Is Supervisor Skills safe to use?

Supervisor Skills has an HVTrust score of 49.6/100 (Grade D), ranked #245 of 351 tracked AI agent projects. This score reflects verifiable supply-chain integrity, transparency, maintenance, and adoption signals.

What is the trust score for Supervisor Skills?

Supervisor Skills scores 49.6/100 on HVTracker's evidence-weighted HVTrust scale. It has 7.6k GitHub stars and is categorized under Agent Skills.

Supervisor Skills

HKUSTDial/Supervisor-Skills

将博导十年科研经验炼化为可直接调用的 AI 技能。从 Idea 构思到论文投稿，你的 AI 科研副导师。

Agent Skills Python Listed NOASSERTION

Is Supervisor Skills safe? Thin or incomplete trust evidence. Review carefully before production use.

OSSF Scorecard 3.0 / 10

Provenance None

Signed commits 25%

Last push 21d ago

Compare Supervisor Skills

How does it stack up against its Agent Skills neighbours?

Pick any agent to compare →

Suggest a correction

In detail: Supervisor Skills scores 49.6/100 (Grade D), ranked #245 of 351 tracked open-source AI agent projects, on evidence coverage C (2 of 5 independent signal types). The public evidence: no package-provenance attestation found; OSSF Scorecard rates its supply-chain practices 3.0/10; 25% of recent commits are signed; last pushed 2026-09-05. Every point is earned from checkable signals — never paid placement. How scoring works →

How Supervisor Skills compares in Agent Skills

#243 Goose Skills 49.9 +0.3
#244 Skill Flow 49.8 +0.2
#245 Supervisor Skills 49.6 this agent
#246 Developer Kit 49.5 −0.1
#247 Everything Claude Code Zh 49.5 −0.1

Bars show each HVTrust score; the tick marks Supervisor Skills’s 49.6.

Where the 49.6 comes from

HVTrust dimensions vs the Agent Skills average

49.6 / 100 · 100.0% confidence

Supervisor Skills Agent Skills average (351 agents)

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

5.0 / 25

3.1 below avg 8.1

Identity / Provenance60% listing status · 40% build provenance

10.8 / 18

0.6 below avg 11.4

Transparency50% declared license · 50% OSSF Scorecard

11.1 / 17

1.1 below avg 12.2

Maintenance60% last-push freshness · 40% commit activity

13.4 / 20

0.8 below avg 14.2

AdoptionLog-scaled stars · package downloads

9.3 / 20

in line with avg 9.0

Quick Trust Read

What Would Improve It

Publish package provenance or release attestations for stronger supply-chain evidence.

Recent Changes

2026-09-25

Rank Moved

Rank dropped 23 spots (#221 → #244)

2026-09-23

Rank Moved

Rank dropped 71 spots (#149 → #220)

2026-09-23

HVTrust Changed

HVTrust up 9.7pts (40.1 → 49.8)

Maintainer Checklist

Raise Scorecard signals Current OSSF Scorecard is 3.0/10. Tighten the weakest checks to improve public safety evidence.

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

Increase signed commits Raise the share of verified-signed commits to make maintainer identity and release history easier to trust.

Compare with another agent Get email alerts for Supervisor Skills View Agent Skills Report missing data

66.6

Activity sub-score · out of 100

#245

In Agent Skills

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 C is separate — it grades how many independent signal types back the score (2 of 5), so a high score on thin evidence stays visible. Full methodology →

Rank Trend

2026-08-11 2026-09-26

Activity & Reach

Stars

7.6k

Forks

468

Last Push

2026-09-05

21 days ago

Commits (4 wk)

Downloads (7d)

—

HN mentions (30d)

—

Open Issues

Rank Change

▼1

was #244

Analysis

Activity Inputs

66.6 / 100

StarsRepository reach

23.3 / 30

FreshnessLast push recency

22.1 / 25

ActivityRecent commits

8.7 / 25

CommunityFork signal

12.4 / 20

Supply Chain Trust

Package Provenance

None

No package attestations found

OSSF Scorecard

3.0 / 10

OpenSSF Scorecard · scanned Sep 23, 2026

Signed Commits

25%

of last 100 commits verified

Binary-Artifacts 10

Branch-Protection 0

CI-Tests 0

CII-Best-Practices 0

Code-Review 0

Contributors 3

Dangerous-Workflow 10

Dependency-Update-Tool 0

Fuzzing 0

License 9

Maintained 10

Packaging -1

Pinned-Dependencies 0

SAST 0

Security-Policy 0

Signed-Releases -1

Token-Permissions 0

Vulnerabilities 0

Common questions about Supervisor Skills

Public trust evidence for Supervisor Skills 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 Supervisor Skills publish package provenance?

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

Does Supervisor Skills have an OpenSSF Scorecard?

Supervisor Skills has an OpenSSF Scorecard score of 3.0/10. 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 Supervisor Skills actively maintained?

Maintained. Last push was 21 days ago.

What license does Supervisor Skills use?

Supervisor Skills ships under NOASSERTION. A declared, OSI-approved license is one of the transparency signals HVTrust scores.

Are Supervisor Skills's commits signed?

24% of the last 100 commits to Supervisor Skills 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

None detected

No clear third-party provider dependency detected.

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

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 Supervisor Skills?

For maintainers

HVTrust scores Supervisor Skills 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

2026-09-25

Rank Moved

Rank dropped 23 spots (#221 → #244)

2026-09-23

Rank Moved

Rank dropped 71 spots (#149 → #220)

2026-09-23

HVTrust Changed

HVTrust up 9.7pts (40.1 → 49.8)

2026-09-22

Newly Listed

First tracked at rank #149

2026-09-21

Removed From Active Tracking

Removed from active tracking

2026-09-13

Grade Changed

Trust grade D → C

2026-09-13

Rank Moved

Rank rose 18 spots (#224 → #206)

2026-09-05

Rank Moved

Rank rose 13 spots (#198 → #185)

2026-09-05

HVTrust Changed

HVTrust up 3.3pts (45.9 → 49.2)

2026-09-05

Activity Score Changed

Activity score up 13pts (56 → 69)

2026-09-04

Scorecard Added

OSSF Scorecard: 3.0/10

2026-09-04

Rank Moved

Rank rose 111 spots (#309 → #198)

2026-09-04

HVTrust Changed

HVTrust up 26.1pts (19.8 → 45.9)

2026-08-30

Rank Moved

Rank dropped 15 spots (#270 → #285)

2026-08-29

Rank Moved

Rank dropped 14 spots (#256 → #270)

2026-08-28

Rank Moved

Rank dropped 13 spots (#243 → #256)

2026-08-26

Rank Moved

Rank dropped 113 spots (#127 → #240)

2026-08-16

Rank Moved

Rank dropped 11 spots (#107 → #118)

2026-08-15

Activity Score Changed

Activity score down 6pts (64 → 58)

2026-08-11

Newly Listed

First tracked at rank #102

GitHub →

Embed Badge Badge guide for maintainers →

For maintainers

Markdown:
            [![HVTrust](https://hvtracker.net/badge/supervisor-skills.svg)](https://hvtracker.net/agents/supervisor-skills)
            
HTML:
            <a href="https://hvtracker.net/agents/supervisor-skills"><img src="https://hvtracker.net/badge/supervisor-skills.svg" alt="HVTrust"></a>

Other agents in Agent Skills

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