoped to the active workspace (the connection URL carries its `org_id`) and grants read-only access as the signed-in user.
- **API key** — the agent sends an API key as a Bearer token. Create an `Agent MCP key` in **Workspace settings → API** and the snippet fills it in for you. Use a key when the agent needs write scopes such as report editing.

Then pick your client — **Claude Code**, **Codex**, **Cursor**, **VS Code**, or **Local bridge** (Claude Desktop and other stdio clients via `mcp-remote`) — and copy the generated setup snippet. For example, the Claude Code snippet with an API key:

```bash
claude mcp add --transport http instantml https://mcp.instantml.ai/mcp \
  --header "Authorization: Bearer instantml_..."
```

Below the snippet, an activity line shows the most recent agent request and which key it used, so you can confirm the connection worked. **Copy guide for your agent** copies an agent-readable Markdown guide you can paste into a session, and **Open agent docs** opens [Agent access over MCP](/docs/sdk/agent-mcp.md).

## Browse agent capabilities

The **Agent Workspace** panel lists what a connected agent can do, grouped into capability cards with the `tracker.*` tool names each one uses. Expand a card's tool chips to see the full list, and copy a prompt starter to try a first request, such as listing your latest runs or comparing selected runs.

## Next steps

- [Agent access over MCP](/docs/sdk/agent-mcp.md)
- [Settings and API keys](/docs/dashboard/settings-api-keys.md)
- [Authentication](/docs/api/authentication.md)
- [Projects and runs API](/docs/api/projects-runs.md)
- [SDK installation and auth](/docs/sdk/installation-auth.md)

## Agent navigation

- [Docs index](/llms.txt)
- [Full docs bundle](/llms-full.txt)

### Get Started

- [Overview](/docs/index.md)
- [Quickstart](/docs/quickstart.md)
- [Core Concepts](/docs/concepts/core-concepts.md)
- [Pricing](/docs/pricing.md)
- [Benchmarks](/docs/benchmarks.md)
- [Examples](/docs/guides/examples.md)
- [Troubleshooting](/docs/troubleshooting.md)

### SDK

- [Installation Auth](/docs/sdk/installation-auth.md)
- [Logging](/docs/sdk/logging.md)
- [Tracing](/docs/sdk/tracing.md)
- [Metrics Steps](/docs/sdk/metrics-steps.md)
- [Config Tags Notes](/docs/sdk/config-tags-notes.md)
- [Artifacts Checkpoints](/docs/sdk/artifacts-checkpoints.md)
- [Rich Objects](/docs/sdk/rich-objects.md)
- [Distributed Training](/docs/sdk/distributed-training.md)
- [Console System Integrations](/docs/sdk/console-system-integrations.md)
- [Reliability](/docs/sdk/reliability.md)
- [Cli Login](/docs/sdk/cli-login.md)
- [Querying Data](/docs/sdk/querying-data.md)
- [Agent Mcp](/docs/sdk/agent-mcp.md)
- [Examples Patterns](/docs/sdk/examples-patterns.md)

### Integrations

- [Overview](/docs/integrations/overview.md)
- [Pytorch Lightning](/docs/integrations/pytorch-lightning.md)
- [Huggingface Transformers](/docs/integrations/huggingface-transformers.md)
- [Keras](/docs/integrations/keras.md)
- [Wandb](/docs/integrations/wandb.md)

### Dashboard

- [Tour](/docs/dashboard/tour.md)
- [Organizations Workspaces](/docs/dashboard/organizations-workspaces.md)
- [Runs Workspace](/docs/dashboard/runs-workspace.md)
- [Metrics Charts](/docs/dashboard/metrics-charts.md)
- [Run Detail](/docs/dashboard/run-detail.md)
- [Traces](/docs/dashboard/traces.md)
- [Compare Runs](/docs/dashboard/compare-runs.md)
- [Research Dashboards](/docs/dashboard/research-dashboards.md)
- [Artifacts Files](/docs/dashboard/artifacts-files.md)
- [Run Health](/docs/dashboard/alerts.md)
- [Datasets](/docs/dashboard/datasets.md)
- [Checkpoints](/docs/dashboard/checkpoints.md)
- [Reports](/docs/dashboard/reports.md)
- [Settings Api Keys](/docs/dashboard/settings-api-keys.md)
- [Api Tab](/docs/dashboard/api-tab.md) (current page)
- [Onboarding Team Billing](/docs/dashboard/onboarding-team-billing.md)

### Data

- [Imports](/docs/guides/imports.md)
- [W&B alternative](/docs/guides/wandb-alternative.md)
- [InstantML vs MLflow](/docs/guides/instantml-vs-mlflow.md)
- [W&B import guide](/docs/guides/wandb-import-guide.md)
- [W&B and Neptune imports](/docs/guides/wandb-neptune-imports.md)
- [Export Usage Limits](/docs/guides/export-usage-limits.md)
- [Pricing Limits Billing](/docs/guides/pricing-limits-billing.md)
- [Auth Billing Storage](/docs/guides/auth-billing-storage.md)
- [Customer Owned Clickhouse](/docs/guides/customer-owned-clickhouse.md)
- [Observability](/docs/guides/observability.md)

### API

**Practical API guides**

- [Authentication](/docs/api/authentication.md)
- [Errors And Limits](/docs/api/errors-and-limits.md)
- [Health Observability](/docs/api/health-observability.md)
- [Projects Runs](/docs/api/projects-runs.md)
- [Metrics Series](/docs/api/metrics-series.md)
- [Attributes Objects](/docs/api/attributes-objects.md)
- [Artifacts](/docs/api/artifacts.md)
- [Reports](/docs/api/reports.md)
- [Iframe Embeds](/docs/api/iframe-embeds.md)
- [Import Export Usage](/docs/api/import-export-usage.md)
- [Dashboard Control State](/docs/api/dashboard-control-state.md)
**Architecture**

- [System Overview](/docs/architecture/system-overview.md)
- [Service Planes](/docs/architecture/service-planes.md)
- [Storage Model](/docs/architecture/storage-model.md)
- [Google Clickhouse](/docs/architecture/google-clickhouse.md)
- [Auth Tenancy](/docs/architecture/auth-tenancy.md)
- [Schema Reference](/docs/architecture/schema-reference.md)

### API Reference

- [API Reference](/docs/api-reference.md)
