Developer Integrations

Built for pipelines.
Ready for agents.

RTIO lives wherever your data flows. Connect in-browser via Model Context Protocol (MCP), ingest any structured or unstructured source, drop into n8n workflows, or automate headless pipelines. Node and feature reference

Model Context Protocol (MCP)

Metadata-only MCP tool calling in your browser.

Most AI tools force you to upload raw datasets to third-party model servers. RTIO provides an In-Browser MCP Client that exposes deterministic DuckDB-WASM tools to your BYOK LLM (OpenAI, Anthropic, Gemini, Groq).

  • Zero Raw Egress: Tools only return column types, cardinality, and statistical null rates.
  • Deterministic SQL: The model emits executable DuckDB-WASM SQL recipes, never fabricated cell values.
  • Cryptographic Audit: Every plan execution appends to an immutable SHA-256 Merkle chain in IndexedDB.
mcp_tools.json · In-Browser Protocol
// In-Browser MCP Tool Protocol
[
{
"name": "get_column_schema",
"egress": "metadata_only (0 raw cells)"
},
{
"name": "get_dataset_summary",
"scope": "null_rates, cardinality, bounds"
},
{
"name": "apply_cleaning_step",
"output": "deterministic_sql_recipe"
}
]
Universal Ingestion

Ingest anything. Clean everything.

From structured tabular formats and messy spreadsheets to scanned invoices and cloud buckets, RTIO handles the entire intake spectrum in-browser.

Tabular Structured

Parse high-volume structured files with instant columnar projection pushdown.

.csv · .tsv · .json · .jsonl · .parquet · .xlsx · .xls

Document Extractor

Extract structured data tables from unstructured documents and scanned paperwork.

PDF Invoices · Purchase Orders · Bank Statements

Cloud Object Storage

Stream datasets directly from enterprise cloud buckets with credential encryption.

Amazon S3 · Cloudflare R2 · Google Cloud Storage

REST APIs & Webhooks

Pull live payloads from authenticated endpoints with automatic nested JSON flattening.

REST Endpoints · OAuth / Bearer · Webhooks
RTIO Data Quality
n8n Community Node
Workflow Automation

Drop into your workflows.

230,000+ engineers use n8n to automate their pipelines. RTIO provides the missing piece: a dedicated Data Quality node that ensures the data flowing between your tools is actually clean.

Command Line Interface

Native to your terminal.

Run RTIO directly in your CI/CD pipelines, Airflow DAGs, or Docker containers. Same deterministic engine. Same audit trail. Zero UI required.

Coming Soon
terminal
$pip install rtio-cli
Collecting rtio-cli...
Successfully installed rtio-cli-1.0.0

$rtio clean sales_data.csv --output clean.parquet
Profiling 12,847 rows × 23 columns...
Plan: dedup, null_fill, date_std, type_cast
✓ Done in 0.31s → clean.parquet (2.1 MB)

Start building robust pipelines.

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