updated 2026-08-12 05:02 UTC

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 Grade D Listed NOASSERTION
21.4/100
Rank #102 of 148
Compare Supervisor Skills

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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
2026-08-07 · 5d ago
Recent change
New

Is Supervisor Skills safe? Supervisor Skills scores 21.4/100 (Grade D), ranked #102 of 148 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; 19% of recent commits are signed; last pushed 2026-08-07. Every point is earned from checkable signals — never paid placement. How scoring works →

Ranked neighbours in Agent Skills

#100 Itr Wala — 21.5 (D) → #101 Vibe Coding Prompt Template — 21.5 (D) → #103 SwiftUI Agent Skill — 21.3 (D) → #104 Swift Concurrency Agent Skill — 21.2 (D) →

Quick Trust Read

What Would Improve It
Add or improve OSSF Scorecard coverage so safety checks are easier to verify.
Recent Changes
2026-08-11
Newly Listed
First tracked at rank #102
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.
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
70.6
Activity sub-score · out of 100
#102
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 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 →

Signals refreshed 2026-08-12 05:02 UTC · Repo last pushed 5 days ago

Rank Trend

2026-08-11 2026-08-12

Activity & Reach

Stars
5.4k
Forks
370
Last Push
2026-08-07
5 days ago
Commits (4 wk)
8?
Downloads (7d)
—
HN mentions (30d)
—
Open Issues
1
Rank Change
=
was #102

Analysis

HVTrust Dimensions vs Agent Skills

21.4 / 100 · 50.0% confidence

Supervisor Skills Agent Skills average (148 agents)

Safety / Integrity50% OSSF Scorecard · 30% provenance · 20% signed commits
1.0 / 25
1.7 below avg 2.7
Identity / Provenance60% listing status · 40% build provenance
10.8 / 18
0.5 below avg 11.3
Transparency50% declared license · 50% OSSF Scorecard
8.5 / 17
in line with avg 8.5
Maintenance60% last-push freshness · 40% commit activity
13.6 / 20
1.5 below avg 15.1
AdoptionLog-scaled stars · package downloads
9.0 / 20
in line with avg 9.2

Activity Inputs

70.6 / 100
StarsRepository reach
22.4 / 30
FreshnessLast push recency
24.3 / 25
ActivityRecent commits
11.9 / 25
CommunityFork signal
11.9 / 20

Supply Chain Trust

Package Provenance
None
No package attestations found
OSSF Scorecard
—
Not available
Signed Commits
19%
of last 100 commits verified

Is Supervisor Skills safe?

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?
No OpenSSF Scorecard data is currently published for Supervisor Skills. 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 Supervisor Skills actively maintained?
Actively maintained. The repository was pushed to within the last 5 day(s).
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?
19% 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
Listed 1
2026-08-11
Newly Listed
First tracked at rank #102
GitHub →

Embed Badge Badge guide for maintainers →

For maintainers
HVTrust 21.4 Grade D
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)
Each agent's signals refresh once daily across 6 staggered batches. Methodology v4.3 · Raw JSON