updated 2026-08-12 05:02 UTC

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
62.4/100
Rank #289 of 1283
Compare Excel Vision MCP

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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 · 12d ago
Recent change
Rank +1

Is Excel Vision MCP safe? Excel Vision MCP scores 62.4/100 (Grade C), ranked #289 of 1283 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; no OSSF Scorecard result yet; 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

#96 Anki MCP Server — 62.4 (C) → #97 MCP Notion Server — 62.4 (C) → #99 YADE MCP Server — 62.2 (C) → #100 Wireshark MCP — 62.2 (C) →

Quick Trust Read

What Would Improve It
Add or improve OSSF Scorecard coverage so safety checks are easier to verify.
Recent Changes
2026-08-10
Rank Moved
Rank dropped 19 spots (#268 → #287)
2026-08-08
Newly Listed
First tracked at rank #260
Maintainer Checklist
Add Scorecard coverage Expose the repository to OpenSSF Scorecard checks so supply-chain posture is easier to verify.
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 Excel Vision MCP View MCP Servers Report missing data
47.9
Activity sub-score · out of 100
#98
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 →

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

Rank Trend

2026-08-11 2026-08-12

Activity & Reach

Stars
18
Forks
1
Last Push
2026-07-31
12 days ago
Commits (4 wk)
16
Downloads (7d)
257
pypi
HN mentions (30d)
—
Open Issues
0
Rank Change
=
was #289

Analysis

HVTrust Dimensions vs MCP Servers

62.4 / 100 · 100.0% confidence

Excel Vision MCP MCP Servers average (761 agents)

Safety / Integrity50% OSSF Scorecard · 30% provenance · 20% signed commits
7.5 / 25
2.5 above avg 5.0
Identity / Provenance60% listing status · 40% build provenance
18.0 / 18
4.7 above avg 13.3
Transparency50% declared license · 50% OSSF Scorecard
8.5 / 17
in line with avg 8.8
Maintenance60% last-push freshness · 40% commit activity
16.1 / 20
3.7 above avg 12.4
AdoptionLog-scaled stars · package downloads
6.3 / 20
0.5 above avg 5.8

Activity Inputs

47.9 / 100
StarsRepository reach
7.7 / 30
FreshnessLast push recency
23.3 / 25
ActivityRecent commits
15.3 / 25
CommunityFork signal
1.4 / 20

Supply Chain Trust

Package Provenance
Verified
pypi attestation
OSSF Scorecard
—
Not available
Signed Commits
0%
of last 100 commits verified

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?
No OpenSSF Scorecard data is currently published for Excel Vision MCP. 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 Excel Vision MCP actively maintained?
Maintained. Last push was 12 days ago.
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
Listed 1Rank 1
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

Embed Badge Badge guide for maintainers →

For maintainers
HVTrust 62.4 Grade C
Markdown:
[![HVTrust](https://hvtracker.net/badge/excel-vision-mcp.svg)](https://hvtracker.net/agents/excel-vision-mcp)
HTML:
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Other agents in MCP Servers

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