Alternatives Engine

sec-insights Alternatives

Compare open-source alternatives to run-llama/sec-insights by fit, deployment, maintenance, quality, and agent readiness.

Decision Summary

run-llama/sec-insights has 12 alternative candidates. Top match is mem0ai/mem0 at 100/100 because Same rag framework intent with rag overlap.

CandidatesExplicitCloudflare-readyAvg similarityTop candidate
123194mem0ai/mem0

Source Project

run-llama/sec-insights

A real world full-stack application using LlamaIndex

TypeScript MIT DockerVercelServerless

Best For

Where sec-insights fits

build RAG applications
connect private data to LLMs
index documents for retrieval

Not Best For

When to compare alternatives

edge-only Cloudflare Workers deployment without adaptation

Comparison Table

mem0ai/mem0 leads this comparison context

mem0ai/mem0 has the strongest combined agent score and maintenance profile in this comparison.

ProjectSimilarityStarsLanguageDeployQualityAgent
run-llama/sec-insightsSource2,611TypeScriptDocker, Vercel560
mem0ai/mem0100/10067,711PythonDocker, Vercel7689
HumanSignal/label-studio100/10028,541TypeScriptDocker, Library Only3884
FlowiseAI/Flowise100/10055,522TypeScriptDocker, Library Only2378
elizaOS/eliza94/10019,639TypeScriptDocker, Local5086
simstudioai/sim94/10029,879TypeScriptDocker, Vercel4588

Alternative Match

mem0ai/mem0

100/100

Same rag framework intent with rag overlap.

Fit: Strong replacement candidate with overlapping indexed use cases.

The Memory Layer for AI Agents - Drop-in memory infrastructure for AI agents and apps. Context that persists. Built for production.

ExplicitRag FrameworkDockerVercelVector Database
Replacement risklow
Adoption noteSame category, so it can be evaluated as a direct functional substitute.
Adoption noteDeployment overlap: docker, vercel, serverless.
Quality76
Agent89

Alternative Match

HumanSignal/label-studio

100/100

Same rag framework intent with rag overlap.

Fit: Strong replacement candidate with overlapping indexed use cases.

Label Studio is a multi-type data labeling and annotation tool with standardized output format

ExplicitRag FrameworkDockerLocalVector Database
Replacement risklow
Adoption noteSame category, so it can be evaluated as a direct functional substitute.
Adoption noteDeployment overlap: docker, local.
Quality38
Agent84

Alternative Match

FlowiseAI/Flowise

100/100

Same rag framework intent with rag overlap.

Fit: Strong replacement candidate with overlapping indexed use cases.

Build AI Agents, Visually

ExplicitRag FrameworkDockerLocalVector Database
Replacement risklow
Adoption noteSame category, so it can be evaluated as a direct functional substitute.
Adoption noteDeployment overlap: docker, local.
Quality23
Agent78

Alternative Match

elizaOS/eliza

94/100

Same rag framework intent with rag overlap.

Fit: Strong replacement candidate with overlapping indexed use cases.

Open source agentic operating system

Rag FrameworkDockerLocalVector DatabaseLlm Provider
Replacement risklow
Adoption noteSame category, so it can be evaluated as a direct functional substitute.
Adoption noteDeployment overlap: docker, local.
Quality50
Agent86

Alternative Match

simstudioai/sim

94/100

Same rag framework intent with rag overlap.

Fit: Strong replacement candidate with overlapping indexed use cases.

Sim is the collaborative workspace to build, deploy, and monitor AI agents and workflows. Used by 100,000+ builders.

Rag FrameworkDockerVercelVector DatabaseLlm Provider
Replacement risklow
Adoption noteSame category, so it can be evaluated as a direct functional substitute.
Adoption noteDeployment overlap: docker, vercel, serverless.
Quality45
Agent88

Alternative Match

izzoa/polyrouter

92/100

Same rag framework intent with rag overlap.

