Metal Mantra / AGENT INTELLIGENCEPublic evidence reportAUTOMATED SIGNAL. NOT CERTIFICATION.
PUBLIC REPORT / AGENT SIGNAL v0.2

openai-agents-python.

Scanned repository says: The OpenAI Agents SDK is a lightweight yet powerful framework for building multi-agent workflows. It is provider-agnostic, supporting the OpenAI Responses and Chat Completions APIs, as well as 100+ other LLMs.

Inspect GitHub source

29.9k starsMITpushed 1d ago

0community interest

Votes show community interest, not safety. They never change this score.

AUTOMATED SIGNAL80/100BBBNot security certification
START HERE

Critical findings need attention.

Critical finding · details withheld for 30 days

Inspect the findings
WHAT THIS DOES NOT ESTABLISH

Runtime safety, real-world agent capability, fitness for your use case or independent certification.

Scan scope79 / 610Partial eligible-file selection · not the entire repository
Recorded findings5Heuristic matches requiring human review
SnapshotOct 9, 2026UTC · engine 0.2.0
DNS at scan timeUnverifiedDomain control is not security certification
01 / KNOW THE REPOSITORY

What the source
actually tells us.

Structured, cited information from the scanned archive. Repository-authored claims are labeled and never treated as verified capabilities.

INSPECTED SOURCE80 / 610Partial selection
READMEReadRepository-authored information
MANIFESTS2LICENSE, pyproject.toml

Who it is for

  • Stated purpose · repository says · unreviewed

    The OpenAI Agents SDK is a lightweight yet powerful framework for building multi-agent workflows. It is provider-agnostic, supporting the OpenAI Responses and Chat Completions APIs, as well as 100+ other LLMs.

    README.md:3
  • Stated purpose · repository says · unreviewed

    Looking for the JavaScript/TypeScript version? Check out Agents SDK JS/TS.

    README.md:8

What it can do

  • Stated capability · repository says · unreviewed

    Agents: LLMs configured with instructions, tools, guardrails, and handoffs

    README.md:12
  • Stated capability · repository says · unreviewed

    Sandbox agents: Agents preconfigured to work with a container to perform work over long time horizons.

    README.md:13
  • Stated capability · repository says · unreviewed

    Realtime agents: Build powerful voice agents with gpt-realtime-2.1 and full agent features

    README.md:14

What adoption takes

  • Stated prerequisite · manifest declares · unreviewed

    Manifest declares Python >=3.10 as a requirement.

    pyproject.toml:6
  • Declared dependency · manifest declares · unreviewed

    Declares a dependency on openai.

    pyproject.toml:10
  • Declared dependency · manifest declares · unreviewed

    Declares a dependency on pydantic.

    pyproject.toml:11
  • Declared dependency · manifest declares · unreviewed

    Declares a dependency on griffelib.

    pyproject.toml:12
  • Declared dependency · manifest declares · unreviewed

    Declares a dependency on typing-extensions.

    pyproject.toml:13
  • Declared dependency · manifest declares · unreviewed

    Declares a dependency on requests.

    pyproject.toml:14
  • Declared dependency · manifest declares · unreviewed

    Declares a dependency on websockets.

    pyproject.toml:15

Limits and terms

  • Declared license · manifest declares · unreviewed

    A license or copying file is present; its terms have not been reviewed.

    LICENSE:1

Observed technical context

Python · 80 selected filesTool-calling reference · static only

These are references in selected source files, not proof that a feature works at runtime.

Observed in the scanned archive at Oct 9, 2026, 2:20 PM UTC. Archive digest sha256:c3710b94db658708…. Source links open current GitHub HEAD and may differ from the scan. Repository statements are unreviewed and do not affect the score.

02 / FINDINGS FIRST

What needs
a closer look.

Critical details are withheld publicly for the first 30 days after a scan. A matched pattern is a lead for investigation, not a confirmed vulnerability.

5 findings
CRITICAL

Critical finding · details withheld for 30 days

SEC002 · Security & privacy

Details are withheld from public view for 30 days after the scan. The owner can see them in full.

SUGGESTED ACTION

Review the private assessment and address the finding.

[location embargoed] · location unavailable
CRITICAL

Critical finding · details withheld for 30 days

SEC002 · Security & privacy

Details are withheld from public view for 30 days after the scan. The owner can see them in full.

SUGGESTED ACTION

Review the private assessment and address the finding.

[location embargoed] · location unavailable
MAJOR

Domain ownership not verified

TRUST001 · Entity trust

Metal Mantra could not confirm that the owner controls the stated domain. The domain may belong to someone else.

SUGGESTED ACTION

Verify the domain using the Metal Mantra DNS TXT challenge.

openai.com · location unavailable
MINOR

Privacy Policy link not confirmed

TRUST003 · Entity trust

No privacy policy link was found on the stated homepage. Buyers cannot see how the vendor handles their data.

SUGGESTED ACTION

Expose a clear Privacy Policy link on the official homepage.

openai.com · location unavailable
MINOR

Terms link not confirmed

TRUST004 · Entity trust

No terms link was found on the stated homepage. Buyers cannot see the conditions that apply to using the service.

SUGGESTED ACTION

Expose a clear Terms link on the official homepage.

openai.com · location unavailable
03 / EVIDENCE & LIMITS

The boundary
is part of the result.

What was scanned
79 of 610 eligible files · Partial selection.
Supported static source patterns and domain checks; no runtime execution.
What remains unknown
Unscanned files, external dependencies, production configuration, actual agent behavior and evidence beyond the configured checks.
Source location
Links open the current repository HEAD. Source may have changed since this snapshot.
Something looks wrong?
Tell us if a finding, scope or claim on this report needs a correction. Report a problem with this report
Entity trust · 15% of v0.2
Includes DNS ownership, HTTPS and policy evidence. Verification is domain control, not a security certificate.
DNS: unverifiedHTTPS: availablePrivacy: not confirmedTerms: not confirmed
04 / THE METHOD BEHIND THE NUMBER

Open the
calculation.

Each pillar starts at 100. Rule deductions reduce its score; weights determine the overall contribution.

01

Security & privacy

2 findings · 25% weight
64/10016.0 pts
02

Guardrails & loop control

0 findings · 25% weight
100/10025.0 pts
03

Schema & tooling

0 findings · 20% weight
100/10020.0 pts
04

Token & cost efficiency

0 findings · 15% weight
100/10015.0 pts
05

Entity trust

3 findings · 15% weight
25/1003.8 pts
Inspect the current standard
USER REPORTS

Did openai-agents-python work for people?

No user reports yet.

Each report is one signed-in GitHub account saying what happened. We do not verify that the account ran the agent, and reports never change the automated score or grade. For a security problem, use the disclosure page instead of a public note.

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SHARE THE EVIDENCE

A signal.
Not a seal.

Share the full report so its scope and limits travel with the score.

Metal Mantra automated signal 80/100, not certified