MassGen

🚀 MassGen is an open-source multi-agent scaling system that runs in your terminal, autonomously orchestrating frontier models and agents to collaborate, reason, and produce high-quality results. | Join us on Discord: discord.massgen.ai

Multi-Agent Systems Python Listed NOASSERTION

Is MassGen safe? Thin or incomplete trust evidence. Review carefully before production use.

OSSF Scorecard No result
Provenance None
Signed commits 15%
Last push 131d ago
Compare MassGen
Suggest a correction

In detail: MassGen scores 19.7/100 (Grade D), ranked #1375 of 1378 tracked open-source AI agent projects, on evidence coverage C (2 of 5 independent signal types). The public evidence: no package-provenance attestation found; no OSSF Scorecard result yet; 15% of recent commits are signed; last pushed 2026-06-12. Every point is earned from checkable signals — never paid placement. How scoring works →

How MassGen could raise its score

Each line changes one public signal and recomputes with the live scoring function. The gains don't add up exactly, because the score is capped near the top.

Chain of custody

Scanners check what the code says. This traces who ships MassGen and whether that has changed: from the source repository, through how changes are reviewed and released, to the package you install. These are the checks for OWASP ASI04 Agentic Supply Chain Vulnerabilities.

  1. Source Partly signed

    github.com/massgen/MassGen, NOASSERTION, last pushed 2026-06-12. 15% of the last 100 commits carry a verified signature; the rest can't be tied to a verified identity.

  2. Review and release Not checked

    No OpenSSF Scorecard result yet, so branch protection, code review and release signing are unverified.

  3. Published packages Not linked

    • PyPI massgen Source link points to this repo's current name No build attestation

    Without a build attestation, nothing proves the published files were built from this repository.

Changes to this chain

  • 2026-10-02 Provenance drift warning cleared (now: unknown)

Evidence behind this score

Coverage C: 2 of 5 independent evidence types found.

  • GitHub repository data
  • Package downloads
  • Supply-chain checks (missing)
  • Public actions (missing)
  • Community mentions (missing)

Verify this score yourself

Every build re-issues MassGen’s score as an Ed25519-signed credential, valid for 7 days. You can check it offline against HVTracker’s published key; if anyone changes a number after signing, verification fails.

What this score doesn’t check

It covers who ships the code, not what the code does. It doesn’t read tool descriptions or prompts for injected instructions, watch runtime behaviour, or find bugs nobody has disclosed yet. For that, run a content scanner before you connect it, such as Cisco MCP Scanner or Snyk Agent Scan.

How MassGen compares in Multi-Agent Systems

  1. #39 KaibanJS 31.2 +11.5
  2. #40 WorldSeed 29.8 +10.1
  3. #41 ChatArena 29.2 +9.5
  4. #42 SwarmZero 26.4 +6.7
  5. #43 MassGen 19.7 this agent

Bars show each HVTrust score; the tick marks MassGen’s 19.7.

Where the 19.7 comes from

HVTrust dimensions vs the Multi-Agent Systems average

19.7 / 100 · 67.0% confidence

MassGen Multi-Agent Systems average (43 agents)

Safety / Integrity50% OSSF Scorecard · 30% provenance · 20% signed commits
0.8 / 25
8.0 below avg 8.8
Identity / Provenance60% listing status · 40% build provenance
10.8 / 18
0.5 below avg 11.3
Transparency50% declared license · 50% OSSF Scorecard
8.5 / 17
3.7 below avg 12.2
Maintenance60% last-push freshness · 40% commit activity
3.3 / 20
9.8 below avg 13.1
AdoptionLog-scaled stars · package downloads
10.0 / 20
in line with avg 10.2

Quick Trust Read

What Would Improve It
Add or improve OSSF Scorecard coverage so safety checks are easier to verify.
Recent Changes
2026-10-09
Rank Moved
Rank dropped 25 spots (#1341 → #1366)
2026-10-02
Drift Warning Cleared
Provenance drift warning cleared (now: unknown)
2026-10-02
HVTrust Changed
HVTrust up 5.3pts (15.2 → 20.5)
Maintainer Checklist
Add Scorecard coverage Expose the repository to OpenSSF Scorecard checks so supply-chain posture is easier to verify.
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 131 days ago. Fresh activity helps separate stable projects from stale ones.
35.6
Activity sub-score · out of 100
#43

