Flamehaven-Filesearch: Open-source semantic document search (RAG) engine with FastAPI and instant self-hosted deployment

by flamehaven01 · Agent Tool · ★ 109

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

Featured in: Knowledge Base & RAG

How to install Flamehaven-Filesearch

pip install flamehaven-filesearch
pip install flamehaven-filesearch[parsers]

Taken from the project's README on GitHub.

Security audit verdict: SAFE · quality 72/100

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-toolsdockerdocument-searchfastapifile-searchgoogle-geminiopen-sourcepythonragsemantic-search

Quick Facts

Stars109
Forks14
LanguagePython
CategoryAgent Tool
LicenseMIT
Quality Score72/100
Last Updated2026-05-19
Created2025-11-11
Platformsdocker, gemini, python
Est. Tokens~364k

About Flamehaven-Filesearch

FLAMEHAVEN FileSearch Self-hosted RAG search engine. Production-ready in 3 minutes. Quick Start • Features • Documentation • API Reference • Contributing 🎯 Why FLAMEHAVEN FileSearch? Stop sending your sensitive documents to third-party services. FLAMEH

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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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