MCP server for ODGS governance enforcement — validate data, compile regulations, generate S-Certs, detect drift.
Project description
Open Data Governance Standard (ODGS) — MCP Server
Deterministic governance enforcement at the AI agent boundary.
For engineers: See Quick Start below.
For compliance and risk officers: The ODGS engine generates cryptographic audit trails (S-Certs).
For architectural clearance and certified packs: metricprovenance.com/brief
[!IMPORTANT] ODGS MCP Server v0.2.0 — Maturity Diagnostics + Certified Pack Access
governance_scorenow delegates to theodgs-maturity8-pillar DAMA DMBOK engine. Regulatory compilation, drift detection, and catalog synchronisation require a Certified Pack licence. The community tier — validation, scoring, conformance checking — remains open with no registration.
What's New in v0.2.0
| Change | Detail |
|---|---|
governance_score |
Delegates to odgs-maturity (8-pillar DAMA DMBOK) when installed; falls back to built-in heuristic. Returns 0–100 score with per-pillar gap analysis. |
| AuthGate | Community / Professional / Enterprise access via API key validation. 24h disk cache; workspace.yaml fallback for air-gapped deployments. |
| Licensed tools | compile_regulation, check_drift, detect_conflicts, narrate_audit, discover_bindings (Professional); sync_catalog, harvest_sovereign_rules (Enterprise). |
The European Data Governance Maturity Benchmark 2026 recorded an average maturity of 37.6% across 99 enterprises — a 62.4% gap against current regulatory expectation.
governance_scoreapplies the same assessment methodology to your project.
What This Is
The ODGS MCP Server connects any MCP-compatible AI agent to the ODGS Sovereign Validation Engine. The engine evaluates data operations against governance rules at runtime and produces S-Certs (Sovereign Certificates) — cryptographically signed, machine-verifiable records that a governance rule was applied.
This is the bridge between probabilistic AI inference and deterministic governance enforcement.
EU AI Act & High-Risk AI Systems
Organisations operating High-Risk AI Systems under EU AI Act Articles 10 and 12 require demonstrable, auditable data governance at the pipeline level. S-Certs provide that audit trail in a format suitable for regulatory submission.
Certified Sovereign Packs and the S-Cert Registry are available through Metric Provenance certified implementation partners. For architectural assessment: metricprovenance.com/brief.
Capabilities
- Runtime validation: Data payloads are evaluated against sovereign governance rules at call time; each evaluation produces a signed S-Cert.
- Governance maturity scoring: 8-pillar DAMA DMBOK assessment (0–100) with per-pillar gap analysis, aligned to the European Governance Maturity Benchmark methodology.
- Regulatory compilation (licensed): Converts legislative text — EU AI Act, DORA, GDPR — into validated ODGS rule JSON.
- Semantic drift detection (licensed): Identifies definitional drift between governance artefacts across versions.
- Enterprise catalog integration (licensed): Harvests and mints sovereign rules from Databricks, Snowflake, and Collibra via the Flint Bridge.
Quick Start
# Core validation capabilities (free, no account needed)
pip install odgs-mcp-server
# With maturity scoring
pip install odgs-mcp-server odgs-maturity
# Complete installation with LLM bridge capabilities
pip install "odgs-mcp-server[llm]"
Client Configuration
The server operates over standard stdio transport, making it instantly compatible with any MCP client.
Claude Desktop
Add to claude_desktop_config.json:
{
"mcpServers": {
"odgs-governance": {
"command": "odgs-mcp-server",
"args": ["--transport", "stdio"],
"env": {
"ODGS_PROJECT_ROOT": "/path/to/your/odgs/project"
}
}
}
}
Cursor
Add to .cursor/mcp.json:
{
"mcpServers": {
"odgs-governance": {
"command": "odgs-mcp-server",
"args": ["--transport", "stdio"],
"env": {
"ODGS_PROJECT_ROOT": "/path/to/your/odgs/project"
}
}
}
}
Licensed Tool Access
Regulatory compilation, certified packs, and catalog synchronisation require a Certified Pack licence. Provide the issued API key in your client configuration:
"env": {
"ODGS_API_KEY": "sk-odgs-...",
"ODGS_PROJECT_ROOT": "/path/to/your/odgs/project"
}
Certified Pack licensing is handled through Metric Provenance partners: metricprovenance.com/brief.
