Swarm by OpenAI

Educational framework exploring ergonomic, lightweight multi-agent orchestration. Managed by OpenAI Solution team.

Multi-Agent Systems Python Grade D Listed MIT
44.4/100
Rank #523 of 1204
Compare Swarm by OpenAI

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

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Listing state
Listed
Evidence coverage
Grade A · 4/5 signals
Last push
2026-04-15 · 116d ago
Recent change
Rank +1

Is Swarm by OpenAI safe? Swarm by OpenAI scores 44.4/100 (Grade D), ranked #523 of 1204 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 3.5/10; recent commits are unsigned; last pushed 2026-04-15. Every point is earned from checkable signals — never paid placement. How scoring works →

Ranked neighbours in Multi-Agent Systems

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 152 spots (#370 → #522)
2026-08-07
Provider Removed
Runtime surface shrank — no longer detected: OpenAI
2026-07-29
Rank Moved
Rank dropped 11 spots (#346 → #357)
Maintainer Checklist
Raise Scorecard signals Current OSSF Scorecard is 3.5/10. 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 116 days ago. Fresh activity helps separate stable projects from stale ones.
50.6
Activity sub-score · out of 100
#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 2026-08-09 20:01 UTC · Repo last pushed 116 days ago

Activity & Reach

Stars
21.9k
Forks
2.3k
Last Push
2026-04-15
116 days ago
Commits (4 wk)
0
Downloads (7d)
297
pypi
HN mentions (30d)
2
Open Issues
27
Rank Change
▼1
was #522

Analysis

HVTrust Dimensions vs Multi-Agent Systems

44.4 / 100 · 100.0% confidence

Swarm by OpenAI Multi-Agent Systems average (32 agents)

Safety / Integrity50% OSSF Scorecard · 30% provenance · 20% signed commits
4.4 / 25
2.4 below avg 6.8
Identity / Provenance60% listing status · 40% build provenance
10.8 / 18
in line with avg 11.2
Transparency50% declared license · 50% OSSF Scorecard
11.5 / 17
in line with avg 11.2
Maintenance60% last-push freshness · 40% commit activity
4.3 / 20
8.6 below avg 12.9
AdoptionLog-scaled stars · package downloads
13.7 / 20
3.6 above avg 10.1

Activity Inputs

50.6 / 100
StarsRepository reach
26.0 / 30
FreshnessLast push recency
8.9 / 25
ActivityRecent commits
0.0 / 25
CommunityFork signal
15.7 / 20

Supply Chain Trust

Package Provenance
None
No package attestations found
OSSF Scorecard
3.5 / 10
OpenSSF Scorecard · scanned Aug 9, 2026
Signed Commits
Unable to query
Binary-Artifacts 10
Branch-Protection 0
CI-Tests 0
CII-Best-Practices 0
Code-Review 2
Contributors 3
Dangerous-Workflow -1
Dependency-Update-Tool 0
Fuzzing 0
License 10
Maintained 0
Packaging -1
Pinned-Dependencies -1
SAST 0
Security-Policy 10
Signed-Releases -1
Token-Permissions -1
Vulnerabilities 10

Is Swarm by OpenAI safe?

Public trust evidence for Swarm by OpenAI 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 Swarm by OpenAI publish package provenance?
No published build provenance is currently detected for Swarm by OpenAI. This is common for open-source projects but means consumers cannot independently verify that the package on the registry matches the GitHub source.
Does Swarm by OpenAI have an OpenSSF Scorecard?
Swarm by OpenAI has an OpenSSF Scorecard score of 3.5/10. 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 Swarm by OpenAI actively maintained?
Slowing down. Last push was 116 days ago — keep an eye on whether activity resumes.
What license does Swarm by OpenAI use?
Swarm by OpenAI ships under MIT. 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.

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
medium confidence
1 detected
Public provider/service dependencies detected.
Credential signal: No explicit API-key/config marker detected.
Tool / Plugin Surface
medium confidence
1 tags
Broad capability areas detected.
  • 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 Swarm by OpenAI'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.

2026-08-07
Provider Removed
Runtime surface shrank — no longer detected: OpenAI
2026-07-14
Activity Went Stale
No commits for 90 days
2026-06-05
Provider Added
Runtime surface grew — new detected provider dependencies: OpenAI, Qdrant

Maintain Swarm by OpenAI?

For maintainers

HVTrust scores Swarm by OpenAI 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 11HVTrust 3Grade 2Listed 1Scorecard 1Surface 1Stale 1Surface 1
2026-08-08
Rank Moved
Rank dropped 152 spots (#370 → #522)
2026-08-07
Provider Removed
Runtime surface shrank — no longer detected: OpenAI
2026-07-29
Rank Moved
Rank dropped 11 spots (#346 → #357)
2026-07-15
Rank Moved
Rank dropped 24 spots (#310 → #334)
2026-07-14
Activity Went Stale
No commits for 90 days
2026-07-14
Rank Moved
Rank dropped 17 spots (#293 → #310)
2026-07-13
Rank Moved
Rank dropped 36 spots (#257 → #293)
2026-06-24
Rank Moved
Rank dropped 34 spots (#212 → #246)
2026-06-23
Rank Moved
Rank dropped 16 spots (#196 → #212)
2026-06-21
Rank Moved
Rank dropped 10 spots (#177 → #187)
2026-06-20
Grade Changed
Trust grade C → D
2026-06-20
Rank Moved
Rank dropped 11 spots (#166 → #177)
2026-06-20
HVTrust Changed
HVTrust down 3.7pts (51.7 → 48.0)
2026-06-18
Rank Moved
Rank dropped 13 spots (#147 → #160)
2026-06-05
Provider Added
Runtime surface grew — new detected provider dependencies: OpenAI, Qdrant
2026-06-01
Rank Moved
Rank dropped 17 spots (#107 → #124)
2026-05-29
HVTrust Changed
HVTrust up 10.0pts (41.1 → 51.1)
2026-05-27
Scorecard Added
OSSF Scorecard: 3.5/10
2026-05-27
Grade Changed
Trust grade D → B
2026-05-27
HVTrust Changed
HVTrust up 16.8pts (26.7 → 43.5)
2026-05-25
Newly Listed
First tracked at rank #107

Embed Badge Badge guide for maintainers →

For maintainers
HVTrust 44.4 Grade D
Markdown:
[![HVTrust](https://hvtracker.net/badge/swarm-by-openai.svg)](https://hvtracker.net/agents/swarm-by-openai)
HTML:
<a href="https://hvtracker.net/agents/swarm-by-openai"><img src="https://hvtracker.net/badge/swarm-by-openai.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