MCP Servers
AirSaiga/Precis
🧪 Alpha — Local-first visual data quality platform. Visual DAG editor + schema-aware validation for Excel/CSV. Feedback welcome.
Our verdict
We have not reviewed AirSaiga/Precis yet
No one at Enterprise DNA has checked this listing against its sources. The description comes from public listings gathered automatically. Any fact below shows where it came from and when it was last checked.
From the listing
About AirSaiga/Precis
Precis is a local-first, visual data quality platform in alpha. It provides a visual DAG editor and schema-aware validation for Excel and CSV files, built in Python. The tool is early stage with limited adoption.
Best for
Developers who need local, visual validation for spreadsheet data
Use cases
- Validate CSV or Excel files against schemas
- Build visual DAGs for data quality checks
- Clean and inspect spreadsheet data locally
Notes
3 stars on GitHub. Last updated 2026-10-09. Licensed Apache-2.0.
Pros
- Local-first: data stays on your machine
- Visual editor reduces need for scripting
- Schema-aware validation catches structural issues
Cons
- Alpha status means unstable APIs and features
- Minimal community and support (3 stars)
- Only supports Excel/CSV, not other data sources
Key facts
What we have checked
- Days since the last commit
- 0
- GitHub forks
- 0
- GitHub stars
- 3
- Open issues
- 0
- Releases in the last 90 days
- 12
Each value shows when we last confirmed it and where it came from. Values we have not confirmed are left out, never guessed.
How to use
How to set it up
As the listing publishes it. We have not run this install.
Install
pip install --upgrade pipTools exposed
validate_datacheck_configdescribe_constraintsinfer_schema
Clients the listing names (not checked here)
Claude Code, Cursor
Install
Add AirSaiga/Precis to your client
No install recipe yet. We write one for Claude Code, Claude Desktop, Cursor, VS Code, Codex and ChatGPT when the server is in the official MCP registry with a package or remote address we can use.
Until then, follow the project's own README, or the setup the listing publishes under How to set it up.
Works with
What AirSaiga/Precis connects to
No confirmed connections yet. A product appears here when the server's registry name, repo, homepage or name ties it to that product, and a client appears when we have an install recipe for it.
Stars and usage
How AirSaiga/Precis is growing
3 to 3
Health and security
Is AirSaiga/Precis looked after, and what do its setup files show
Health score
56 out of 100
| Part | Points | What we saw |
|---|---|---|
| Recent activity | 30 of 30 | Last push 0 days ago |
| Releases | 15 of 15 | 12 releases in 90 days |
| Issue replies | Not counted | The latest check has no issue response reading (fewer than 3 measured issues, or issues switched off) |
| Maintainer | 0 of 15 | Owned by a single user |
| Official source | 0 of 20 | Community server |
Sources
Where this comes from
- GitHubRegistry
A source shows what was published when we checked it. It does not certify security, performance or a working installation. Read our method.
Changelog
What changed
No changes recorded yet. Releases, price changes and deprecations appear here, with their dates, once we track them for this record.
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