Marvin

an ambient intelligence library

Agent Frameworks Python Grade C Listed Apache-2.0
Compare → Suggest correction
Listing state
Listed
HVTrust
52.3/100 · Grade C
Evidence coverage
Grade A · 4/5 signals
Last push
2026-05-12 · 60d ago
Recent change
No recent signal change

Is Marvin safe? Marvin scores 52.3/100 (Grade C), ranked #223 of 328 tracked open-source AI agent projects, on evidence coverage A (4 of 5 independent signal types). The public evidence: no package-provenance attestation found; OSSF Scorecard rates its supply-chain practices 5.3/10; recent commits are unsigned; last pushed 2026-05-12. 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.
52.3/100 · Grade C
Strongest Signal
Transparency
13.0/17
Weakest Signal
Safety / Integrity
6.6/25
What Would Improve It
Publish package provenance or release attestations for stronger supply-chain evidence.
Recent Changes
2026-06-24
Rank Moved
Rank dropped 25 spots (#185 → #210)
2026-06-23
Rank Moved
Rank dropped 11 spots (#174 → #185)
2026-06-20
Rank Moved
Rank dropped 12 spots (#146 → #158)
Maintainer Checklist
Raise Scorecard signals Current OSSF Scorecard is 5.3/10. 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.
Refresh maintenance signals The repo was last pushed 60 days ago. Fresh activity helps separate stable projects from stale ones.
51.6
Activity Score · out of 100
52.3
HVTrust Score · out of 100
#223
Global Rank · of 328
#53

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 A is separate — it grades how many independent signal types back the score (4 of 5), so a high score on thin evidence stays visible. Full methodology →

Signals refreshed 2026-07-11 04:00 UTC · Repo last pushed 60 days ago

Rank Trend

2026-07-05 2026-07-11

Activity & Reach

Stars
6.2k
Forks
403
Last Push
2026-05-12
60 days ago
Commits (4 wk)
0
Downloads (7d)
34,051
pypi
HN mentions (30d)
1
Open Issues
61
Rank Change
▼1
was #222

Analysis

HVTrust Dimensions

52.3 / 100 · 100.0% confidence
Safety / IntegrityOSSF, provenance, signatures
6.6 / 25
Identity / ProvenanceListing and build link
10.8 / 18
TransparencyLicense and public checks
13.0 / 17
MaintenanceFreshness and commits
8.0 / 20
AdoptionStars and downloads
15.1 / 20

Activity Inputs

51.6 / 100
StarsRepository reach
22.7 / 30
FreshnessLast push recency
16.7 / 25
ActivityRecent commits
0.0 / 25
CommunityFork signal
12.1 / 20

Supply Chain Trust

Package Provenance
None
No package attestations found
OSSF Scorecard
5.3 / 10
OpenSSF Scorecard · scanned Jul 10, 2026
Signed Commits
Unable to query
Binary-Artifacts 10
Branch-Protection 5
CI-Tests 10
CII-Best-Practices 0
Code-Review 0
Contributors 10
Dangerous-Workflow 10
Dependency-Update-Tool 10
Fuzzing 0
License 10
Maintained 5
Packaging 10
Pinned-Dependencies 0
SAST 0
Security-Policy 0
Signed-Releases -1
Token-Permissions 9
Vulnerabilities 0

Is Marvin safe?

Public trust evidence for Marvin 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 Marvin publish package provenance?
No published build provenance is currently detected for Marvin. This is common for open-source projects but means consumers cannot independently verify that the package on the registry matches the GitHub source.
Does Marvin have an OpenSSF Scorecard?
Marvin has an OpenSSF Scorecard score of 5.3/10. 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 Marvin actively maintained?
Slowing down. Last push was 60 days ago — keep an eye on whether activity resumes.
What license does Marvin use?
Marvin ships under Apache-2.0. A declared, OSI-approved license is one of the transparency signals HVTrust scores.

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 Agent Frameworks

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
high confidence
Implemented
Marvin appears to expose MCP server capabilities.
Detailed evidence is not shown in the public view.
External Service Dependencies
high confidence
3 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.
  • code
  • database
  • shell
Detailed evidence is not shown in the public view.
Package Provenance Drift
low confidence
Unknown
Package source metadata is missing or inconclusive
Detailed evidence is not shown in the public view.
  • MCP signal live
  • External deps live
  • Tool / plugin surface live
  • Package provenance drift live
How this surface has changed

Detected changes to Marvin's runtime surface and supply-chain posture, from daily public-signal snapshots. A change here means our detectors see something different — a genuinely changed capability, or better evidence of an existing one.

2026-06-05
Tool Surface Changed
Detected tool/plugin surface changed: none → declared
2026-06-05
Provider Added
Runtime surface grew — new detected provider dependencies: Anthropic, OpenAI, Qdrant
2026-06-05
Mcp Status Changed
Detected MCP server support changed: none → implemented

Maintain Marvin?

