Getting it into your agent
It runs from inside its repository, so the clone comes first — what it calls does not travel with the file alone.
git clone --depth 1 https://github.com/twells89/sigma-migration-skillsnpx agentmods add skills/twells89/sigma-migration-skills/quicksight-to-sigmaWrote this? Show the measurements
A badge with what this costs and how it scanned, read live from this page, so it follows the numbers instead of freezing them. Markdown for a README, HTML for a documentation site or a project page.
[](https://agentmods.dev/skills/twells89/sigma-migration-skills/quicksight-to-sigma)<a href="https://agentmods.dev/skills/twells89/sigma-migration-skills/quicksight-to-sigma"><img src="https://agentmods.dev/badge/skills/twells89/sigma-migration-skills/quicksight-to-sigma/github.svg" alt="Measured on agentmods" height="20"></a>Or the 80×15 button, for a site that already has a row of RSS and ATOM ones. Only the verdict fits; the numbers stay here.
<a href="https://agentmods.dev/skills/twells89/sigma-migration-skills/quicksight-to-sigma"><img src="https://agentmods.dev/badge/skills/twells89/sigma-migration-skills/quicksight-to-sigma.svg" alt="Reviewed on agentmods" width="80" height="20"></a>- NVIDIA SkillSpector warn
SkillSpector: 1 finding, up to medium
These are SkillSpector’s own severities. On a checked sample its high-severity flags on skills were ~96% false positives — a documented command, a public API, a “never do X” rule — so we show them as a caution to read, not a verdict. Why →
- medium Rogue Agent · line 3 Skill establishes unauthorized persistence across sessions via cron jobs, startup scripts, or state files. Session persistence allows an attacker to maintain access beyond the current interaction.Fix: Remove any persistence mechanisms (cron jobs, startup scripts, state files). Skills should not maintain state across sessions without explicit user consent.
What it costs to keep this loaded
Counted locally with the o200k_base tokenizer, which is exact for GPT models; Claude uses its own tokenizer and its counts differ. Treat this as one consistent yardstick across the catalogue rather than a bill. Prices are per million input tokens.
| Model | Per session | Once invoked |
|---|---|---|
| Fable 5.1 | $0.00108 | $0.08947 |
| Opus 5 | $0.00054 | $0.04473 |
| Sonnet 5 | $0.00022 | $0.01789 |
| Haiku 4.5 | $0.00011 | $0.00895 |
Grade A, and why
quicksight-to-sigma scanned grade A with 1 finding against 26 rules in 11 categories — prompt injection, anti-refusal, data exfiltration, privilege escalation, supply chain, agent snooping, system-prompt leakage, SSRF and excessive agency — measured 12d ago.
A static scan of the body, not an audit. Every finding is printed with the line that produced it so you can judge whether it matters here. A mod is markdown that instructs an agent; that is exactly why what it instructs is worth reading.
Makes network callslowCapability
Not a fault in itself. Listed so you know the mod talks to something, and to what.
> `curl`-POST to `/v2/workbooks` / lay out empty "placeholder" pages** — that How it starts
The opening of the file, as written. The whole thing — 339 lines — stays where its author put it; the contents beside it link to each section on GitHub.
QuickSight → Sigma
Windows / first run — run the environment doctor before anything else:
bash scripts/doctor.sh(macOS/Linux/Git Bash) orpowershell -ExecutionPolicy Bypass -File scripts\doctor.ps1(Windows). It checks Ruby/Python/Node/bash and flags the Python "Store stub" + CRLF with exact fixes. Details:refs/environment.md.
Preflight the workbook spec before POST (mandatory)
Before POSTing any workbook spec, run ruby scripts/lib/preflight_lint.rb <spec.json> — it exits 1 with a precise message on the two migration-killer bugs: a table with aggregate columns + dimensions but no groupings (renders raw detail rows), and a malformed control (missing id/controlId/controlType or nesting value fields under a value object instead of flat, a non-double-nested source, or a list control wired to neither source nor filters — a filters-only list control is valid). Fix every violation first — never POST past it, and never conclude a feature is "unsupported" from an Invalid kind error (it means the inner fields are wrong). Verified shapes: sigma-workbooks controls.md / tables.md.
Phase 0 — Choose where to build (ask first when no destination given)
Don't silently land the migrated data model + workbook in an auto-picked folder.
If the user didn't supply a destination (no --folder <id-or-name>), ASK before building:
ruby scripts/pick-destination.rb list→{ workspaces, folders (editable, with parentName), myDocuments }- Let the user pick ONE: a workspace (its
idlands content in the workspace root), an existing folder, My Documents (when non-null — null for service tokens), or create a new folder:ruby scripts/pick-destination.rb create --name "<name>" [--parent <workspace-or-folder-id>] - Pass the chosen id as
--folder <id>(the downstream--fixupstep requires a folderId).
If a destination is already supplied, honor it silently — don't ask.