Fit: Strong replacement candidate with overlapping indexed use cases.

A self-hostable LLM router / gateway: OpenAI- and Anthropic-compatible, explicit-first routing with fallbacks, spend limits, and metadata-only cost tracking. No markup, no third-party proxy — your keys, your box.

Rag FrameworkDockerLocalVector DatabaseLlm Provider
Replacement risklow
Adoption noteSame category, so it can be evaluated as a direct functional substitute.
Adoption noteDeployment overlap: docker, local.
Quality20
Agent57

Alternative Match

Inebrio/Routerly

92/100

Same rag framework intent with rag overlap.

Fit: Strong replacement candidate with overlapping indexed use cases.

Self-hosted LLM gateway that routes requests across AI providers (OpenAI, Anthropic, Gemini, Mistral, Ollama) using intelligent multi-policy scoring — including an LLM-native routing policy. Drop-in compatible: just swap the base URL. No database required, built-in cost tracking, budget enforcement and multi-tenant isolation.

Rag FrameworkDockerLocalVector DatabaseLlm Provider
Replacement risklow
Adoption noteSame category, so it can be evaluated as a direct functional substitute.
Adoption noteDeployment overlap: docker, local.
Quality16
Agent59

Alternative Match

mckaywrigley/chatbot-ui

92/100

Same rag framework intent with rag overlap.

Fit: Strong replacement candidate with overlapping indexed use cases.

AI chat for any model.

Rag FrameworkDockerVercelVector DatabaseLlm Provider
Replacement risklow
Adoption noteSame category, so it can be evaluated as a direct functional substitute.
Adoption noteDeployment overlap: docker, vercel, serverless.
Quality13
Agent75

Alternative Match

ggml-org/llama.cpp

90/100

Same rag framework intent with rag overlap.

Fit: Strong replacement candidate with overlapping indexed use cases.

LLM inference in C/C++

Rag FrameworkDockerLocalVector DatabaseLlm Provider
Replacement risklow
Adoption noteSame category, so it can be evaluated as a direct functional substitute.
Adoption noteDeployment overlap: docker, local.
Quality84
Agent90

Alternative Match

infiniflow/ragflow

90/100

Same rag framework intent with rag overlap.

Fit: Strong replacement candidate with overlapping indexed use cases.

RAGFlow is a leading open-source Retrieval-Augmented Generation (RAG) engine that fuses cutting-edge RAG with Agent capabilities to create a superior context layer for LLMs

Rag FrameworkDockerLocalVector DatabaseLlm Provider
Replacement risklow
Adoption noteSame category, so it can be evaluated as a direct functional substitute.
Adoption noteDeployment overlap: docker, local.
Quality84
Agent90

Alternative Match

QuantumNous/new-api

90/100

Same rag framework intent with rag overlap.

Fit: Strong replacement candidate with overlapping indexed use cases.

A unified AI model hub for aggregation & distribution. It supports cross-converting various LLMs into OpenAI-compatible, Claude-compatible, or Gemini-compatible formats. A centralized gateway for personal and enterprise model management.

Rag FrameworkDockerLocalVector DatabaseLlm Provider
Replacement risklow
Adoption noteSame category, so it can be evaluated as a direct functional substitute.
Adoption noteDeployment overlap: docker, local.
Quality84
Agent87

Alternative Match

supermemoryai/opensearch-ai

90/100

Same rag framework intent with rag overlap.

Fit: Strong replacement candidate with overlapping indexed use cases.

SearchGPT / Perplexity clone, but personalised for you.

Rag FrameworkVercelServerlessVector DatabaseLlm Provider
Replacement risklow
Adoption noteSame category, so it can be evaluated as a direct functional substitute.
Adoption noteDeployment overlap: vercel, serverless, local.
Quality6
Agent62

Data Source

d1 / d1_query

1225 loaded projects. Generated at 2026-10-25T15:46:25.713Z.