JARVIS / HuggingGPT

JARVIS, a system to connect LLMs with ML community. Paper: https://arxiv.org/pdf/2303.17580.pdf

Agent Frameworks Python Grade D Needs review MIT
26.5/100
Rank #756 of 1204
Compare JARVIS / HuggingGPT

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

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Listing state
Needs review
Evidence coverage
Grade B · 3/5 signals
Last push
2025-07-29 · 376d ago
Recent change
Rank

Is JARVIS / HuggingGPT safe? JARVIS / HuggingGPT scores 26.5/100 (Grade D), ranked #756 of 1204 tracked open-source AI agent projects, on evidence coverage B (3 of 5 independent signal types). The public evidence: no package-provenance attestation found; OSSF Scorecard rates its supply-chain practices 2.3/10; 55% of recent commits are signed; last pushed 2025-07-29. Every point is earned from checkable signals — never paid placement. How scoring works →

Active listing, but review is needed
  • [4.2.1] no meaningful activity in 12 months (last push 2025-07-29)

Ranked neighbours in Agent Frameworks

Quick Trust Read

What Would Improve It
Publish package provenance or release attestations for stronger supply-chain evidence.
Recent Changes
2026-08-08
Rank Moved
Rank dropped 323 spots (#429 → #752)
2026-07-30
Rank Moved
Rank dropped 26 spots (#396 → #422)
2026-07-30
HVTrust Changed
HVTrust down 10.0pts (36.2 → 26.2)
Maintainer Checklist
Raise Scorecard signals Current OSSF Scorecard is 2.3/10. 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.
Refresh maintenance signals The repo was last pushed 376 days ago. Fresh activity helps separate stable projects from stale ones.
Review Flags
[4.2.1] no meaningful activity in 12 months (last push 2025-07-29)
41.9
Activity sub-score · out of 100
#86

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 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 2026-08-09 19:01 UTC · Repo last pushed 376 days ago — may be stale

Activity & Reach

Stars
25.1k
Forks
2.2k
Last Push
2025-07-29
376 days ago
Commits (4 wk)
0
Downloads (7d)
HN mentions (30d)
0
Open Issues
3859
Rank Change
▼4
was #752

Analysis

HVTrust Dimensions vs Agent Frameworks

26.5 / 100 · 100.0% confidence

JARVIS / HuggingGPT Agent Frameworks average (117 agents)

Safety / Integrity50% OSSF Scorecard · 30% provenance · 20% signed commits
5.6 / 25
2.6 below avg 8.2
Identity / Provenance60% listing status · 40% build provenance
10.8 / 18
0.8 below avg 11.6
Transparency50% declared license · 50% OSSF Scorecard
10.5 / 17
1.1 below avg 11.6
Maintenance60% last-push freshness · 40% commit activity
0 / 20
14.3 below avg 14.3
AdoptionLog-scaled stars · package downloads
10.6 / 20
0.8 below avg 11.4

Activity Inputs

41.9 / 100
StarsRepository reach
26.4 / 30
FreshnessLast push recency
0.0 / 25
ActivityRecent commits
0.0 / 25
CommunityFork signal
15.5 / 20

Supply Chain Trust

Package Provenance
None
No package attestations found
OSSF Scorecard
2.3 / 10
OpenSSF Scorecard · scanned Aug 9, 2026
Signed Commits
55%
of last 100 commits verified
Binary-Artifacts 10
Branch-Protection 0
CI-Tests 0
CII-Best-Practices 0
Code-Review 0
Contributors 10
Dangerous-Workflow -1
Dependency-Update-Tool 0
Fuzzing 0
License 10
Maintained 0
Packaging -1
Pinned-Dependencies 0
SAST 0
Security-Policy 10
Signed-Releases -1
Token-Permissions -1
Vulnerabilities 0

Is JARVIS / HuggingGPT safe?

Public trust evidence for JARVIS / HuggingGPT 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 JARVIS / HuggingGPT publish package provenance?
No published build provenance is currently detected for JARVIS / HuggingGPT. This is common for open-source projects but means consumers cannot independently verify that the package on the registry matches the GitHub source.
Does JARVIS / HuggingGPT have an OpenSSF Scorecard?
JARVIS / HuggingGPT has an OpenSSF Scorecard score of 2.3/10. 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 JARVIS / HuggingGPT actively maintained?
Stale. The repository has not been pushed to in 376 days. Consider whether the project is still being maintained.
What license does JARVIS / HuggingGPT use?
JARVIS / HuggingGPT ships under MIT. A declared, OSI-approved license is one of the transparency signals HVTrust scores.
Are JARVIS / HuggingGPT's commits signed?
55% of the last 100 commits to JARVIS / HuggingGPT 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
high confidence
1 detected
Public provider/service dependencies detected.
Credential signal: API keys or service config markers documented.
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
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
How this surface has changed

Detected changes to JARVIS / HuggingGPT'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
Provider Added
Runtime surface grew — new detected provider dependency: OpenAI

Maintain JARVIS / HuggingGPT?

For maintainers

HVTrust scores JARVIS / HuggingGPT 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
Rank 13HVTrust 3Listed 1Grade 1Scorecard 1Surface 1Warning Issued 1
2026-08-08
Rank Moved
Rank dropped 323 spots (#429 → #752)
2026-07-30
Rank Moved
Rank dropped 26 spots (#396 → #422)
2026-07-30
HVTrust Changed
HVTrust down 10.0pts (36.2 → 26.2)
2026-07-29
Warning Issued
Warning: eligibility issues detected
2026-07-29
Rank Moved
Rank dropped 11 spots (#385 → #396)
2026-07-15
Rank Moved
Rank dropped 25 spots (#357 → #382)
2026-07-14
Rank Moved
Rank dropped 20 spots (#337 → #357)
2026-07-13
Rank Moved
Rank dropped 36 spots (#301 → #337)
2026-06-24
Rank Moved
Rank dropped 35 spots (#261 → #296)
2026-06-23
Rank Moved
Rank dropped 21 spots (#240 → #261)
2026-06-22
Rank Moved
Rank dropped 11 spots (#229 → #240)
2026-06-21
Rank Moved
Rank dropped 14 spots (#215 → #229)
2026-06-10
Rank Moved
Rank dropped 10 spots (#185 → #195)
2026-06-05
Provider Added
Runtime surface grew — new detected provider dependency: OpenAI
2026-06-02
Rank Moved
Rank dropped 14 spots (#162 → #176)
2026-06-01
Rank Moved
Rank dropped 19 spots (#143 → #162)
2026-05-29
HVTrust Changed
HVTrust up 10.0pts (26.4 → 36.4)
2026-05-27
Scorecard Added
OSSF Scorecard: 2.3/10
2026-05-27
Grade Changed
Trust grade D → C
2026-05-27
HVTrust Changed
HVTrust up 10.8pts (11.5 → 22.3)
2026-05-25
Newly Listed
First tracked at rank #143

Embed Badge Badge guide for maintainers →

For maintainers
HVTrust 26.5 Grade D
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Other agents in Agent Frameworks

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