Precis

Precis is a MCP server by AirSaiga that local-first data quality workbench for Excel/CSV: validate against schemas and 10 zero-code constraint types (uniqueness, ranges, foreign keys, allowed values and more), with row-level.

Updated 2026-10-14

What is Precis?

Precis is a MCP server by AirSaiga that local-first data quality workbench for Excel/CSV: validate against schemas and 10 zero-code constraint types (uniqueness, ranges, foreign keys, allowed values and more), with row-level. It is listed under Data & databases and has 3 GitHub stars.

TypeMcp server
AuthorAirSaiga
RepositoryAirSaiga/Precis
Popularity3 GitHub stars
CategoryData & databases
SecurityLow risk (96/100)
Rank#2,518 of 4,418 MCP servers; #173 in Data & databases
LicenseApache-2.0
Last commit2026-10-14
RunsLocally
LanguagePython
PlatformsmacOS, Windows

Is Precis safe to install?

Precis scores 96/100 on the MCPMods security check: Low risk. No checks raised a concern. It passed 5 of 6 checks.

MCP server results come from listing signals: who publishes it, where your data goes and what it can do. The code itself is not scanned yet.

CheckResult
Community-built serverNote
Runs on your machine onlyPass
No credentials mentionedPass
Read-only by descriptionPass
No code executionPass
Source on GitHubPass

How do I install Precis?

  1. Find the launch command. The README says how the server starts (npx, uvx, docker or a remote URL) and which API keys it needs.
    https://github.com/AirSaiga/Precis
  2. Add it to Claude Code. Replace the part after -- with the command from the README. Remote servers use --transport http with a URL.
    claude mcp add precis -- <command from README>
    claude mcp add --transport http precis <server-url>
  3. Check it connected. This lists your MCP servers and their status.
    claude mcp list

Or ask Claude to set it up

Paste this into Claude Code and it installs Precis for you:

Add the "Precis" MCP server from https://github.com/AirSaiga/Precis to Claude Code. Read its README for the launch command and any API keys I need, run claude mcp add, then check that it connects.