deterministic-scoring

Community-driven behavioral reliability benchmark for LLMs. 231 probes across 19 modules, deterministic scoring, perplexity correlation, layer sensitivity mapping, quant method capture, hardware-stratified community rankings. Every test contributes to the community dataset.

Seryvon is an open-source web visibility audit tool. Deterministic, transparent scoring across SEO, GEO, GSO, AEO and ASO. BYOK, self-hosted. Open core. Published by Powehi

Transparent, deterministic financial decision-readiness demonstration.

Financial Reliability Intelligence Engine (FRIE) is an India-centric financial reliability prototype with deterministic six-dimension scoring, separate loan and insurance profiles, transparent data coverage, and a React and FastAPI application for human decision support.

Deterministic five-pillar fundamental analysis engine for Indian NIFTY 500 stocks. Explicit weights, explicit cuts, no black-box scoring.

AI agent skill for shareable personality quizzes, deterministic scoring, role-matching games, result cards, and playable quiz websites.

Deterministic factual-consistency benchmark for clinical note generation

Local-first Python job ingestion, deterministic requirement analysis, configurable relevance scoring, and a FastAPI dashboard.

Hosted multi-tenant mortgage refinance intelligence app with deterministic scoring, rate tracking, authentication, billing, alerts, and AI-generated explanations.

SignalScout AI - Why-Now Deal Intelligence Agent. Bright Data Web Data UNLOCKED hackathon submission.

MCP server wrapping the PROTEUS resume-matching pipeline — deterministic scoring, gap analysis, rewrites, and cover letters from a single JD + resume pair

Deterministic remote-job decision support MVP focused on transparent scoring and human-reviewed workflows.

Deterministic validation capsule for agent evaluation pipelines. Strict correctness checks, reproducible scoring, capsule-level reasoning validation.

Langflow interviewer for first-pass screening of startup accelerator applications: 7 nodes, code-driven interview loop, deterministic R1-R5 verdict, market check via web search

Reads multi-source account signals (email, product events, support tickets) and turns them into account-health scores: deterministic engagement math plus LLM-written narratives. Zero configuration.