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
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Listing state
Listed
HVTrust
84.1/100 · Grade A
Evidence coverage
Grade A · 4/5 signals
Last push
2026-07-15 · 4d ago
Recent change
No recent signal change

Is Unstructured safe? Unstructured scores 84.1/100 (Grade A), ranked #42 of 418 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 2026-07-15. Every point is earned from checkable signals — never paid placement. How scoring works →

Quick Trust Read

Verdict
Strong public trust posture, backed by multiple independent signals.
84.1/100 · Grade A
Strongest Signal
Identity / Provenance
18.0/18
Weakest Signal
Maintenance
13.5/20
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.
75.4
Activity Score · out of 100
84.1
HVTrust Score · out of 100
#42
Global Rank · of 418
#3

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 →

Signals refreshed 2026-07-19 08:02 UTC · Repo last pushed 4 days ago

Rank Trend

2026-07-05 2026-07-19

Activity & Reach

Stars
15.2k
Forks
1.3k
Last Push
2026-07-15
4 days ago
Commits (4 wk)
7?
Downloads (7d)
1,154,050
pypi
HN mentions (30d)
18
Open Issues
185
Rank Change
=
was #42

Analysis

HVTrust Dimensions

84.1 / 100 · 100.0% confidence
Safety / Integrity50% OSSF Scorecard · 30% provenance · 20% signed commits
20.9 / 25
Identity / Provenance60% listing status · 40% build provenance
18.0 / 18
Transparency50% declared license · 50% OSSF Scorecard
14.2 / 17
Maintenance60% last-push freshness · 40% commit activity
13.5 / 20
Adoption60% stars · 40% downloads, log-scaled
18.1 / 20

Activity Inputs

75.4 / 100
StarsRepository reach
25.1 / 30
FreshnessLast push recency
24.4 / 25
ActivityRecent commits
11.3 / 25
CommunityFork signal
14.4 / 20

Supply Chain Trust

Package Provenance
Verified
pypi attestation
OSSF Scorecard
6.7 / 10
OpenSSF Scorecard · scanned Jul 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 4 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

Ranked neighbours in Research & Data

AI agent 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
None detected
No MCP server signal detected.
Detailed evidence is not shown in the public view.
External Service Dependencies
high confidence
6 detected
Public provider/service dependencies detected.
Credential signal: No explicit API-key/config marker detected.
Tool / Plugin Surface
high confidence
Declared
Declared plugin/integration surface detected.
  • code
  • database
  • shell
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
How this surface has changed

Detected changes to Unstructured's runtime surface and supply-chain posture, from daily public-signal snapshots. A change here means our detectors see something different — a genuinely changed capability, or better evidence of an existing one.

2026-06-05
Tool Surface Changed
Detected tool/plugin surface changed: none → declared
2026-06-05
Provider Added
Runtime surface grew — new detected provider dependencies: Amazon Bedrock, OpenAI, Pinecone, Postgres, Qdrant, Weaviate

Maintain Unstructured?

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.

Reputation Timeline

Listed 1HVTrust 1Rank 1Grade 1Scorecard 1Surface 1Surface 1
2026-06-05
Tool Surface Changed
Detected tool/plugin surface changed: none → declared
2026-06-05
Provider Added
Runtime surface grew — new detected provider dependencies: Amazon Bedrock, OpenAI, Pinecone, Postgres, Qdrant, Weaviate
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

Embed Badge Badge guide for maintainers →

HVTrust 84.1 Grade A
Markdown:
[![HVTrust](https://hvtracker.net/badge/unstructured.svg)](https://hvtracker.net/agents/unstructured)
HTML:
<a href="https://hvtracker.net/agents/unstructured"><img src="https://hvtracker.net/badge/unstructured.svg" alt="HVTrust"></a>

Other agents in Research & Data

Unstructured head-to-head

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 v4.2 · Raw JSON