READ FIRST —
refs/operating-contract.md: the fidelity guardrails (render + value-check EVERY page against the source; never ship empty or silently drop a tile; don't spin — surface blockers). Modeling strategy —refs/modeling-strategy.md: faithful reproduction of the source model is the DEFAULT (parity is the gate); an upstream OBT or Sigma-native materialization is an OPT-IN optimization for hot, join-heavy dashboards, re-verified against the same parity oracle. The converter never auto-flattens. Status: foundation (converter MCP + browser shipped 2026-05-28). Beads: converter =beads-sigma-j5e; CustomSql/DIRECT_QUERY fixup =beads-sigma-vy4k. Defers to:sigma-workbooks(canonical workbook spec),sigma-data-models(DM spec), the local vendored converter (converter/quicksight.mjs, exportingconvertQuickSightToSigma— theconvert_quicksight_to_sigmaMCP tool is a manual fallback only), and the shared vendor-neutral Sigma-side scripts (post-and-readback.rb,put-layout.rb,find-or-pick-dm.rb,verify-parity.rb) reused across the migration skills.
What ships with it
60 files beside SKILL.md in the same directory: the scripts, references and assets a skill reads on demand. Not counted in the per-session cost; read them before you install if any of them is executable.
- converter/PROVENANCE.json 1.4 KB
- converter/quicksight.mjs 76 KB runs code
- fixtures/dataset-orders-enriched.json 7.6 KB
- fixtures/orders-overview-analysis.json 22 KB
- QUICKSTART.md 9.2 KB
- refs/app-recommendation-signals.md 3.1 KB
- refs/catalogs/aggregation.json 4.0 KB
- refs/catalogs/control.json 3.4 KB
- refs/catalogs/number-format.json 3.3 KB
- refs/catalogs/viz-kind.json 10 KB
- refs/catalogs/workbook-feature.json 5.4 KB
- refs/control-parity.md 9.9 KB
- refs/environment.md 5.7 KB
- refs/GAP-LEDGER.md 11 KB
- refs/layout-visual-qa.md 19 KB
- refs/migration-results.md 11 KB
- refs/migration-test-slate.md 7.5 KB
- refs/modeling-strategy.md 6.7 KB
- refs/operating-contract.md 2.8 KB
- refs/phase-e-enhance.md 12 KB
- refs/quicksight-coverage.md 19 KB
- refs/rca-quicksight-2026-06-17.md 11 KB
- refs/source-anchors.md 12 KB
- refs/visual-similarity.md 5.0 KB
- refs/workbook-code-release-gaps.md 1.9 KB
- schemas/app-plan.schema.json 3.0 KB
- scripts/apply_sigma_rls.py 18 KB runs code
- scripts/assert-phase6-ran.rb 254 KB runs code
- scripts/bootstrap.ps1 41 KB runs code
- scripts/bootstrap.sh 44 KB runs code
- scripts/build-bookmark-workbooks.py 4.9 KB runs code
- scripts/build-charts-from-signals.rb 67 KB runs code
- scripts/build-parity-plan.rb 5.3 KB runs code
- scripts/build-quicksight-layout.rb 16 KB runs code
- scripts/build-workbook-from-quicksight.rb 114 KB runs code
- scripts/build-workbook-spec.rb 7.1 KB runs code
- scripts/cleanup-orphan-workbooks.rb 11 KB runs code
- scripts/convert-model.rb 20 KB runs code
- scripts/doctor.ps1 24 KB runs code
- scripts/doctor.sh 34 KB runs code
- scripts/enhance-app-plan.rb 8.1 KB runs code
- scripts/enhance-apply.rb 48 KB runs code
- scripts/enhance-scan.rb 38 KB runs code
- scripts/enhance-select.rb 5.3 KB runs code
- scripts/escalate-gap.py 9.8 KB runs code
- scripts/find-or-pick-dm.rb 29 KB runs code
- scripts/gap-scout.md 6.4 KB
- scripts/gen-coverage-matrix.py 5.7 KB runs code
- scripts/get_token.py 8.2 KB runs code
- scripts/get-token.sh 4.4 KB runs code
- scripts/intake.rb 21 KB runs code
- scripts/learned-rules.rb 4.8 KB runs code
- scripts/lib/anchor_values.rb 5.6 KB runs code
- scripts/lib/blind_grade.rb 8.8 KB runs code
- scripts/lib/cli_encoding.rb 1.8 KB runs code
- scripts/lib/code_rep.mjs 7.9 KB runs code
- scripts/lib/code_rep.py 9.3 KB runs code
- scripts/lib/code_rep.rb 11 KB runs code
- scripts/lib/control_lint.rb 22 KB runs code
- scripts/lib/coverage_catalog.rb 4.6 KB runs code
What this file has done since we first saw it
Hashed on every crawl. A supply-chain change to an agent config is a question of when, not whether, so the history is kept rather than the latest state alone.
- 12d ago First seen · 339 lines · 108 tokens per session scan A 7e77adf1920a
quicksight-to-sigma is a skill published in the GitHub repository twells89/sigma-migration-skills (16 stars, last pushed yesterday), licensed MIT. It adds 108 tokens to every session and 8,947 once invoked, about $0.0005 per session on Opus 5. A static security scan graded it A with 1 finding (makes network calls). No closer match exists in the catalogue, so it is treated as the original; first seen 2026-08-30.
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