# The Beit El Team - Bizscore

- **Event:** [Meta Global AI Developer Hackathon](https://cerebralvalley.ai/e/meta-ai-developer-hackathon)
- **When:** Oct 26, 12:00 PM – Nov 4, 9:00 PM (EST)
- **Where:** Online
- **Team:** [Joshua Ofomaja](https://cerebralvalley.ai/u/jeofomaja)
- **GitHub:** https://github.com/jeofomaja/Bizscore
- **Demo video:** https://youtu.be/0eL9aTTZaAk
- **Gallery:** https://cerebralvalley.ai/e/meta-ai-developer-hackathon/hackathon/gallery
- **Page:** https://cerebralvalley.ai/e/meta-ai-developer-hackathon/hackathon/gallery/3568

As autonomous software agents begin executing commerce, procurement, and daily execution tasks, they need a dedicated, machine-readable trust layer. Traditional review sites (e.g., Trustpilot, G2) cater strictly to human consumers evaluating subjective feelings, telling agents nothing about API uptime, latency, or schema drift. Conversely, technical monitoring tools tell agents nothing about human customer satisfaction.

Bizscore unifies both onto a single platform:

Dual Reputation Surfaces: Evaluates verified human recommendation ratios ("9 out of 10 recommend") alongside machine-to-machine (M2M) telemetry (P99 API latency, webhook success rates), combined into a Bayesian-weighted Blended TrustScore.

Delegated Proxy Reviews: Allows personal AI assistants to interview their human owners via voice or chat, synthesize the feedback into structured reviews, and submit them authenticated via RFC-8693 delegation.

Model Context Protocol (MCP) Server: Implements standard stdio CLI and HTTP JSON-RPC 2.0 endpoints exposing vendor verification tools, audit logging, and trust resources directly into external agent runtimes.

Zero-Trust Security Shield: Protects agents and businesses against indirect prompt injection, wash-auditing rings (via Proof of Economic Value), and client-side latency spoofing (via Interquartile Range trimmed-mean filtering).

## More from Meta Global AI Developer Hackathon

- [whynot](https://cerebralvalley.ai/e/meta-ai-developer-hackathon/hackathon/gallery/3565)
- [FieldProof](https://cerebralvalley.ai/e/meta-ai-developer-hackathon/hackathon/gallery/3566)
- [Tren-Tren](https://cerebralvalley.ai/e/meta-ai-developer-hackathon/hackathon/gallery/3567)
- [Seeyable](https://cerebralvalley.ai/e/meta-ai-developer-hackathon/hackathon/gallery/3569)
- [orbeenga apine](https://cerebralvalley.ai/e/meta-ai-developer-hackathon/hackathon/gallery/3570)
- [Keeper](https://cerebralvalley.ai/e/meta-ai-developer-hackathon/hackathon/gallery/3571)

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Markdown version of https://cerebralvalley.ai/e/meta-ai-developer-hackathon/hackathon/gallery/3568. Site index for agents: https://cerebralvalley.ai/llms.txt · full text: https://cerebralvalley.ai/llms-full.txt