# What to use for data quality

> 'Data quality' / 'validation' — catching bad data before it reaches a decision.

Source: https://tashan.sh/task/data-quality.html
Ranked by fit for the task, then how well it documents itself, then the tashan score
  (upkeep and freshness, gated by real adoption). Public evidence only — nothing paid can
  change a rank. Method: https://tashan.sh/methodology.html

## Ranked

| # | Capability | tashan score | Adoption evidence | Activity |
|---|---|---|---|---|
| 1 | [Orchestra](https://tashan.sh/capability/plugin-orchestra-hq-orchestra-skills-orchestra.html) | 50 | 9 ★ | active |
| 2 | [Whodb](https://tashan.sh/capability/plugin-clidey-whodb-whodb.html) | 73 | 5k ★ | active |
| 3 | [Fiftyone](https://tashan.sh/capability/plugin-voxel51-fiftyone-skills-fiftyone.html) | 61 | 37 ★ | active |
| 4 | [Akf](https://tashan.sh/capability/plugin-hmakt99-akf-akf.html) | 50 | 13 ★ | active |
| 5 | [Hubspot Admin](https://tashan.sh/capability/plugin-tomgranot-hubspot-admin-skills-hubspot-admin.html) | 50 | 56 ★ | active |
| 6 | [Alation](https://tashan.sh/capability/plugin-alation-alation-plugins-alation.html) | 48 | 6 ★ | active |
| 7 | [Monte Carlo Agent Toolkit](https://tashan.sh/capability/plugin-monte-carlo-data-mc-agent-toolkit-monte-carlo-agent-toolkit.html) | 60 | 90 ★ | active |
| 8 | [Atlan](https://tashan.sh/capability/plugin-atlanhq-agent-toolkit-atlan.html) | 58 | 32 ★ | active |
| 9 | [Knowledge Catalog](https://tashan.sh/capability/plugin-gemini-cli-extensions-knowledge-catalog-knowledge-catalog.html) | 58 | 25 ★ | active |
| 10 | [Icedq](https://tashan.sh/capability/pkg-icedq-mcp-server.html) | 59 | 205/wk | active |

## What these numbers are not

- The tashan score measures upkeep, freshness and adoption. It is **not** a security
  verdict and **not** a measure of whether the capability works well.
- `not scored` means too little public evidence to rank, never that something is bad.
- The security audit is separate and free per capability, on each page above.