Metal Mantra / AGENT INTELLIGENCEPublic evidence reportAUTOMATED SIGNAL. NOT CERTIFICATION.
PUBLIC REPORT · ADDED BY METAL MANTRA / AGENT SIGNAL v0.2

openmaic.

Automated source and domain checks for thu-maic/openmaic.

Metal Mantra scanned this public repository on its own initiative; the maintainer did not submit it. Maintainers: scan the repository yourself to take this report over, or contact us.

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40.4k starsMITpushed today

0community interest

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

AUTOMATED SIGNAL63/100CCCNot security certification
START HERE

Review findings need attention.

LLM request without token ceiling

Inspect the findings
WHAT THIS DOES NOT ESTABLISH

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

Scan scope200 / 1859Partial eligible-file selection · not the entire repository
Recorded findings14Heuristic matches requiring human review
SnapshotOct 12, 2026UTC · engine 0.4.0
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 SOURCE200 / 1859Partial selection
READMEReadRepository-authored information
MANIFESTS2LICENSE, package.json

Who it is for

  • Stated use case · repository says · unreviewed

    "Teach me Python from scratch in 30 min"

    README.md:884

What it can do

No explicit capability or integration was extracted; that does not mean none exists.

What adoption takes

  • Stated prerequisite · repository says · unreviewed

    PostgreSQL 16 — courses are stored on the server. For local development

    README.md:92
  • Declared dependency · manifest declares · unreviewed

    Declares a dependency on @langchain/core.

    package.json:73
  • Stated prerequisite · repository says · unreviewed

    pnpm db:up starts one in Docker for you.

    README.md:93
  • Declared dependency · manifest declares · unreviewed

    Declares a dependency on @modelcontextprotocol/sdk.

    package.json:75
  • Stated prerequisite · manifest declares · unreviewed

    Manifest declares Node.js >=22.19.0 as a requirement.

    package.json:7
  • Declared dependency · manifest declares · unreviewed

    Declares a dependency on openai.

    package.json:126
  • Declared dependency · manifest declares · unreviewed

    Declares a dependency on ai.

    package.json:93
  • Declared dependency · manifest declares · unreviewed

    Declares a dependency on zod.

    package.json:171
  • Declared dependency · manifest declares · unreviewed

    Declares a dependency on @ai-sdk/amazon-bedrock.

    package.json:40

Limits and terms

  • Declared license · manifest declares · unreviewed

    Manifest declares MIT as its license.

    package.json:5

Observed technical context

TypeScript · 200 selected filesModel API reference · static onlyTool-calling reference · static only

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

Read from commit 7ca6077 at Oct 12, 2026, 4:51 AM UTC. Source links open that exact commit. 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.

Dependencies: 13 exact runtime versions from package.json checked against OSV.dev on Oct 12, 2026; 5 with known advisories. Reachability is not checked.

14 findings
MAJOR

LLM request without token ceiling

REL001 · Guardrails & loop control

A model request does not set a maximum output length. One unusual input can produce a very long, expensive response.

SUGGESTED ACTION

Set max_tokens or the provider's equivalent on each model call.

lib/ai/llm.ts:399
MAJOR

LLM request without token ceiling

REL001 · Guardrails & loop control

A model request does not set a maximum output length. One unusual input can produce a very long, expensive response.

SUGGESTED ACTION

Set max_tokens or the provider's equivalent on each model call.

lib/ai/llm.ts:907
MAJOR

LLM output without runtime schema

SCH001 · Schema & tooling

Model output is used without being checked against a schema. Unexpected or malformed output can break later steps or be trusted when it should not be.

SUGGESTED ACTION

Validate model output with Zod, JSON Schema, Pydantic or provider structured output.

lib/ai/llm.ts:399
MAJOR

LLM output without runtime schema

SCH001 · Schema & tooling

Model output is used without being checked against a schema. Unexpected or malformed output can break later steps or be trusted when it should not be.

