Is Supervision safe to use?

Supervision has an HVTrust score of 26.2/100 (Grade D), ranked #1302 of 1328 tracked AI agent projects. This score reflects verifiable supply-chain integrity, transparency, maintenance, and adoption signals.

What is the trust score for Supervision?

Supervision scores 26.2/100 on HVTracker's evidence-weighted HVTrust scale. It has 49.9k GitHub stars and is categorized under Needs review.

Supervision

roboflow/supervision

We write your reusable computer vision tools. 💜

Needs review Python Grade D Listed MIT

26.2/100

Rank #1302 of 1328

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Thin or incomplete trust evidence. Review carefully before production use.

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Listing state

Listed

Evidence coverage

Grade D · 1/5 signals

Last push

2026-09-09 · 0d ago

Recent change

Rank +3

Is Supervision safe? Supervision scores 26.2/100 (Grade D), ranked #1302 of 1328 tracked open-source AI agent projects, on evidence coverage D (1 of 5 independent signal types). The public evidence: no package-provenance attestation found; no OSSF Scorecard result yet; 91% of recent commits are signed; last pushed 2026-09-09. Every point is earned from checkable signals — never paid placement. How scoring works →

Ranked neighbours in Needs review

#7 Hivemind — 56.9 (C) → #8 AI Town — 50.5 (C) → #9 HyperAgent — 41.1 (D) → #10 ClawWork — 34.8 (D) →

Quick Trust Read

What Would Improve It

Add or improve OSSF Scorecard coverage so safety checks are easier to verify.

Recent Changes

2026-09-05

Rank Moved

Rank dropped 15 spots (#1259 → #1274)

2026-09-04

Rank Moved

Rank dropped 16 spots (#1243 → #1259)

2026-09-03

Rank Moved

Rank dropped 11 spots (#1232 → #1243)

Maintainer Checklist

Add Scorecard coverage Expose the repository to OpenSSF Scorecard checks so supply-chain posture is easier to verify.

Publish provenance Add package provenance or release attestations so users can verify where shipped artifacts came from.

Compare with another agent Get email alerts for Supervision View Needs review Report missing data

92.7

Activity sub-score · out of 100

#11

In Needs review

How to read this: HVTrust (0–100) weighs supply-chain signals (provenance, OSSF Scorecard, signed commits, open license) alongside real-world adoption. Grade D reflects the trust score band: A ≥ 80, B ≥ 65, C ≥ 50, D < 50. Evidence coverage D is separate — it grades how many independent signal types back the score (1 of 5), so a high score on thin evidence stays visible. Full methodology →

Rank Trend

2026-08-11 2026-09-09

Activity & Reach

Stars

49.9k

Forks

4.8k

Last Push

2026-09-09

today

Commits (4 wk)

Downloads (7d)

—

HN mentions (30d)

—

Open Issues

Rank Change

▼4

was #1298

Analysis

HVTrust Dimensions vs Needs review

26.2 / 100 · 50.0% confidence

Supervision Needs review average (11 agents)

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

4.6 / 25

4.0 below avg 8.6

Identity / Provenance60% listing status · 40% build provenance

10.8 / 18

in line with avg 10.8

Transparency50% declared license · 50% OSSF Scorecard

8.5 / 17

3.9 below avg 12.4

Maintenance60% last-push freshness · 40% commit activity

19.2 / 20

4.0 above avg 15.2

AdoptionLog-scaled stars · package downloads

11.3 / 20

2.2 above avg 9.1

Activity Inputs

92.7 / 100

StarsRepository reach

28.2 / 30

FreshnessLast push recency

25.0 / 25

ActivityRecent commits

22.4 / 25

CommunityFork signal

17.1 / 20

Supply Chain Trust

Package Provenance

None

No package attestations found

OSSF Scorecard

—

Not available

Signed Commits

91%

of last 100 commits verified

Is Supervision safe?

Public trust evidence for Supervision is thin: several supply-chain signals are missing or weak. This does not mean the project is unsafe — it means an outside observer cannot easily verify the usual integrity checks. Treat with extra scrutiny.

Does Supervision publish package provenance?

No published build provenance is currently detected for Supervision. This is common for open-source projects but means consumers cannot independently verify that the package on the registry matches the GitHub source.

Does Supervision have an OpenSSF Scorecard?

No OpenSSF Scorecard data is currently published for Supervision. Maintainers can enable the Scorecard GitHub Action to get a public score; without it, automated supply-chain hygiene is harder for outsiders to verify.

Is Supervision actively maintained?

Actively maintained. The repository was pushed to within the last 1 day(s).

What license does Supervision use?

Supervision ships under MIT. A declared, OSI-approved license is one of the transparency signals HVTrust scores.

Are Supervision's commits signed?

91% of the last 100 commits to Supervision 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.

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

None detected

No MCP server signal detected.

Detailed evidence is not shown in the public view.

External Service Dependencies

low confidence

None detected

No clear third-party provider dependency detected.

Credential signal: API keys or service config markers documented.

Tool / Plugin Surface

None detected

No clear plugin system or broad tool surface detected.

Detailed evidence is not shown in the public view.

Package Provenance Drift

N/A

No package source configured

Detailed evidence is not shown in the public view.

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

Maintain Supervision?

For maintainers

HVTrust scores Supervision 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

2026-09-05

Rank Moved

Rank dropped 15 spots (#1259 → #1274)

2026-09-04

Rank Moved

Rank dropped 16 spots (#1243 → #1259)

2026-09-03

Rank Moved

Rank dropped 11 spots (#1232 → #1243)

2026-09-02

Rank Moved

Rank dropped 33 spots (#1199 → #1232)

2026-09-01

Rank Moved

Rank dropped 35 spots (#1164 → #1199)

2026-08-31

Rank Moved

Rank dropped 32 spots (#1132 → #1164)

2026-08-30

Rank Moved

Rank dropped 44 spots (#1088 → #1132)

2026-08-29

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Rank dropped 40 spots (#1048 → #1088)

2026-08-28

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Rank dropped 31 spots (#1017 → #1048)

2026-08-27

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Rank dropped 28 spots (#989 → #1017)

2026-08-26

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Rank dropped 101 spots (#888 → #989)

2026-08-17

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Rank rose 17 spots (#912 → #895)

2026-08-16

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Rank dropped 29 spots (#883 → #912)

2026-08-13

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Rank dropped 11 spots (#869 → #880)

2026-08-12

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Rank rose 13 spots (#882 → #869)

2026-08-10

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Rank dropped 55 spots (#824 → #879)

2026-08-08

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Rank dropped 365 spots (#455 → #820)

2026-07-28

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2026-07-15

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2026-07-14

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Rank dropped 34 spots (#364 → #398)

2026-07-13

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Rank dropped 40 spots (#324 → #364)

2026-06-24

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Rank dropped 30 spots (#284 → #314)

2026-06-23

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Rank dropped 19 spots (#265 → #284)

2026-06-21

Rank Moved

Rank dropped 15 spots (#246 → #261)

2026-06-20

Rank Moved

Rank dropped 21 spots (#225 → #246)

GitHub →

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Other agents in Needs review

Data sources
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Each agent's signals refresh once daily across 6 staggered batches. Methodology v4.3 · Raw JSON