Security

ByteRay AI

Hunt zero-days by talking to binaries. 40+ tools. Hosted, OAuth + SSO, invite: hi@byteray.ai

Source ReviewedMCP Rank ReviewedLow confidencehigh riskclaudecursorcodex

Unranked score draft

Install + docs60
Maintenance56
Auth handling40
Client compatibility58
Real usefulness61
Safety signals38

Evidence history

Review snapshots show why the current score, confidence, and risk labels changed over time.

This review depth is not eligible for MCP Rank leaderboards until a Deep Review is complete.

seed review
DateChangeScoreConfidenceRisk
May 19, 2026
Initial MCP Rank review captured from the curated seed dataset.

MCP Rank completed a source review on 2026-05-19 using official registry metadata, reachable source links, and repository/API metadata where available.

seed snapshot · reviewed

53lowhigh

Evidence notes

MCP Rank completed a source review on 2026-05-19 using official registry metadata, reachable source links, and repository/API metadata where available.
The registry row lists a hosted endpoint and describes binary vulnerability analysis with OAuth/SSO.
No public repository or package source was available in the indexed metadata.
No repository URL was available in the indexed metadata, so confidence is capped until maintainer/source provenance is verified.
A concrete provider endpoint or docs URL is available for rollout validation.

Best-fit use cases

Teams considering ByteRay AI can now see a source-reviewed, evidence-linked listing instead of an indexed-only row.

Useful as a candidate for deeper review, maintainer claim, or comparison content.

Risk analysis

Current risk level is high based on category, source metadata, and exposed capability surface.

Open issue count was not available from public source metadata at review time.

Confidence remains bounded by available public source links until install testing and maintainer verification are complete.

Use-case examples

Evaluate ByteRay AI source links before install.
Compare ByteRay AI risk and confidence against reviewed alternatives.
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