Pipeworx vs Hebbia
the world's public data for any agent vs licensed premium data for finance & law teams
grounded, citable answers from 1,571 public + proprietary authoritative sources, for any MCP agent, free tier first.
AI agents over your deal documents plus licensed premium feeds (ratings, market data) for financial-services and legal institutions.
Hebbia builds document agents for finance and law — Matrix over your data rooms and filings, and (as of mid-2026) licensed data partnerships, inline citations, a verification agent that ties metrics back to source files, and an MCP server that brings cited answers into Claude and ChatGPT. That last move puts us on the same shelf, so the honest comparison: Hebbia's edge is premium licensed sources and institution-grade workflows, sold enterprise. Pipeworx's edge is breadth and openness — 1,571 public and proprietary authoritative sources, citations any third party can independently resolve (pipeworx:// URIs point at public records), a free tier with no signup, and a claim-verification tool (validate_claim) plus grounded-extraction mode built into the gateway. If your ground truth is inside data rooms and paid feeds, Hebbia. If it's the public record — filings, statistics, registries, markets — Pipeworx.
Side-by-side
| Pipeworx | Hebbia | |
|---|---|---|
| Data plane | 1,571 public + proprietary authoritative sources, fetched live | Your documents/data rooms + licensed premium feeds (ratings, market data) |
| Citations | Stable pipeworx:// URIs to public records — independently verifiable by anyone | Inline citations into your corpus and licensed sources (access required to verify) |
| Claim verification | validate_claim — verdict + actual value + citation against SEC XBRL | Verification agent ties metrics back to source files |
| Access model | Open MCP gateway — free tier, no signup for first calls | Enterprise platform, institution contracts |
| Consumer | Any MCP agent (plus humans via the same feed) | Finance/legal teams in Hebbia's product; MCP server for assistant access |
| Proactive monitoring | Live-data subscriptions (SEC 8-Ks, FRED, markets, patents, trials) with email/SMS/signed-webhook delivery | Workflow-centric; not a data-event subscription product |
When to use which
Use Hebbia if
- You're a financial-services or legal institution working over private deal documents
- You need licensed premium feeds (ratings, exchange market data) under one agreement
- Institution-grade workflow tooling (data rooms, deliverable outputs) is the product you're buying
Use Pipeworx if
- The ground truth is public-record: filings, statistics, registries, trials, markets
- You want citations a counterparty can verify without a license or login
- Your consumer is any MCP agent, and you want a free tier to start
- You want data-event subscriptions, not just on-demand lookup
Connect Pipeworx in one line
Add this to your MCP client (Claude Desktop, Cursor, VS Code, Claude Code, etc.) — no API keys required for public data sources.
{
"mcpServers": {
"pipeworx": {
"url": "https://gateway.pipeworx.io/mcp"
}
}
}Common questions
Don't Hebbia's licensed sources beat public data?
For some questions, yes — a Fitch rating or exchange-licensed tick data isn't in the public record. But the bulk of institutional research questions resolve against sources that ARE public: SEC filings, FRED series, FDA records, court and registry data. Pipeworx covers that breadth (1,571 sources) at zero marginal licensing cost, with citations anyone can check. The two are complements more often than substitutes.
Both ship MCP servers with cited answers — what's actually different?
What the citation points at. A Hebbia citation resolves inside your corpus or a licensed feed — you need access to verify it. A pipeworx:// URI resolves to a public authoritative record — anyone, including your counterparty or auditor, can verify it independently. For agent output that leaves your organization, independently-verifiable citations are the stronger trust primitive.