Agent Vision Toolkit

为纯文本模型"看图“设计更好的视觉工具箱和技能,支持多图理解,图片问答,前端UI还原、GUI 自动化等,并可选无缝接入多个主流agent,直接识别粘贴图片| A vision toolkit and skill designed for t

Agent Skills Python Grade D Listed MIT
22.2/100
Rank #100 of 159
Compare Agent Vision Toolkit

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

Open compare tool Suggest correction
Listing state
Listed
Evidence coverage
Grade D · 1/5 signals
Last push
2026-08-17 · 0d ago
Recent change
New

Is Agent Vision Toolkit safe? Agent Vision Toolkit scores 22.2/100 (Grade D), ranked #100 of 159 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 2026-08-17. Every point is earned from checkable signals — never paid placement. How scoring works →

Ranked neighbours in Agent Skills

Quick Trust Read

What Would Improve It
Add or improve OSSF Scorecard coverage so safety checks are easier to verify.
Recent Changes
2026-08-16
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.
75.3
Activity sub-score · out of 100
#100

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 2026-08-17 23:32 UTC · Repo last pushed today

Rank Trend

2026-08-16 2026-08-17

Activity & Reach

Stars
996
Forks
36
Last Push
2026-08-17
today
Commits (4 wk)
245
Downloads (7d)
HN mentions (30d)
Open Issues
4
Rank Change
▲2
was #102

Analysis

HVTrust Dimensions vs Agent Skills

22.2 / 100 · 50.0% confidence

Agent Vision Toolkit Agent Skills average (159 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
0.6 below avg 11.4
Transparency50% declared license · 50% OSSF Scorecard
8.5 / 17
in line with avg 8.5
Maintenance60% last-push freshness · 40% commit activity
20.0 / 20
4.8 above avg 15.2
AdoptionLog-scaled stars · package downloads
7.2 / 20
2.0 below avg 9.2

Activity Inputs

75.3 / 100
StarsRepository reach
18.0 / 30
FreshnessLast push recency
25.0 / 25
ActivityRecent commits
25 / 25
CommunityFork signal
7.3 / 20

Supply Chain Trust

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

Is Agent Vision Toolkit safe?

Public trust evidence for Agent Vision Toolkit 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 Agent Vision Toolkit publish package provenance?
No published build provenance is currently detected for Agent Vision Toolkit. This is common for open-source projects but means consumers cannot independently verify that the package on the registry matches the GitHub source.
Does Agent Vision Toolkit have an OpenSSF Scorecard?
No OpenSSF Scorecard data is currently published for Agent Vision Toolkit. 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 Agent Vision Toolkit actively maintained?
Actively maintained. The repository was pushed to within the last 1 day(s).
What license does Agent Vision Toolkit use?
Agent Vision Toolkit ships under MIT. A declared, OSI-approved license is one of the transparency signals HVTrust scores.
Are Agent Vision Toolkit's commits signed?
19% of the last 100 commits to Agent Vision Toolkit 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
high confidence
Extensions
Extension based plugin/integration 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 Agent Vision Toolkit?

For maintainers

HVTrust scores Agent Vision Toolkit 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

Signal history
Listed 1
2026-08-16
Newly Listed
First tracked at rank #102

Embed Badge Badge guide for maintainers →

For maintainers
HVTrust 22.2 Grade D
Markdown:
[![HVTrust](https://hvtracker.net/badge/agent-vision-toolkit.svg)](https://hvtracker.net/agents/agent-vision-toolkit)
HTML:
<a href="https://hvtracker.net/agents/agent-vision-toolkit"><img src="https://hvtracker.net/badge/agent-vision-toolkit.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