---
title: "llm-security-startups alternatives"
type: "alternatives"
slug: "rushout09-llm-security-startups"
canonical_url: "https://www.graphcanon.com/tools/rushout09-llm-security-startups/alternatives"
of: "rushout09-llm-security-startups"
count: 24
---

# llm-security-startups alternatives

*GraphCanon updated Jul 11, 2026*

Open-source alternatives to [llm-security-startups](/tools/rushout09-llm-security-startups.md) in LLM Frameworks, Data & Retrieval, Inference & Serving.

## In short

Top alternatives to llm-security-startups are gpt4all and llm-app, ranked by typed graph edges - llm-frameworks.

[llm-security-startups](https://github.com/rushout09/llm-security-startups) has 15 GitHub stars and 1 open issues, last pushed Nov 9, 2024 per [its repository](https://github.com/rushout09/llm-security-startups). The top typed alternative, [gpt4all](https://github.com/nomic-ai/gpt4all), shows 77k stars and 8.3k forks, last pushed May 27, 2025.

## Same categories

- [gpt4all](/tools/nomic-ai-gpt4all.md) - GPT4All: Run Local LLMs on Any Device. Open-source and available for commercial use. (★ 77,386) [Dormant]
- [llm-app](/tools/pathwaycom-llm-app.md) - Ready-to-run cloud templates for RAG, AI pipelines, and enterprise search with live data. (★ 59,068) [Very active]
- [llm-course](/tools/mlabonne-llm-course.md) - Course to get into Large Language Models (LLMs) with roadmaps and Colab notebooks. (★ 80,839) [Slowing]
- [moby](/tools/moby-moby.md) - The Moby Project - a collaborative project for the container ecosystem to assemble container-based systems (★ 71,899) [Very active]
- [ollama](/tools/ollama-ollama.md) - Get up and running with various large language models using Ollama. (★ 175,936) [Very active] _[Self-host]_
- [open-webui](/tools/open-webui-open-webui.md) - User-friendly AI Interface (Supports Ollama, OpenAI API, ...) (★ 145,029) [Very active]
- [transformers](/tools/huggingface-transformers.md) - Transformers: the model-definition framework for state-of-the-art machine learning models in text, vision, audio, and multimodal models (★ 162,482) [Very active]
- [anything-llm](/tools/mintplex-labs-anything-llm.md) - Self-hosted agent experience with deployment scripts for multiple environments (★ 63,100) [Very active]
- [autogen](/tools/microsoft-autogen.md) - A programming framework for agentic AI (★ 59,658) [Steady]
- [AutoGPT](/tools/significant-gravitas-autogpt.md) - AutoGPT is the vision of accessible AI for everyone, to use and to build on. (★ 185,464) [Very active]
- [awesome](/tools/sindresorhus-awesome.md) - 😎 Curated list of awesome topics including hardware resources (★ 484,026) [Active]
- [awesome-chatgpt-prompts-zh](/tools/plexpt-awesome-chatgpt-prompts-zh.md) - ChatGPT 中文调教指南 (★ 60,907) [Steady]
- [awesome-llm-apps](/tools/shubhamsaboo-awesome-llm-apps.md) - 100+ AI Agent & RAG apps you can actually run — clone, customize, ship. (★ 117,774) [Very active] _[Freemium]_
- [caveman](/tools/juliusbrussee-caveman.md) - Reduce token usage with concise 'caveman'-style prompts. (★ 87,950) [Active]
- [claude-mem](/tools/thedotmack-claude-mem.md) - Persistent Context Across Sessions for Every Agent (★ 86,816) [Very active]
- [code-server](/tools/coder-code-server.md) - VS Code in the browser (★ 78,364) [Very active]
- [context7](/tools/upstash-context7.md) - Up-to-date code documentation for LLMs and AI code editors (★ 58,913) [Very active]
- [daily_stock_analysis](/tools/zhulinsen-daily-stock-analysis.md) - LLM-powered multi-market stock analysis system with multi-source market data, real-time news, decision dashboard, automated notifications, and cost-free scheduled runs. (★ 56,600) [Very active]
- [DeepSeek-R1](/tools/deepseek-ai-deepseek-r1.md) - Repository contains distilled LLM models derived from Qwen and LLaMA series for various commercial uses. (★ 91,991) [Dormant] _[Freemium]_
- [DeepSeek-V3](/tools/deepseek-ai-deepseek-v3.md) - Repository lacking description with unspecified content related to AI development. (★ 103,904) [Slowing]
- [firecrawl](/tools/firecrawl-firecrawl.md) - The API to search, scrape, and interact with the web at scale. 🔥 (★ 149,109) [Very active] _[Self-host]_
- [generative-ai-for-beginners](/tools/microsoft-generative-ai-for-beginners.md) - 21 Lessons, Get Started Building with Generative AI (★ 112,866) [Very active]
- [gpt_academic](/tools/binary-husky-gpt-academic.md) - 提供实用化交互接口，优化论文阅读/润色/写作体验 (★ 71,056) [Slowing] _[Freemium]_
- [graphify](/tools/graphify-labs-graphify.md) - Turn any code or documentation into a queryable knowledge graph (★ 82,139) [Very active]