Tools Reference
Community (Free — no API key required)
| Tool | Description |
|---|---|
validate_payload |
Validate data against ODGS governance rules, produce S-Cert |
validate_batch |
Validate multiple payloads in one call |
list_packs |
List available Certified Regulation Packs |
governance_score |
Score governance maturity (0–100) across 8 DAMA pillars with gap analysis |
conformance_check |
Run ODGS conformance self-check (L1/L2) |
Professional (API Key Required)
| Tool | Description |
|---|---|
download_pack |
Download and cache certified regulatory rule packs locally |
compile_regulation |
Convert regulation text → validated ODGS rule JSON |
check_drift |
Detect semantic drift in governance definitions |
detect_conflicts |
Find contradictions between regulatory rules |
narrate_audit |
Convert S-Cert → human-readable narrative |
discover_bindings |
Auto-generate physical data mappings from catalogs |
Enterprise (API Key Required)
| Tool | Description |
|---|---|
harvest_sovereign_rules |
(Flint Bridge) Automatically extract and mint rules from data stores |
sync_catalog |
Pull metadata from Databricks / Snowflake / Collibra |
Architecture
The ODGS MCP Server is designed for zero-trust, local-first execution. All data validation happens strictly on your machine. No sensitive data leaves your perimeter.
flowchart TB
Agent[AI Agent\nClaude/Cursor/Custom]
subgraph "ODGS MCP Server"
Auth[AuthGate]
Val[OdgsInterceptor v6]
Maturity[odgs-maturity\n8-pillar DAMA]
LLM[OdgsLlmBridge]
Flint[Flint Bridge]
end
Reg[(S-Cert Registry\nregistry.metricprovenance.com)]
Project[(Local ODGS Project)]
Agent -- "JSON-RPC (stdio)" --> Auth
Auth -- "Validate Key (HTTPS, cached 24h)" --> Reg
Auth --> Val
Auth --> Maturity
Auth --> LLM
Auth --> Flint
Val -- "Reads Rules" --> Project
Val -- "Generates" --> SCert[S-Cert]
Maturity -- "Scores pillars" --> Project
LLM -- "Compiles Regulations" --> Project
Flint -- "Harvests Sovereign Rules" --> Project
Certified Regulation Packs
Cryptographically signed rule bundles, each mapped to a specific regulatory instrument. Packs are compiled from authoritative legislative text and certified by Metric Provenance.
| Pack | Regulation | Status |
|---|---|---|
| EU AI Act | Regulation (EU) 2024/1689 | ✅ Certified |
| DORA | Digital Operational Resilience Act | ✅ Certified |
| GDPR | General Data Protection Regulation | ✅ Certified |
| CSRD | Corporate Sustainability Reporting Directive | ✅ Certified |
| NIS2 | Network and Information Security Directive | ✅ Certified |
| Basel III | Basel Committee on Banking Supervision | ✅ Certified |
Full catalogue of 15+ packs. Licensing and deployment via metricprovenance.com/brief.
Environment Variables
| Variable | Description | Default |
|---|---|---|
ODGS_PROJECT_ROOT |
Path to ODGS governance definitions | Current directory |
ODGS_API_KEY |
API key for Professional/Enterprise access | None (community) |
ODGS_REGISTRY_URL |
Registry endpoint for key validation | https://registry.metricprovenance.com |
ODGS_CACHE_DIR |
Local cache for downloaded packs | ~/.odgs/cache |
About ODGS
The Open Data Governance Standard (ODGS) is an open protocol for deterministic data governance enforcement. It is a candidate standard under CEN/CENELEC JTC 25 and has been submitted to NEN ballot N42 (closes May 2026).
- Protocol specification —
pip install odgs - PyPI package
- Research paper (SSRN 6205478)
- Metric Provenance
Licence
Apache 2.0 — see LICENSE.
The protocol engine and MCP server are open source. Certified Regulation Packs are issued under a commercial licence.
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