LightRSI: [EMNLP 2026] LightRSI is a modular runtime for lightly deploying recursive self-improvement loops

by zjunlp · Codex Skill · ★ 82

Last updated: · Indexed by AgentSkillsHub · Auto-synced every 8h

How to install LightRSI

git clone https://github.com/zjunlp/LightRSI.git

Taken from the project's README on GitHub.

Security audit verdict: SAFE · quality 63/100

None of the 42 rules matched — no credential harvesting, no data exfiltration, no curl-pipe-shell installer. Scanned against 42 published rules built on the SlowMist agent-security taxonomy, refreshed every 8 hours.

The quality score combines nine heuristic checks of the repo and its README: completeness, clarity, specificity, examples, structure, agent readiness, step-by-step content, instruction quality and security notes. It rates how well the project explains itself to an agent, not the code.

ai-agentclaude-codecodexcost-efficientlarge-language-modelslightmemlightmem2lightrsilong-horizon-agentsmemory

Quick Facts

Stars82
Forks15
LanguageTypeScript
CategoryCodex Skill
LicenseMIT
Quality Score63/100
Last Updated2026-10-03
Created2026-05-21
Platformsclaude-code, codex, node
Est. Tokens~19k

About LightRSI

A modular runtime for recursive improvement in long-running LLM agents 🛠️ Products Context Cleaner Context Cleaner is available, with the same plan, approval, status, and cancellation model across hosts. In Codex, opens the host-rendered task selector; the direct terminal equivalent is . Analysis is read-only until you confirm a selection, and protected tasks cannot be selected.

Compatible Skills

These tools work well together with LightRSI for enhanced workflows:

  • local-cocoa — semantic(0.25)+complementary+same_lang+similar_pop+shared_platform (59%)
  • promptdesk — semantic(0.20)+complementary+same_lang+similar_pop+shared_platform (57%)

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How this security grade is produced

Grades come from a rule-based scan built on the SlowMist agent-security taxonomy: 42 published rules, covering credential harvesting, data exfiltration, curl | sh installers and more. It is a first-layer scan, not a manual audit — we say so rather than overstate it.

The scale of the problem is documented independently: Liu et al. (2026), in a study of 31,132 agent skills, report that 26.1% contain security vulnerabilities. Our own full-catalog census is published as a citable open dataset.

Sources & who's responsible:

View on GitHub → Browse Codex Skill tools