SwarmZero

SwarmZero's SDK for building AI agents, swarms of agents and much more.

Multi-Agent Systems Python Grade D Listed Apache-2.0
Compare → Suggest correction
Listing state
Listed
HVTrust
34.6/100 · Grade D
Evidence coverage
Grade A · 4/5 signals
Last push
2025-08-06 · 339d ago
Recent change
No recent signal change

Is SwarmZero safe? SwarmZero scores 34.6/100 (Grade D), ranked #308 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 2.8/10; 63% of recent commits are signed; last pushed 2025-08-06. 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.
34.6/100 · Grade D
Strongest Signal
Transparency
10.9/17
Weakest Signal
Maintenance
0/20
What Would Improve It
Publish package provenance or release attestations for stronger supply-chain evidence.
Recent Changes
2026-06-24
Rank Moved
Rank dropped 35 spots (#267 → #302)
2026-06-23
Rank Moved
Rank dropped 23 spots (#244 → #267)
2026-06-22
Rank Moved
Rank dropped 10 spots (#234 → #244)
Maintainer Checklist
Raise Scorecard signals Current OSSF Scorecard is 2.8/10. 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 339 days ago. Fresh activity helps separate stable projects from stale ones.
22.5
Activity Score · out of 100
34.6
HVTrust Score · out of 100
#308
Global Rank · of 328
#18

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 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 339 days ago — may be stale

Rank Trend

2026-07-05 2026-07-11

Activity & Reach

Stars
273
Forks
50
Last Push
2025-08-06
339 days ago
Commits (4 wk)
0
Downloads (7d)
5
pypi
HN mentions (30d)
0
Open Issues
0
Rank Change
=
was #308

Analysis

HVTrust Dimensions

34.6 / 100 · 100.0% confidence
Safety / IntegrityOSSF, provenance, signatures
6.6 / 25
Identity / ProvenanceListing and build link
10.8 / 18
TransparencyLicense and public checks
10.9 / 17
MaintenanceFreshness and commits
0.0 / 20
AdoptionStars and downloads
6.9 / 20

Activity Inputs

22.5 / 100
StarsRepository reach
14.6 / 30
FreshnessLast push recency
0.0 / 25
ActivityRecent commits
0.0 / 25
CommunityFork signal
7.9 / 20

Supply Chain Trust

Package Provenance
None
No package attestations found
OSSF Scorecard
2.8 / 10
OpenSSF Scorecard · scanned Jul 10, 2026
Signed Commits
63%
of last 100 commits verified
Binary-Artifacts 10
Branch-Protection 3
CI-Tests 7
CII-Best-Practices 0
Code-Review 3
Contributors 0
Dangerous-Workflow 10
Dependency-Update-Tool 0
Fuzzing 0
License 10
Maintained 0
Packaging -1
Pinned-Dependencies 0
SAST 0
Security-Policy 0
Signed-Releases -1
Token-Permissions 0
Vulnerabilities 0

Is SwarmZero safe?

Public trust evidence for SwarmZero 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 SwarmZero publish package provenance?
No published build provenance is currently detected for SwarmZero. This is common for open-source projects but means consumers cannot independently verify that the package on the registry matches the GitHub source.
Does SwarmZero have an OpenSSF Scorecard?
SwarmZero has an OpenSSF Scorecard score of 2.8/10. 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 SwarmZero actively maintained?
Stale. The repository has not been pushed to in 339 days. Consider whether the project is still being maintained.
What license does SwarmZero use?
SwarmZero ships under Apache-2.0. A declared, OSI-approved license is one of the transparency signals HVTrust scores.
Are SwarmZero's commits signed?
62% of the last 100 commits to SwarmZero 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 Multi-Agent Systems

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
8 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
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
How this surface has changed

Detected changes to SwarmZero'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 dependencies: Amazon Bedrock, Anthropic, Azure OpenAI, Google Gemini, OpenAI, Pinecone, Postgres, Redis

Maintain SwarmZero?

HVTrust scores SwarmZero 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 7Listed 1HVTrust 1Grade 1Scorecard 1Surface 1
2026-06-24
Rank Moved
Rank dropped 35 spots (#267 → #302)
2026-06-23
Rank Moved
Rank dropped 23 spots (#244 → #267)
2026-06-22
Rank Moved
Rank dropped 10 spots (#234 → #244)
2026-06-21
Rank Moved
Rank dropped 15 spots (#219 → #234)
2026-06-05
Provider Added
Runtime surface grew — new detected provider dependencies: Amazon Bedrock, Anthropic, Azure OpenAI, Google Gemini, OpenAI, Pinecone, Postgres, Redis
2026-06-02
Rank Moved
Rank dropped 19 spots (#166 → #185)
2026-06-01
Rank Moved
Rank dropped 19 spots (#147 → #166)
2026-05-29
Rank Moved
Rank dropped 19 spots (#125 → #144)
2026-05-27
Scorecard Added
OSSF Scorecard: 2.9/10
2026-05-27
Grade Changed
Trust grade D → B
2026-05-27
HVTrust Changed
HVTrust up 26.7pts (9.9 → 36.6)
2026-05-25
Newly Listed
First tracked at rank #169

Embed Badge Badge guide for maintainers →

HVTrust 34.6 Grade D
Markdown:
[![HVTrust](https://hvtracker.net/badge/swarmzero.svg)](https://hvtracker.net/agents/swarmzero)
HTML:
<a href="https://hvtracker.net/agents/swarmzero"><img src="https://hvtracker.net/badge/swarmzero.svg" alt="HVTrust"></a>

Other agents in Multi-Agent Systems

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