MolmoWeb

Browser & Computer Use Python Grade D Listed Apache-2.0
Compare → Suggest correction
Listing state
Listed
HVTrust
43.2/100 · Grade D
Evidence coverage
Grade C · 2/5 signals
Last push
2026-06-26 · 25d ago
Recent change
Rank +1

Is MolmoWeb safe? MolmoWeb scores 43.2/100 (Grade D), ranked #346 of 418 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 3.2/10; 30% of recent commits are signed; last pushed 2026-06-26. Every point is earned from checkable signals — never paid placement. How scoring works →

Quick Trust Read

Verdict
Thin or incomplete trust evidence. Review carefully before production use.
43.2/100 · Grade D
Strongest Signal
Transparency
11.2/17
Weakest Signal
Safety / Integrity
5.5/25
What Would Improve It
Publish package provenance or release attestations for stronger supply-chain evidence.
Recent Changes
2026-07-15
Rank Moved
Rank dropped 25 spots (#317 → #342)
2026-07-14
Rank Moved
Rank dropped 18 spots (#299 → #317)
2026-07-13
Rank Moved
Rank dropped 34 spots (#265 → #299)
Maintainer Checklist
Raise Scorecard signals Current OSSF Scorecard is 3.2/10. 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.
53.0
Activity Score · out of 100
43.2
HVTrust Score · out of 100
#346
Global Rank · of 418
#17

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 →

Signals refreshed 2026-07-21 22:03 UTC · Repo last pushed 25 days ago

Rank Trend

2026-07-05 2026-07-21

Activity & Reach

Stars
579
Forks
80
Last Push
2026-06-26
25 days ago
Commits (4 wk)
2
Downloads (7d)
HN mentions (30d)
Open Issues
2
Rank Change
▼1
was #345

Analysis

HVTrust Dimensions

43.2 / 100 · 100.0% confidence
Safety / Integrity50% OSSF Scorecard · 30% provenance · 20% signed commits
5.5 / 25
Identity / Provenance60% listing status · 40% build provenance
10.8 / 18
Transparency50% declared license · 50% OSSF Scorecard
11.2 / 17
Maintenance60% last-push freshness · 40% commit activity
12.2 / 20
Adoption60% stars · 40% downloads, log-scaled
6.6 / 20

Activity Inputs

53.0 / 100
StarsRepository reach
16.6 / 30
FreshnessLast push recency
21.5 / 25
ActivityRecent commits
6.0 / 25
CommunityFork signal
8.9 / 20

Supply Chain Trust

Package Provenance
None
No package attestations found
OSSF Scorecard
3.2 / 10
OpenSSF Scorecard · scanned Jul 19, 2026
Signed Commits
30%
of last 100 commits verified
Binary-Artifacts 10
Branch-Protection 0
CI-Tests 0
CII-Best-Practices 0
Code-Review 2
Contributors 3
Dangerous-Workflow -1
Dependency-Update-Tool 10
Fuzzing 0
License 10
Maintained 4
Packaging -1
Pinned-Dependencies -1
SAST 0
Security-Policy 0
Signed-Releases -1
Token-Permissions -1
Vulnerabilities 0

Is MolmoWeb safe?

Public trust evidence for MolmoWeb 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 MolmoWeb publish package provenance?
No published build provenance is currently detected for MolmoWeb. This is common for open-source projects but means consumers cannot independently verify that the package on the registry matches the GitHub source.
Does MolmoWeb have an OpenSSF Scorecard?
MolmoWeb has an OpenSSF Scorecard score of 3.2/10. 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 MolmoWeb actively maintained?
Maintained. Last push was 25 days ago.
What license does MolmoWeb use?
MolmoWeb ships under Apache-2.0. A declared, OSI-approved license is one of the transparency signals HVTrust scores.
Are MolmoWeb's commits signed?
29% of the last 100 commits to MolmoWeb 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.

Ranked neighbours in Browser & Computer Use

AI agent 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
high confidence
4 detected
Public provider/service dependencies detected.
Credential signal: API keys or service config markers documented.
Tool / Plugin Surface
high confidence
Declared
Declared plugin/integration surface detected.
  • browser
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 MolmoWeb?

HVTrust scores MolmoWeb 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

Rank 13Score 7HVTrust 5Listed 2Delisted 1Scorecard 1
2026-07-15
Rank Moved
Rank dropped 25 spots (#317 → #342)
2026-07-14
Rank Moved
Rank dropped 18 spots (#299 → #317)
2026-07-13
Rank Moved
Rank dropped 34 spots (#265 → #299)
2026-06-28
Rank Moved
Rank rose 13 spots (#255 → #242)
2026-06-24
Rank Moved
Rank dropped 32 spots (#226 → #258)
2026-06-23
Rank Moved
Rank dropped 12 spots (#214 → #226)
2026-06-23
Activity Score Changed
Activity score up 6pts (49 → 54)
2026-06-21
Rank Moved
Rank dropped 14 spots (#198 → #212)
2026-06-18
Rank Moved
Rank dropped 16 spots (#174 → #190)
2026-06-18
Activity Score Changed
Activity score down 6pts (55 → 49)
2026-06-16
Rank Moved
Rank rose 19 spots (#191 → #172)
2026-06-16
HVTrust Changed
HVTrust up 4.9pts (38.5 → 43.4)
2026-06-16
Activity Score Changed
Activity score up 13pts (42 → 56)
2026-06-15
Rank Moved
Rank dropped 19 spots (#172 → #191)
2026-06-15
HVTrust Changed
HVTrust down 5.0pts (43.5 → 38.5)
2026-06-15
Activity Score Changed
Activity score down 14pts (56 → 42)
2026-06-13
Rank Moved
Rank rose 18 spots (#190 → #172)
2026-06-13
HVTrust Changed
HVTrust up 4.5pts (38.7 → 43.2)
2026-06-13
Activity Score Changed
Activity score up 12pts (42 → 54)
2026-06-11
Rank Moved
Rank dropped 17 spots (#172 → #189)
2026-06-11
HVTrust Changed
HVTrust down 4.6pts (43.4 → 38.8)
2026-06-11
Activity Score Changed
Activity score down 12pts (54 → 42)
2026-06-10
Scorecard Added
OSSF Scorecard: 1.8/10
2026-06-10
Rank Moved
Rank rose 39 spots (#211 → #172)
2026-06-10
HVTrust Changed
HVTrust up 25.8pts (17.6 → 43.4)
2026-06-10
Activity Score Changed
Activity score up 12pts (42 → 54)
2026-06-08
Newly Listed
First tracked at rank #214
2026-06-07
Removed From Active Tracking
Removed from active tracking
2026-06-06
Newly Listed
First tracked at rank #211

Embed Badge Badge guide for maintainers →

HVTrust 43.2 Grade D
Markdown:
[![HVTrust](https://hvtracker.net/badge/molmoweb.svg)](https://hvtracker.net/agents/molmoweb)
HTML:
<a href="https://hvtracker.net/agents/molmoweb"><img src="https://hvtracker.net/badge/molmoweb.svg" alt="HVTrust"></a>

Other agents in Browser & Computer Use

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 v4.2 · Raw JSON