| name | qdash |
| description | Work with a running QDash instance through qdash-client and saved local profiles. Use when an agent needs to inspect chips, metrics, task results, calibration data, provenance, issues, flows, executions, project files, project-scoped QDash API data, or OpenAPI endpoints from QDash using qdash-client, ~/.config/qdash/config.ini, XDG_CONFIG_HOME/qdash/config.ini, QDASH_* environment variables, or a local oqtopus-team/qdash checkout. |
QDash
Overview
Use this skill to let an agent query QDash through qdash-client instead of scraping the UI, calling curl directly, or hand-writing auth headers. Prefer saved profiles for credentials and keep tokens, Cloudflare Access secrets, passwords, and raw config contents out of conversation output.
For public/general use, assume qdash-client is the required API transport. Do not install it permanently unless the user asks; prefer ephemeral execution with uv run --with qdash-client.
Quick Start
- Locate the profile without printing secrets:
uv run --with qdash-client python skills/qdash/scripts/qdash_query.py config-path
- Run a read-only smoke check:
uv run --with qdash-client python skills/qdash/scripts/qdash_query.py --profile local chips
- Query common API data:
uv run --with qdash-client python skills/qdash/scripts/qdash_query.py --profile local default-chip
uv run --with qdash-client python skills/qdash/scripts/qdash_query.py --profile local metrics-config
uv run --with qdash-client python skills/qdash/scripts/qdash_query.py --profile local chip-metrics --chip-id chip-001
uv run --with qdash-client python skills/qdash/scripts/qdash_query.py --profile local chip-qubits --chip-id chip-001 --limit 20
uv run --with qdash-client python skills/qdash/scripts/qdash_query.py --profile local task-results --limit 20 --status success
uv run --with qdash-client python skills/qdash/scripts/qdash_query.py --profile local task-result --task-id task-001
uv run --with qdash-client python skills/qdash/scripts/qdash_query.py --profile local task-knowledge --task-name t1
uv run --with qdash-client python skills/qdash/scripts/qdash_query.py --profile local qubit-latest --task t1
uv run --with qdash-client python skills/qdash/scripts/qdash_query.py --profile local issues --limit 20
uv run --with qdash-client python skills/qdash/scripts/qdash_query.py --profile local flows
uv run --with qdash-client python skills/qdash/scripts/qdash_query.py --profile local flow-templates
uv run --with qdash-client python skills/qdash/scripts/qdash_query.py --profile local files-tree
uv run --with qdash-client python skills/qdash/scripts/qdash_query.py --profile local ai-reviews --limit 20
uv run --with qdash-client python skills/qdash/scripts/qdash_query.py --profile local provenance-stats
uv run --with qdash-client python skills/qdash/scripts/qdash_query.py --profile local timeseries --parameter t1 --start-at 2026-06-01T00:00:00Z --end-at 2026-06-08T00:00:00Z
For QDash development, set QDASH_REPO_PATH to a local oqtopus-team/qdash checkout to test unreleased client changes. The helper also probes ~/src/github.com/oqtopus-team/qdash.
If using a local checkout and plain python does not have client dependencies, run the helper through uv:
uv run --with httpx --with pydantic python skills/qdash/scripts/qdash_query.py --profile local chips
Workflow
- Use
config-path first when the user mentions a local profile. Report only the path, available profile names, and whether the file exists.
- Prefer
uv run --with qdash-client python skills/qdash/scripts/qdash_query.py ... for supported read-only operations because it handles profile loading, auth headers, project headers, model serialization, and error formatting through the official client.
- Use named read-only commands first:
chips, default-chip, metrics-config, chip-metrics, chip-qubits, chip-qubit, chip-couplings, chip-coupling, timeseries, task-results, task-result, task-note, task-result-issues, task-knowledge, task-knowledge-markdown, qubit-latest, qubit-history, coupling-latest, coupling-history, projects, project, files-tree, file-content, git-status, issues, issue-knowledge, flows, flow, flow-templates, flow-template, flow-helper-files, flow-helper-file, executions, ai-reviews, ai-review-runs, ai-review-run, and provenance-*.
- Use
raw-get for read-only endpoints not covered by first-class commands. It still goes through qdash-client; do not use curl as the normal path.
- Use a local checkout fallback only for qdash-client development or unreleased API/client changes.
- Before creating, updating, deleting, excluding, re-executing, pushing files, pulling files, or triggering flows, state the exact endpoint/action and wait for user confirmation.
- Summarize returned data instead of dumping huge JSON. Include counts, IDs, time ranges, and suspicious values that answer the user's question.
API Reference
Read references/qdash.md when you need endpoint groups, local source locations, or examples for extending the helper.
Primary local sources in the QDash checkout:
src/qdash/client/README.md
docs/user-guide/qdash-client.md
docs/oas/openapi.json
src/qdash/client/services/client.py
Safety
- Never print
api_token, password, cf_access_client_secret, or full profile contents.
- Do not reconstruct auth headers in shell or
curl unless the user explicitly asks for low-level debugging.
- Treat
/files/git/push, /files/git/pull, /flows/*/execute, re-execute, exclude, admin, auth, and project membership endpoints as write or operationally sensitive.
- Prefer absolute UTC ISO timestamps with trailing
Z for time-series calls.
- Close
QDashClient instances when writing custom snippets.