jev-use GitHub avatar by shitianfang

shitianfang /

Context GC & Filter

jev-use

Claude Code / Codex / pi plugin that hands agent steps needing no text output to Jev (TypeSafe's judgment model) — measured p50 ~230 ms and ~$0.02 per 1,000 judgments, with typed escalation back to the LLM

License: MITLanguage: TypeScriptLast push: 9/19/2026#context-compaction#classification-ranking#mcp-integrations

What Jev Does in this Architecture

Jev returns a structured decision for the local program; consult the source for the exact decision policy.

Key Architecture Benefit

Adds structured choices or scores to the workflow; performance and cost benefits have not been independently verified.

Review & Benchmark Note: Author and repository text is preserved where clear; missing languages are enriched automatically. Checks establish source-level Jev integration, not runtime, safety, or performance validation.
Clone Repository
git clone https://github.com/shitianfang/jev-use.git

Inspect on GitHub

Check out the upstream repository README, issues, and commit log.

shitianfang/jev-use

Architecture Category

Context GC & Filter

Context compaction, tool output pruning, and memory garbage collection.

View all in this category →

Related Projects in Context GC & Filter

Winnow repository icon by GhalebDweikat

GhalebDweikat

Winnow

17
Context GC & FilterMITPython

A context filter for Claude Code that hides irrelevant tool-output blocks and keeps the original text available for recall.

What Jev does here

Jev scores whether Read, Bash and Grep output blocks are needed; local thresholds keep relevant or uncertain blocks.

Reduces visible output while retaining a way to retrieve hidden text.

#context-compaction#coding-agents
3 evidence links
Inspect details
3,528
Context GC & FilterMITTypeScript

Prunes old tool calls and outputs for Claude Code while retaining surviving text verbatim.

What Jev does here

Separately judges whether a tool call and its full output are still needed; code keeps, truncates or drops them.

Avoids rewriting paths, commands and errors into a new summary.

#context-compaction#coding-agents
1853 evidence links
Inspect details
jev-skill-gate repository icon by ShivamPansuriya

ShivamPansuriya

jev-skill-gate

2
Context GC & FilterMITJavaScript

Ranks Claude Code skills for the current project to reduce the descriptions loaded by default.

What Jev does here

Assesses skills against the project stack, directory, and README before adjusting description visibility.

Keeps relevant descriptions while preserving manual access to other skills.

#context-compaction#coding-agents#llm-routing-cost
12 evidence links
Inspect details