llm-movieagent: Semantic layer on top of a graph database to provide an LLM with a set of robust tools to interact

by tomasonjo · Agent Tool · ★ 248

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Featured in: MCP Database Tools

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.

agentfunction-callinglangchainllmneo4jopenaistreamlit

Quick Facts

Stars248
Forks42
LanguagePython
CategoryAgent Tool
LicenseMIT
Quality Score72/100
Open Issues3
Last Updated2024-04-25
Created2024-01-07
Platformspython
Est. Tokens~14k

About llm-movieagent

llm-movieagent This project is designed to implement an agent capable of interacting with a graph database like Neo4j through a semantic layer using OpenAI function calling. The semantic layer equips the agent with a suite of robust tools, allowing it to interact with the graph database based on the user's intent. Read more in the blog post.

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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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