searchbox: Airgapped closed-corpus QA loop: a self-hosted Qwen3.6 agent explores a .zip dataroom under a token budget

by hanxiao · Agent Tool · ★ 52

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How to install searchbox

docker pull ghcr.io/hanxiao/searchbox:latest

Taken from the project's README on GitHub. Check the security audit before running it.

Security audit verdict: SAFE · quality 65/100

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. Full audit →

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.

agentic-searchapple-siliconclosed-corpus-qaembeddingsjinallama-cppllmmlxpi-devqwen

Quick Facts

Stars52
Forks7
LanguagePython
CategoryAgent Tool
LicenseMIT
Quality Score65/100
Open Issues1
Last Updated2026-06-26
Created2026-06-09
Platformspython
Est. Tokens~16k

About searchbox

Searchbox Given a query, a dataroom, and a token budget. The local in a minimal Pi harness explores the dataroom with local tools such as bash, grep, embeddings, rerankers in an airgapped loop, then answers. Live demo → hanxiao.io/searchbox Why Everyone who knows me knows I'm super test-time-com"pilled".

Compatible Skills

These tools work well together with searchbox for enhanced workflows:

  • universal-intelligence — semantic(0.19)+complementary+rare_topics+same_lang+similar_pop+shared_platform (66%)
  • universal-intelligence — semantic(0.19)+complementary+rare_topics+same_lang+similar_pop+shared_platform (66%)

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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:

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