Atlas Beta

RAG Ecosystem

Atlas JSON

Retrieval, indexing, document processing, vector database, and evaluation projects.

Data source: d1 / d1_query 1067 projects loaded Generated 2026-08-13T10:48:34.257Z

Ecosystem

RAG Ecosystem

Map

Retrieval, indexing, document processing, vector database, and evaluation projects.

Atlas Layer

RAG Ecosystem

Retrieval, indexing, document processing, vector database, and evaluation projects.

Concepts6
Projects8
Avg Git.Top Score91
Top Projectggml-org/llama.cpp

Compare Path

Compare leading candidates

Compare the strongest indexed projects in RAG Ecosystem before choosing a default.

ggml-org/llama.cppinfiniflow/ragflowhuggingface/transformersmem0ai/mem0

Compare Path

Evaluate fallback options

Compare high-quality fallback candidates when the top project is not the right operational fit.

mem0ai/mem0ggml-org/llama.cppinfiniflow/ragflowQuantumNous/new-api

Journey

Choose a production candidate

Start broad in RAG Ecosystem, then narrow to one project with score and graph evidence.

  1. Discover: Browse the ecosystem entry point.
  2. Recommend: Generate a constrained shortlist.
  3. Score: Inspect ggml-org/llama.cpp risk and score evidence.

Journey

Map dependencies and neighbors

Follow graph relationships before deciding whether a project fits the stack.

  1. Graph: Open ggml-org/llama.cpp relationship graph.
  2. Related: Inspect adjacent projects as structured JSON.
  3. Atlas: Fetch the ecosystem map for agent planning.

Journey

Compare replacement paths

Move from the top project to alternatives and a decision matrix.

  1. Alternatives: Find alternatives for ggml-org/llama.cpp.
  2. Compare: Compare ggml-org/llama.cpp and infiniflow/ragflow.
  3. Agent Map: Choose the next REST or MCP surface.

rag_framework

infiniflow/ragflow

90

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

DockerLibrary Only Graph Alternatives Score
88

🤗 Transformers: the model-definition framework for state-of-the-art machine learning models in text, vision, audio, and multimodal models, for both inference and training.

Library OnlyLocal Graph Alternatives Score

rag_framework

QuantumNous/new-api

89

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. 🍥

DockerLibrary Only Graph Alternatives Score

rag_framework

bytedance/deer-flow

82

An open-source long-horizon SuperAgent harness that researches, codes, and creates. With the help of sandboxes, memories, tools, skill, subagents and message gateway, it handles different levels of tasks that could take minutes to hours.

DockerLocal Graph Alternatives Score