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 2026-10-21 20:07 UTC · Repo last pushed 131 days ago

Rank Trend

2026-09-29 2026-10-21

Activity & Reach

Stars
1.1k
Forks
180
Last Push
2026-06-12
131 days ago
Commits (4 wk)
0
Downloads (7d)
91
pypi
HN mentions (30d)
—
Open Issues
0
Rank Change
=
was #1375

Analysis

Activity Inputs

35.6 / 100
StarsRepository reach
18.3 / 30
FreshnessLast push recency
6.8 / 25
ActivityRecent commits
0.0 / 25
CommunityFork signal
10.5 / 20

Common questions about MassGen

Public trust evidence for MassGen 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 MassGen publish package provenance?
No published build provenance is currently detected for MassGen. This is common for open-source projects but means consumers cannot independently verify that the package on the registry matches the GitHub source.
Does MassGen have an OpenSSF Scorecard?
No OpenSSF Scorecard data is currently published for MassGen. 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 MassGen actively maintained?
Slowing down. Last push was 131 days ago — keep an eye on whether activity resumes.
What license does MassGen use?
MassGen ships under NOASSERTION. A declared, OSI-approved license is one of the transparency signals HVTrust scores.
Are MassGen's commits signed?
15% of the last 100 commits to MassGen 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
MassGen appears to expose MCP server capabilities.
Detailed evidence is not shown in the public view.
External Service Dependencies
high confidence
10 detected
Public provider/service dependencies detected.
Credential signal: API keys or service config markers documented.
Tool / Plugin Surface
high confidence
2 tags
Broad capability areas detected.
  • code
  • database
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 MassGen'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.

2026-10-02
Drift Warning Cleared
Provenance drift warning cleared (now: unknown)
2026-09-10
Activity Went Stale
No commits for 90 days

Maintain MassGen?

For maintainers

HVTrust scores MassGen 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 13Listed 1Stale 1HVTrust 1Drift 1
2026-10-09
Rank Moved
Rank dropped 25 spots (#1341 → #1366)
2026-10-02
Drift Warning Cleared
Provenance drift warning cleared (now: unknown)
2026-10-02
HVTrust Changed
HVTrust up 5.3pts (15.2 → 20.5)
2026-09-23
Rank Moved
Rank dropped 76 spots (#1248 → #1324)
2026-09-22
Rank Moved
Rank dropped 808 spots (#440 → #1248)
2026-09-21
Rank Moved
Rank rose 886 spots (#1326 → #440)
2026-09-10
Activity Went Stale
No commits for 90 days
2026-09-02
Rank Moved
Rank dropped 13 spots (#1287 → #1300)
2026-08-30
Rank Moved
Rank dropped 12 spots (#1260 → #1272)
2026-08-29
Rank Moved
Rank dropped 17 spots (#1243 → #1260)
2026-08-26
Rank Moved
Rank dropped 34 spots (#1191 → #1225)
2026-08-16
Rank Moved
Rank dropped 25 spots (#1155 → #1180)
2026-08-10
Rank Moved
Rank dropped 67 spots (#1077 → #1144)
2026-08-08
Rank Moved
Rank dropped 575 spots (#501 → #1076)
2026-08-06
Rank Moved
Rank dropped 34 spots (#459 → #493)
2026-08-03
Rank Moved
Rank dropped 19 spots (#440 → #459)
2026-07-28
Newly Listed
First tracked at rank #436

Embed Badge Badge guide for maintainers →

For maintainers
HVTrust 19.7 Grade D
Markdown:
[![HVTrust](https://hvtracker.net/badge/massgen.svg)](https://hvtracker.net/agents/massgen)
HTML:
<a href="https://hvtracker.net/agents/massgen"><img src="https://hvtracker.net/badge/massgen.svg" alt="HVTrust"></a>

Other agents in Multi-Agent Systems

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 v4.4 · Raw JSON