HVTrust scores Marvin 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 11HVTrust 9Score 8Grade 7Scorecard 4Scorecard 3Listed 1MCP 1Surface 1Surface 1
2026-06-24
Rank Moved
Rank dropped 25 spots (#185 → #210)
2026-06-23
Rank Moved
Rank dropped 11 spots (#174 → #185)
2026-06-20
Rank Moved
Rank dropped 12 spots (#146 → #158)
2026-06-20
HVTrust Changed
HVTrust down 4.7pts (59.6 → 54.9)
2026-06-18
Scorecard Added
OSSF Scorecard: 5.3/10
2026-06-18
Grade Changed
Trust grade D → C
2026-06-18
Rank Moved
Rank rose 59 spots (#200 → #141)
2026-06-18
HVTrust Changed
HVTrust up 23.2pts (36.3 → 59.5)
2026-06-16
Scorecard Removed
OSSF Scorecard no longer detected
2026-06-16
Grade Changed
Trust grade C → D
2026-06-16
Rank Moved
Rank dropped 76 spots (#122 → #198)
2026-06-16
HVTrust Changed
HVTrust down 25.7pts (62.1 → 36.4)
2026-06-16
Activity Score Changed
Activity score down 10pts (65 → 55)
2026-06-15
Scorecard Added
OSSF Scorecard: 5.3/10
2026-06-15
Grade Changed
Trust grade D → C
2026-06-15
Rank Moved
Rank rose 76 spots (#198 → #122)
2026-06-15
HVTrust Changed
HVTrust up 25.8pts (36.3 → 62.1)
2026-06-15
Activity Score Changed
Activity score up 10pts (55 → 65)
2026-06-13
Scorecard Removed
OSSF Scorecard no longer detected
2026-06-13
Grade Changed
Trust grade C → D
2026-06-13
Rank Moved
Rank dropped 77 spots (#122 → #199)
2026-06-13
HVTrust Changed
HVTrust down 26.0pts (62.3 → 36.3)
2026-06-13
Activity Score Changed
Activity score down 10pts (65 → 55)
2026-06-11
Scorecard Added
OSSF Scorecard: 5.3/10
2026-06-11
Grade Changed
Trust grade D → C
2026-06-11
Rank Moved
Rank rose 77 spots (#199 → #122)
2026-06-11
HVTrust Changed
HVTrust up 26.0pts (36.4 → 62.4)
2026-06-11
Activity Score Changed
Activity score up 9pts (56 → 65)
2026-06-10
Scorecard Removed
OSSF Scorecard no longer detected
2026-06-10
Grade Changed
Trust grade C → D
2026-06-10
Rank Moved
Rank dropped 86 spots (#113 → #199)
2026-06-10
HVTrust Changed
HVTrust down 26.1pts (62.5 → 36.4)
2026-06-10
Activity Score Changed
Activity score down 9pts (65 → 56)
2026-06-08
Rank Moved
Rank rose 12 spots (#127 → #115)
2026-06-08
Activity Score Changed
Activity score up 9pts (56 → 65)
2026-06-07
Rank Moved
Rank dropped 13 spots (#114 → #127)
2026-06-07
Activity Score Changed
Activity score down 9pts (65 → 56)
2026-06-05
Tool Surface Changed
Detected tool/plugin surface changed: none → declared
2026-06-05
Provider Added
Runtime surface grew — new detected provider dependencies: Anthropic, OpenAI, Qdrant
2026-06-05
Mcp Status Changed
Detected MCP server support changed: none → implemented
2026-05-29
HVTrust Changed
HVTrust up 10.0pts (52.3 → 62.3)
2026-05-28
Activity Score Changed
Activity score up 10pts (58 → 67)
2026-05-27
Scorecard Added
OSSF Scorecard: 5.4/10
2026-05-27
Grade Changed
Trust grade C → B
2026-05-27
HVTrust Changed
HVTrust up 14.7pts (41.2 → 55.9)
2026-05-25
Newly Listed
First tracked at rank #118

Embed Badge Badge guide for maintainers →

HVTrust 52.3 Grade C
Markdown:
[![HVTrust](https://hvtracker.net/badge/marvin.svg)](https://hvtracker.net/agents/marvin)
HTML:
<a href="https://hvtracker.net/agents/marvin"><img src="https://hvtracker.net/badge/marvin.svg" alt="HVTrust"></a>

Other agents in Agent Frameworks

Data sources
GitHub REST API (repo, commits, stars, forks, license) · PyPI / pypistats (downloads, provenance) · OpenSSF Scorecard CLI · Algolia HN Search API
Each agent's signals refresh once daily across 6 staggered batches. Methodology v4.2 · Raw JSON