Is Unstructured safe to use?

Unstructured has an HVTrust score of 85.8/100 (Grade A), ranked #43 of 1283 tracked AI agent projects. This score reflects verifiable supply-chain integrity, transparency, maintenance, and adoption signals.

What is the trust score for Unstructured?

Unstructured scores 85.8/100 on HVTracker's evidence-weighted HVTrust scale. It has 15.3k GitHub stars and is categorized under Research & Data.

Unstructured

Unstructured-IO/unstructured

Convert documents to structured data effortlessly. Unstructured is open-source ETL solution for transforming complex doc

Research & Data HTML Grade A Listed Apache-2.0

85.8/100

Rank #43 of 1283

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How does it stack up against its Research & Data neighbours?

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Strong public trust posture, backed by multiple independent signals.

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Listing state

Listed

Evidence coverage

Grade A · 4/5 signals

Last push

2026-08-04 · 7d ago

Recent change

No recent signal change

Is Unstructured safe? Unstructured scores 85.8/100 (Grade A), ranked #43 of 1283 tracked open-source AI agent projects, on evidence coverage A (4 of 5 independent signal types). The public evidence: its packages ship with cryptographic provenance; OSSF Scorecard rates its supply-chain practices 6.7/10; 100% of recent commits are signed; last pushed 2026-08-04. Every point is earned from checkable signals — never paid placement. How scoring works →

Ranked neighbours in Research & Data

#1 Docling — 88.7 (A) → #2 WrenAI — 86.5 (A) → #4 Firecrawl — 74.2 (B) → #5 GPT Researcher — 69.9 (B) →

Quick Trust Read

What Would Improve It

Improve maintenance to lift the weakest part of the trust profile.

Maintainer Checklist

Raise Scorecard signals Current OSSF Scorecard is 6.7/10. Tighten the weakest checks to improve public safety evidence.

Compare with Docling Get email alerts for Unstructured View Research & Data Report missing data

74.1

Activity sub-score · out of 100

In Research & Data

How to read this: HVTrust (0–100) weighs supply-chain signals (provenance, OSSF Scorecard, signed commits, open license) alongside real-world adoption. Grade A reflects the trust score band: A ≥ 80, B ≥ 65, C ≥ 50, D < 50. Evidence coverage A is separate — it grades how many independent signal types back the score (4 of 5), so a high score on thin evidence stays visible. Full methodology →

Activity & Reach

Stars

15.3k

Forks

1.3k

Last Push

2026-08-04

7 days ago

Commits (4 wk)

Downloads (7d)

1,154,050

pypi

HN mentions (30d)

Open Issues

184

Rank Change

▼2

was #41

Analysis

HVTrust Dimensions vs Research & Data

85.8 / 100 · 100.0% confidence

Unstructured Research & Data average (31 agents)

Safety / Integrity50% OSSF Scorecard · 30% provenance · 20% signed commits

20.9 / 25

14.5 above avg 6.4

Identity / Provenance60% listing status · 40% build provenance

18.0 / 18

6.5 above avg 11.5

Transparency50% declared license · 50% OSSF Scorecard

14.2 / 17

3.2 above avg 11.0

Maintenance60% last-push freshness · 40% commit activity

13.2 / 20

0.7 above avg 12.5

AdoptionLog-scaled stars · package downloads

18.1 / 20

7.2 above avg 10.9

Activity Inputs

74.1 / 100

StarsRepository reach

25.1 / 30

FreshnessLast push recency

24.0 / 25

ActivityRecent commits

10.5 / 25

CommunityFork signal

14.5 / 20

Supply Chain Trust

Package Provenance

Verified

pypi attestation

OSSF Scorecard

6.7 / 10

OpenSSF Scorecard · scanned Aug 11, 2026

Signed Commits

100%

of last 100 commits verified

Binary-Artifacts 10

Branch-Protection 4

CI-Tests 10

CII-Best-Practices 0

Code-Review 10

Contributors 10

Dangerous-Workflow 10

Dependency-Update-Tool 10

Fuzzing 0

License 10

Maintained 10

Packaging 10

Pinned-Dependencies 0

SAST 10

Security-Policy 10

Signed-Releases -1

Token-Permissions 0

Vulnerabilities 0

Is Unstructured safe?

Public supply-chain signals for Unstructured are strong: it has multiple independent trust indicators in place. This does not replace your own security review, but Unstructured carries less obvious unverified-evidence risk than projects with thin signals.

Does Unstructured publish package provenance?

Yes. Unstructured's package releases carry build provenance attestations, which cryptographically link the published package back to its source repository and CI workflow.

Does Unstructured have an OpenSSF Scorecard?

Unstructured has an OpenSSF Scorecard score of 6.7/10. The Scorecard checks for branch protection, signed releases, dependency updates, fuzzing, code review, and other supply-chain hygiene items. See the full check breakdown on this page.

Is Unstructured actively maintained?

Actively maintained. The repository was pushed to within the last 7 day(s).

What license does Unstructured use?

Unstructured ships under Apache-2.0. A declared, OSI-approved license is one of the transparency signals HVTrust scores.

Are Unstructured's commits signed?

100% of the last 100 commits to Unstructured are verified-signed (GPG, SSH, S/MIME, or GitHub's signing flow). Signed commits help confirm that code was authored by who the commit claims.

Not a safety endorsement. HVTracker describes what public signals show, not whether a project is safe for your use case. Run your own security review before adopting in production.

Compare Unstructured head-to-head

Unstructured vs Docling → Unstructured vs WrenAI → Unstructured vs Firecrawl →

AI agent surface

MCP, providers, tool surface

Scored in HVTrust

These runtime-trust fields — detected from public repo docs and manifests — contribute a bounded adjustment to this project's HVTrust score alongside supply-chain evidence. The exact values each field can add or subtract are documented in the methodology → Compare this surface across every listed agent in the capability matrix →

MCP Server Support

medium confidence

Implemented

Unstructured appears to expose MCP server capabilities.

Detailed evidence is not shown in the public view.

External Service Dependencies

high confidence

7 detected

Public provider/service dependencies detected.

Credential signal: No explicit API-key/config marker detected.

Tool / Plugin Surface

medium confidence

1 tags

Broad capability areas detected.

database

Detailed evidence is not shown in the public view.

Package Provenance Drift

high confidence

Match

Published package metadata matches the tracked repo

Detailed evidence is not shown in the public view.

MCP signal live
External deps live
Tool / plugin surface live
Package provenance drift live

Maintain Unstructured?

For maintainers

HVTrust scores Unstructured from public signals only — we never contact maintainers first. If a signal is wrong, stale, or missing (provenance you publish, a Scorecard you run, signed releases), tell us and we'll review it. Corrections are public and tracked on GitHub.

Submit a correction → Add the trust badge

Reputation Timeline

Signal history

2026-06-03

Scorecard Added

OSSF Scorecard: 6.7/10

2026-06-03

Grade Changed

Trust grade B → A

2026-06-03

Rank Moved

Rank rose 34 spots (#59 → #25)

2026-06-03

HVTrust Changed

HVTrust up 14.0pts (70.8 → 84.8)

2026-06-02

Newly Listed

First tracked at rank #59

GitHub → PyPI: unstructured

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For maintainers

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Other agents in Research & Data

Data sources
GitHub REST API (repo, commits, stars, forks, license) · PyPI / pypistats (downloads, provenance) · OpenSSF Scorecard CLI · Algolia HN Search API
Each agent's signals refresh once daily across 6 staggered batches. Methodology v4.3 · Raw JSON