dataforge: Free open-source business data enrichment engine

by Nuclear-Marmalade · MCP Server · ★ 58

Last updated: · Indexed by AgentSkillsHub · Auto-synced every 8h

Security audit verdict: SAFE · quality 74/100

None of the 42 rules matched — no credential harvesting, no data exfiltration, no curl-pipe-shell installer. Scanned against 42 published rules built on the SlowMist agent-security taxonomy, refreshed every 8 hours.

The quality score combines nine heuristic checks of the repo and its README: completeness, clarity, specificity, examples, structure, agent readiness, step-by-step content, instruction quality and security notes. It rates how well the project explains itself to an agent, not the code.

business-dataclaudedata-enrichmentdata-pipelineemail-extractionenrichmentgovernment-datalead-generationmcpollama

Quick Facts

Stars58
Forks13
LanguagePython
CategoryMCP Server
LicenseMIT
Quality Score74/100
Last Updated2026-10-27
Created2026-04-06
Platformsbrowser, claude-code, mcp, python
Est. Tokens~15k

About dataforge

FORGE The open-source alternative to Apollo, ZoomInfo, and Clearbit. Enriches business databases using free data sources and local AI. Coverage is measured with branch coverage enabled (every conditional path counts). 46% branch-aware is roughly equivalent to 67% statement-only on the same 600-test suite. No API keys, no accounts, no credit cards. Runs on your machine.

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How this security grade is produced

Grades come from a rule-based scan built on the SlowMist agent-security taxonomy: 42 published rules, covering credential harvesting, data exfiltration, curl | sh installers and more. It is a first-layer scan, not a manual audit — we say so rather than overstate it.

The scale of the problem is documented independently: Liu et al. (2026), in a study of 31,132 agent skills, report that 26.1% contain security vulnerabilities. Our own full-catalog census is published as a citable open dataset.

Sources & who's responsible:

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