SUGGESTED ACTION

Validate model output with Zod, JSON Schema, Pydantic or provider structured output.

lib/ai/llm.ts:907
MAJOR

Model call without fallback

EFF001 · Token & cost efficiency

A model call has no visible fallback. If the provider fails or is rate limited, the whole agent fails with it.

SUGGESTED ACTION

Configure a secondary model or explicit fallback path for provider failures.

lib/ai/llm.ts:399
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.

[domain not provided] · location unavailable
MAJOR

HTTPS not confirmed

TRUST002 · Entity trust

The stated website could not be reached over HTTPS, so Metal Mantra could not confirm it is a secure, working site.

SUGGESTED ACTION

Make the official website reachable over HTTPS for verification.

[domain not provided] · location unavailable
MAJOR

Dependency with a high-severity advisory

DEP001 · Security & privacy

js-yaml 4.3.0 (npm) has known advisories: GHSA-2883-xcg3-v3hh, GHSA-5p4m-2wfm-xmqj (highest severity high). js-yaml: maxTotalMergeKeys does not limit CPU use for empty merge sources

SUGGESTED ACTION

Upgrade to a fixed version listed in the advisory and regenerate the lockfile.

package.json:112
MAJOR

Dependency with a high-severity advisory

DEP001 · Security & privacy

sharp 0.35.4 (npm) has a known advisory: GHSA-wq5f-xc86-pv6w (highest severity high). sharp : Vulnerability in librsvg dependency CVE-2026-96889

SUGGESTED ACTION

Upgrade to a fixed version listed in the advisory and regenerate the lockfile.

package.json:154
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.

[domain not provided] · 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.

[domain not provided] · location unavailable
MINOR

Dependency with a known advisory

DEP002 · Security & privacy

next 16.3.3 (npm) has known advisories: GHSA-39w2-rjm5-chcv, GHSA-3w37-wq28-93x7, GHSA-4jqv-mc3x-m676, GHSA-cjq9-62q9-8jv4, GHSA-f87g-xv8r-7p7x (highest severity moderate). Next.js: Pending `use cache` fill can leak Draft Mode content into regular responses and persisted pages

SUGGESTED ACTION

Upgrade to a fixed version listed in the advisory and regenerate the lockfile.

package.json:124
MINOR

Dependency with a known advisory

DEP002 · Security & privacy

sanitize-html 2.17.0 (npm) has known advisories: GHSA-g8qq-57p8-ggw5, GHSA-jxwj-j7wr-gfrw, GHSA-vccv-cmxp-4j9h (highest severity moderate). ApostropheCMS: Stored XSS via SVG SMIL URI-list scheme-policy bypass

SUGGESTED ACTION

Upgrade to a fixed version listed in the advisory and regenerate the lockfile.

package.json:152
MINOR

Dependency with a known advisory

DEP002 · Security & privacy

undici 7.29.0 (npm) has known advisories: GHSA-2gqq-gqf2-x968, GHSA-2jfj-6hjv-fm6j, GHSA-3wwx-pv8p-q78v, GHSA-3xpg-4rpp-hhhm, GHSA-8436-99hf-9mmv (highest severity moderate). undici vulnerable to cross-user cookie disclosure via Set-Cookie caching in shared caches

SUGGESTED ACTION

Upgrade to a fixed version listed in the advisory and regenerate the lockfile.

package.json:167
03 / EVIDENCE & LIMITS

The boundary
is part of the result.

What was scanned
200 of 1859 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: not confirmedPrivacy: 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

5 findings · 25% weight
68/10017.0 pts
02

Guardrails & loop control

2 findings · 25% weight
76/10019.0 pts
03

Schema & tooling

2 findings · 20% weight
68/10013.6 pts
04

Token & cost efficiency

1 findings · 15% weight
86/10012.9 pts
05

Entity trust

4 findings · 15% weight
0/1000.0 pts
Inspect the current standard
USER REPORTS

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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 63/100, not certified