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jev-scout

AkashPriyadarshii/jev-scout · Homepage

Zero-hallucination repo and crate scout powered by TypeSafe Jev.

Scoring & Ranking1.00Runner-up: Classification & RoutingScorecard
Automated README summary

Automatically summarized from the README on 8 Oct 2026; not a run by jevbooks. Run instructions and author-reported outcomes still need verification.

What it is

A Rust CLI and stdio MCP server that finds open-source repositories and crates from natural-language queries, for developers and autonomous coding agents. It grounds results in live GitHub and crates.io metadata instead of generating text.

How it uses Jev

After fetching candidates, jev-scout sends one speculative fan-out call to the TypeSafe systemone endpoint. Jev scores architectural fit, estimates maintenance freshness, and picks the best match. Results are ranked by score times confidence and rendered as terminal cards or JSON.

Primitives:choicescorenoul

Technique worth stealing

Decouple discovery from decision: ground candidates in real registry metadata, then let one typed Jev fan-out call rank them.

Try it

cargo install jev-scout, export TYPESAFE_API_KEY, then run jev-scout "fast sqlite tui in rust".

View on GitHub

Start using Jev: API key and your first request →

Model judgments from README excerpts

Project signals use repository metadata, an existing summary and the first 700 README characters, not the full project. “Not found” means not detected in that material; it does not establish absence. These are the original judgments with recorded models and dates, not source audits or run results.

Models & evaluation dates

Inclusion gate
jev-1.13.0
Project signals
jev-1.13.0
Category
jev-1.13.0
Pattern tags
jev-1.13.0

Evidence

These signals use repository metadata, an existing summary and at most 700 cleaned README characters. ≥ 0.60 means reported in that excerpt; ≤ 0.40 means not found there. The middle band is inconclusive. None is a source-code audit or a test result. The runnable-tool question excludes research experiments; the recommendation question asks for a learning shortlist, not a quality verdict.

  • Jev is core to the projectFound in material0.81
  • Shows a System One patternunclear0.50
  • Describes handling uncertaintynot found in the excerpt0.06
  • Reports measured numbersnot found in the excerpt0.15
  • Is a runnable toolFound in material0.90
  • Top-10 learning shortlist signalnot found in the excerpt0.19
  • Is a replica of the modelnot found in the excerpt0.15
  • Solves a common problem (0–2)score on a 0–2 scale1.22 / 2
  • About JevFound in material0.95
Signals
Jev is core to the project0.81Shows a System One pattern0.50Describes handling uncertainty0.06Reports measured numbers0.15Is a runnable tool0.90Top-10 learning shortlist signal0.19Is a replica of the model0.1500.51Solves a common problem (0–2)1.22 / 2012

no-judgment band (0.40–0.60)

Design patterns
Scorecard0.83Questionnaire0.51Funnel0.4800.51

no-judgment band (0.40–0.60)

The Jev model and date for each judgment stage are listed above. Card written by DeepSeek V4.1 Flash from the README on 8 Oct 2026.