## Head-to-head comparisons

- [llm-security-startups vs gpt4all](/compare/nomic-ai-gpt4all-vs-rushout09-llm-security-startups.md)
- [llm-security-startups vs llm-app](/compare/pathwaycom-llm-app-vs-rushout09-llm-security-startups.md)
- [llm-security-startups vs llm-course](/compare/mlabonne-llm-course-vs-rushout09-llm-security-startups.md)
- [llm-security-startups vs moby](/compare/moby-moby-vs-rushout09-llm-security-startups.md)
- [llm-security-startups vs ollama](/compare/ollama-ollama-vs-rushout09-llm-security-startups.md)
- [llm-security-startups vs open-webui](/compare/open-webui-open-webui-vs-rushout09-llm-security-startups.md)
- [llm-security-startups vs transformers](/compare/huggingface-transformers-vs-rushout09-llm-security-startups.md)
- [llm-security-startups vs anything-llm](/compare/mintplex-labs-anything-llm-vs-rushout09-llm-security-startups.md)

## When NOT to use llm-security-startups

- Last GitHub push was 609 days ago (dormant maintenance, Nov 9, 2024). Validate activity before betting a new project on llm-security-startups.
- LLM Frameworks: Avoid a framework for a single prompt-and-retrieve call; the abstraction can cost more than it saves.
- Data & Retrieval: Skip a heavy ingestion framework when your corpus is small and static; a script plus the embedding API is enough.
- Inference & Serving: Self-hosting rarely beats a hosted API on cost until you have steady, high-volume traffic.

## Related alternatives hubs

- [LangChain alternatives](/tools/langchain-ai-langchain/alternatives.md)
- [LlamaIndex alternatives](/tools/run-llama-llama-index/alternatives.md)
- [Qdrant alternatives](/tools/qdrant-qdrant/alternatives.md)

## Common questions

### What are the best alternatives to llm-security-startups?

Graph-backed alternatives to llm-security-startups include gpt4all, llm-app, llm-course, moby, ollama. GraphCanon ranks them by typed relationship edges and constraint overlap from decision_facts - not marketing votes or raw star sort.

### How does GraphCanon rank llm-security-startups alternatives?

Direct alternative and successor edges from the knowledge graph come first, ordered by edge type and shared constraint facets (persona, runtime, hosting). Category neighbours fill the list only after curated edges. Stars are shown for context, not as the primary sort.

### When should I avoid llm-security-startups?

Last GitHub push was 609 days ago (dormant maintenance, Nov 9, 2024). Validate activity before betting a new project on llm-security-startups. LLM Frameworks: Avoid a framework for a single prompt-and-retrieve call; the abstraction can cost more than it saves. Data & Retrieval: Skip a heavy ingestion framework when your corpus is small and static; a script plus the embedding API is enough. Inference & Serving: Self-hosting rarely beats a hosted API on cost until you have steady, high-volume traffic.

### Is llm-security-startups open source?

Yes. llm-security-startups is an open-source project on GitHub under the GPL-3.0 license, with 15 stars.

### What is llm-security-startups used for?

An awesome and comprehensive list of LLM Securtiy Startups.

### What category is llm-security-startups in?

llm-security-startups is categorized under LLM Frameworks, Data & Retrieval, Inference & Serving in the GraphCanon knowledge graph.

### How do llm-security-startups alternatives compare head-to-head?

Each alternative has a neutral compare page against llm-security-startups, for example [gpt4all vs llm-security-startups](/compare/nomic-ai-gpt4all-vs-rushout09-llm-security-startups), [llm-app vs llm-security-startups](/compare/pathwaycom-llm-app-vs-rushout09-llm-security-startups), [llm-course vs llm-security-startups](/compare/mlabonne-llm-course-vs-rushout09-llm-security-startups). Stats come from live GitHub metadata.

### Is there a machine-readable alternatives list?

Yes. The markdown twin at [llm-security-startups alternatives](/tools/rushout09-llm-security-startups/alternatives.md) lists direct alternatives and same-category tools with internal links to each tool markdown page.

### Where are other high-intent alternatives hubs?

Related P0 OSS-vs-OSS hubs: [LangChain alternatives](/tools/langchain-ai-langchain/alternatives), [LlamaIndex alternatives](/tools/run-llama-llama-index/alternatives), [Qdrant alternatives](/tools/qdrant-qdrant/alternatives). Vector-database intent (including Pinecone-style queries) is covered at [Qdrant alternatives](/tools/qdrant-qdrant/alternatives).

### Where can I see maintenance and security signals for llm-security-startups?

GraphCanon publishes a sourced trust report for llm-security-startups at [llm-security-startups trust report](/tools/rushout09-llm-security-startups/trust) - maintenance posture, fork provenance, and dependency/MCP scan status with methodology tags. Not a safety grade.

---

**Machine-readable endpoints**

- JSON: [`/api/graphcanon/graph?tool=rushout09-llm-security-startups`](/api/graphcanon/graph?tool=rushout09-llm-security-startups)
- LLM index: [/llms.txt](/llms.txt)
- Full corpus: [/llms-full.txt](/llms-full.txt)

_GraphCanon - The knowledge graph for AI development. https://www.graphcanon.com/_