Is Excel Vision MCP safe to use?

Excel Vision MCP has an HVTrust score of 63.6/100 (Grade C), ranked #368 of 1320 tracked AI agent projects. This score reflects verifiable supply-chain integrity, transparency, maintenance, and adoption signals.

What is the trust score for Excel Vision MCP?

Excel Vision MCP scores 63.6/100 on HVTracker's evidence-weighted HVTrust scale. It has 18 GitHub stars and is categorized under MCP Servers.

Excel Vision MCP

VOYAGER-Inc/excel-vision-mcp

MCP server that lets AI agents SEE embedded images inside Excel files — full text + image extraction for .xlsx/.xlsm

MCP Servers Python Grade C Listed MIT

63.6/100

Rank #368 of 1320

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Promising trust profile, but some evidence still deserves review.

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Listing state

Listed

Evidence coverage

Grade B · 3/5 signals

Last push

2026-07-31 · 35d ago

Recent change

Rank +10

Is Excel Vision MCP safe? Excel Vision MCP scores 63.6/100 (Grade C), ranked #368 of 1320 tracked open-source AI agent projects, on evidence coverage B (3 of 5 independent signal types). The public evidence: its packages ship with cryptographic provenance; OSSF Scorecard rates its supply-chain practices 4.0/10; recent commits are unsigned; last pushed 2026-07-31. Every point is earned from checkable signals — never paid placement. How scoring works →

Ranked neighbours in MCP Servers

#172 MCP Server Kalshi — 63.7 (C) → #173 JS Reverse MCP — 63.6 (C) → #175 BLS OEWS — 63.6 (C) → #176 Codex Control Plane MCP — 63.6 (C) →

Quick Trust Read

What Would Improve It

Increase the share of verified signed commits for clearer maintainer identity.

Recent Changes

2026-09-04

Rank Moved

Rank dropped 12 spots (#356 → #368)

2026-09-03

Rank Moved

Rank dropped 45 spots (#311 → #356)

2026-09-02

Scorecard Added

OSSF Scorecard: 4.0/10

Maintainer Checklist

Raise Scorecard signals Current OSSF Scorecard is 4.0/10. Tighten the weakest checks to improve public safety evidence.

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

Refresh maintenance signals The repo was last pushed 35 days ago. Fresh activity helps separate stable projects from stale ones.

Compare with another agent Get email alerts for Excel Vision MCP View MCP Servers Report missing data

30.0

Activity sub-score · out of 100

#174

In MCP Servers

How to read this: HVTrust (0–100) weighs supply-chain signals (provenance, OSSF Scorecard, signed commits, open license) alongside real-world adoption. Grade C reflects the trust score band: A ≥ 80, B ≥ 65, C ≥ 50, D < 50. Evidence coverage B is separate — it grades how many independent signal types back the score (3 of 5), so a high score on thin evidence stays visible. Full methodology →

Rank Trend

2026-08-11 2026-09-04

Activity & Reach

Stars

Forks

Last Push

2026-07-31

35 days ago

Commits (4 wk)

Downloads (7d)

pypi

HN mentions (30d)

—

Open Issues

Rank Change

▼12

was #356

Analysis

HVTrust Dimensions vs MCP Servers

63.6 / 100 · 100.0% confidence

Excel Vision MCP MCP Servers average (778 agents)

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

12.5 / 25

2.9 above avg 9.6

Identity / Provenance60% listing status · 40% build provenance

18.0 / 18

4.6 above avg 13.4

Transparency50% declared license · 50% OSSF Scorecard

11.9 / 17

in line with avg 11.8

Maintenance60% last-push freshness · 40% commit activity

9.7 / 20

2.5 below avg 12.2

AdoptionLog-scaled stars · package downloads

5.5 / 20

0.8 below avg 6.3

Activity Inputs

30.0 / 100

StarsRepository reach

7.7 / 30

FreshnessLast push recency

20.1 / 25

ActivityRecent commits

0.0 / 25

CommunityFork signal

2.2 / 20

Supply Chain Trust

Package Provenance

Verified

pypi attestation

OSSF Scorecard

4.0 / 10

OpenSSF Scorecard · scanned Sep 4, 2026

Signed Commits

of last 100 commits verified

Binary-Artifacts 10

Branch-Protection 8

CI-Tests -1

CII-Best-Practices 0

Code-Review 0

Contributors 0

Dangerous-Workflow 10

Dependency-Update-Tool 0

Fuzzing 0

License 10

Maintained 0

Packaging 10

Pinned-Dependencies 0

SAST 0

Security-Policy 0

Signed-Releases -1

Token-Permissions 0

Vulnerabilities 9

Is Excel Vision MCP safe?

Excel Vision MCP has a mixed signal profile. Some trust indicators are present, others are missing. Whether it is safe for your use case depends on which gaps matter to you — review the breakdown below before adopting in production.

Does Excel Vision MCP publish package provenance?

Yes. Excel Vision MCP's package releases carry build provenance attestations, which cryptographically link the published package back to its source repository and CI workflow.

Does Excel Vision MCP have an OpenSSF Scorecard?

Excel Vision MCP has an OpenSSF Scorecard score of 4.0/10. 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 Excel Vision MCP actively maintained?

Slowing down. Last push was 35 days ago — keep an eye on whether activity resumes.

What license does Excel Vision MCP use?

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

Are Excel Vision MCP's commits signed?

0% of the last 100 commits to Excel Vision MCP 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

high confidence

Implemented

Excel Vision MCP appears to expose MCP server capabilities.

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

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

Maintain Excel Vision MCP?

For maintainers

HVTrust scores Excel Vision MCP 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

2026-09-04

Rank Moved

Rank dropped 12 spots (#356 → #368)

2026-09-03

Rank Moved

Rank dropped 45 spots (#311 → #356)

2026-09-02

Scorecard Added

OSSF Scorecard: 4.0/10

2026-09-02

Rank Moved

Rank rose 203 spots (#514 → #311)

2026-09-02

HVTrust Changed

HVTrust up 8.3pts (56.2 → 64.5)

2026-09-01

Rank Moved

Rank dropped 10 spots (#504 → #514)

2026-08-31

Rank Moved

Rank dropped 35 spots (#469 → #504)

2026-08-30

Rank Moved

Rank dropped 51 spots (#418 → #469)

2026-08-30

Activity Score Changed

Activity score down 8pts (38 → 31)

2026-08-29

Rank Moved

Rank dropped 24 spots (#394 → #418)

2026-08-28

Rank Moved

Rank dropped 16 spots (#378 → #394)

2026-08-26

Rank Moved

Rank dropped 37 spots (#335 → #372)

2026-08-24

Rank Moved

Rank dropped 22 spots (#310 → #332)

2026-08-22

Rank Moved

Rank rose 16 spots (#328 → #312)

2026-08-19

Rank Moved

Rank dropped 18 spots (#309 → #327)

2026-08-17

Rank Moved

Rank rose 18 spots (#328 → #310)

2026-08-15

Rank Moved

Rank dropped 25 spots (#295 → #320)

2026-08-13

Rank Moved

Rank dropped 18 spots (#273 → #291)

2026-08-12

Rank Moved

Rank rose 16 spots (#289 → #273)

2026-08-10

Rank Moved

Rank dropped 19 spots (#268 → #287)

2026-08-08

Newly Listed

First tracked at rank #260

GitHub → PyPI: excel-vision-mcp

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For maintainers

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Other agents in MCP Servers

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