tamarind) lets you discover tools, submit and monitor protein, nucleic-acid, and small-molecule jobs, and download results — from your terminal, a shell script, CI, or an AI coding agent such as Claude Code or Codex.
It is a thin client over the same REST API as the Tamarind MCP server, so the two stay in lockstep: every tool and parameter available in the API is available from the CLI. Source, installer, and issues live on GitHub.
Use the CLI when you want to drive Tamarind from a terminal or a script. Use the MCP server when you want a hosted connection for claude.ai, ChatGPT, or another MCP client.
Requirements
- A Tamarind account — Sign up here
- An API key — view yours at app.tamarind.bio/api-docs/api-key
- Python 3.10 or newer
Installation
Install once withuv or pipx, then run tamarind from anywhere:
uv first if needed):
Authentication
Get your API key from app.tamarind.bio/api-docs/api-key, then authenticate in one of two ways. Environment variable — best for scripts, CI, and AI agents:~/.tamarind/config.json:
Quickstart
The end-to-end flow mirrors the platform: discover a tool, inspect its schema, validate your inputs, submit, and download results.Command reference
Discover
| Command | Description |
|---|---|
tamarind tools | List available tools (filter with --modality, --function, --search) |
tamarind modalities | List modalities (protein, nucleic acid, small molecule, …) |
tamarind functions | List tool functions (structure prediction, binder design, …) |
tamarind schema <tool> | Show a tool’s parameters; --example prints a runnable job file |
Submit
| Command | Description |
|---|---|
tamarind validate <tool> --input job.yaml | Validate inputs without submitting |
tamarind submit <tool> --input job.yaml | Submit a job (--name, --wait, --download, --idempotency-key) |
tamarind batch <tool> --input batch.yaml | Submit many jobs as one batch |
Monitor & results
| Command | Description |
|---|---|
tamarind jobs | List jobs (--status, --batch, --limit) |
tamarind status <jobName> | Show one job’s status |
tamarind wait <jobName> | Block until a job reaches a terminal state |
tamarind logs <jobName> | Fetch a job’s logs |
tamarind results <jobName> --download ./out | Download a job’s result bundle |
Files & lifecycle
| Command | Description |
|---|---|
tamarind files list | List workspace files |
tamarind files upload <path> | Upload an input file |
tamarind files delete <path> | Delete a file |
tamarind cancel <jobName> | Stop a running or queued job (--batch for a whole batch) |
tamarind delete <jobName> | Permanently delete a job and its data |
Output & scripting
Every command is built for automation:--jsonprints machine-readable output. It is on by default when output is piped (not a terminal), so scripts and agents get JSON without any extra flags.- Stable exit codes let scripts branch on failures:
0success,3auth error,4not found,5validation error,6rate limited. --profile <name>switches between saved accounts or environments in~/.tamarind/config.json.--api-key,--api-base, and--catalog-base(or the matchingTAMARIND_*environment variables) override configuration per invocation.
Use with AI agents
The CLI is built for coding agents. Because every command takes plain flags, emits JSON, and returns stable exit codes, an agent can drive the whole workflow — discover a tool, write the job file, submit, and fetch results — by runningtamarind directly.
- Terminal agents (Claude Code, Codex, CI): install the CLI, set
TAMARIND_API_KEY, and let the agent calltamarindcommands. Point it at this page so it knows the surface. - Hosted / chat agents (claude.ai, ChatGPT): connect the Tamarind MCP server, which exposes the same operations over the Model Context Protocol.
Troubleshooting
No API key configured
Set TAMARIND_API_KEY or run tamarind auth login. Confirm with tamarind auth status.
Authentication failing
Verify your key is current on the API Key page. Pass--api-key directly to rule out a stale stored key.
command not found: tamarind
Ensure your tool installer’s bin directory is on PATH (for uv, run uv tool update-shell; for pipx, run pipx ensurepath), then restart your shell.
Need help? Contact us at info@tamarind.bio.
Related Resources
- tamarind-cli on GitHub — source, installer, and full README
- MCP Server — the hosted option for claude.ai, ChatGPT, and other MCP clients
- Full API Documentation — complete REST API reference
- API Overview — getting started with Tamarind’s API