Dataforge
Dataforge, also known as FORGE, enriches business records with information gathered from free data sources and optional local AI.
What Dataforge is
Dataforge, also known as FORGE, enriches business records with information gathered from free data sources and optional local AI. It can add email addresses, technology stacks, SSL status, site speed, industry classification, health scores, and pain points. Email discovery uses six layers, including mailto links, regular expressions, JSON-LD, decoding obfuscated addresses, and contact-page crawling. SMTP checks use RCPT TO to verify candidate addresses without sending mail. The project says it detects more than 30 technologies, including WordPress, Shopify, React, Stripe, and Intercom, and imports government records from FCC ULS, the NPI Registry, and SAM.gov.
Optional AI enrichment runs locally through Ollama. Setup requires PostgreSQL and a businesses table. A documented MCP server can find, enrich, search, and export records, and inspect database statistics. FORGE says it fills only NULL fields and checkpoints each batch, with rollback, resume, graceful degradation, and process monitoring features. It is free, open-source software under the MIT license, intended to run on your machine.
Good
- Enriches records with email, technology, and business health data.
- Email checks use SMTP without sending mail.
- Supports imports from three government data sources.
- Writes only to NULL fields and checkpoints each batch.
- Free, open-source software under the MIT license.
Watch out
- Requires a PostgreSQL database and a businesses table.
- Self-hosted; no other platform is listed.
Who it suits
Dataforge suits people who manage business databases and want to enrich records using free sources and optional local AI. It is self-hosted and requires PostgreSQL and a businesses table.
Verdict
Dataforge combines business-record enrichment with database import, search, and export tools. Its self-hosted setup and PostgreSQL requirement are important considerations before choosing it.
Plans and prices
From Dataforge's own pricing page, checked 4 Oct 2026.
| Plan | Price | What it gives you |
|---|---|---|
| FORGE | Free | Free open-source software · runs on your machine · no API keys, accounts, or credit cards |
The facts
Each one read from Dataforge's own pages, with the date it was checked.
What it does
- Database
- Setup instructions require a PostgreSQL database and a businesses table.checked 4 Oct 2026
- Data handling
- The project says writes only fill NULL fields and checkpoint after every batch.checked 4 Oct 2026
- Email extraction
- Email extraction uses six layers, including mailto links, regex, JSON-LD, obfuscation decoding, and contact page crawling.checked 4 Oct 2026
- Email verification
- SMTP verification checks candidate addresses via RCPT TO without sending mail.checked 4 Oct 2026
- Enrichment
- It can fill in emails, technology stacks, SSL status, site speed, industry classification, health scores, and pain points.checked 4 Oct 2026
- Government data
- Importers cover FCC ULS, the NPI Registry, and SAM.gov records.checked 4 Oct 2026
- Integrations
- The documented MCP server provides tools to discover, enrich, search, and export business records, and inspect database statistics.checked 4 Oct 2026
- License
- The repository states that FORGE is MIT licensed.checked 4 Oct 2026
- Local AI
- Optional local AI enrichment uses Ollama for summaries, industry classification, health scores, and pain points.checked 4 Oct 2026
- Performance
- The README estimates about 16,000 records per hour for web scraping with four workers and 7,000–20,000 AI records per day depending on hardware.checked 4 Oct 2026
- Purpose
- FORGE enriches business databases using free data sources and local AI.checked 4 Oct 2026
- Reliability features
- It lists rollback support, checkpoint-based resume, graceful degradation when individual layers fail, and process monitoring with auto-restart.checked 4 Oct 2026
- Technology detection
- The project says it detects more than 30 technologies, including WordPress, Shopify, React, Stripe, and Intercom.checked 4 Oct 2026
The company
- Maker
- The repository says FORGE was built by Nuclear Marmalade, whose site identifies Glen Healy as founder and engineer.checked 4 Oct 2026
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