Zero-egress PII protection for Mistral Le Chat workflows via MCP stdio
Project description
Ocultar PII Refinery — Mistral Le Chat MCP Extension
Zero-egress PII protection for Mistral Le Chat workflows. Runs entirely in your infrastructure — no data ever leaves your environment.
Optimised for French and EU compliance: SIRET/SIREN, IBAN, RGPD Article 25, CNIL requirements.
Tools
| Tool | Description |
|---|---|
refine_text |
Redacts PII / DCP before sending text to Le Chat. Returns clean text + token map. |
reveal_tokens |
De-tokenizes tokens back to plaintext (auditor-only, requires OCULTAR_AUDITOR_TOKEN). |
Prerequisites
- Ocultar Refinery running locally:
docker compose -f docker-compose.community.yml up
- Python 3.10+
Installation
pip install ocultar-mistral-mcp
Or with uvx (no install needed):
uvx ocultar-mistral-mcp
Mistral Le Chat Configuration
In Mistral Le Chat, open Settings → Tools → MCP Servers and add:
{
"mcpServers": {
"ocultar-pii": {
"command": "ocultar-mistral-mcp",
"env": {
"OCULTAR_URL": "http://localhost:8080",
"OCULTAR_API_KEY": "your-api-key"
}
}
}
}
Or with uvx (no prior install required):
{
"mcpServers": {
"ocultar-pii": {
"command": "uvx",
"args": ["ocultar-mistral-mcp"],
"env": {
"OCULTAR_URL": "http://localhost:8080",
"OCULTAR_API_KEY": "your-api-key"
}
}
}
}
Environment Variables
| Variable | Required | Description |
|---|---|---|
OCULTAR_URL |
Yes | URL of your local Ocultar Refinery (default: http://localhost:8080) |
OCULTAR_API_KEY |
No | Bearer token for Refinery auth |
OCULTAR_AUDITOR_TOKEN |
No | Enables reveal_tokens — must match OCU_AUDITOR_TOKEN on the server |
Usage
Once connected, Le Chat will automatically call refine_text before processing sensitive data. You can also invoke it explicitly:
"Avant de traiter ce texte, filtre les DCP : Jean Dupont, jean.dupont@banque.fr, IBAN FR76 3000 6000 0112 3456 7890 189"
Le Chat returns:
{
"cleanText": "[NAME_a1b2c3d4], [EMAIL_9c8f7a1b], IBAN [IBAN_7f3e9a2b]",
"tokenMap": {
"[NAME_a1b2c3d4]": "NAME",
"[EMAIL_9c8f7a1b]": "EMAIL",
"[IBAN_7f3e9a2b]": "IBAN"
}
}
For authorized workflows that need to restore PII after AI processing:
"Reveal these tokens: [EMAIL_9c8f7a1b], [IBAN_7f3e9a2b]"
This call is recorded in the immutable Ed25519-signed audit log.
Why This Matters for French Enterprises
Sending customer data to any external AI API — including Mistral's cloud — without redaction constitutes a RGPD violation under Article 25 (Privacy by Design). The CNIL has issued enforcement guidance specifically targeting AI pipeline data flows.
Ocultar ensures that:
- No raw PII ever reaches Le Chat's API endpoint
- SIRET, SIREN, IBAN, and French address formats are detected and tokenized
- Every vault access is logged in a tamper-evident, Ed25519-signed audit trail
- You remain the data controller — Ocultar is a local processor under your full control
Security Model
refine_textis safe to expose to any Le Chat sessionreveal_tokensrequiresOCULTAR_AUDITOR_TOKENand every call is logged with actor, timestamp, and Ed25519 signature- The Refinery vault uses AES-256-GCM with HKDF-SHA256 key derivation — tokens are useless without the master key
- If the Refinery is unreachable, both tools fail closed — raw PII is never forwarded
License
Apache 2.0 — see LICENSE
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