AgentIndex icon
AgentIndex
ragflow logo
ragflow
★ 92.7k
vs
portfolio-mcp logo
portfolio-mcp
★ 12

ragflow vs portfolio-mcp

ragflow: RAGFlow is a leading open-source Retrieval-Augmented Generation (RAG) engine that integrates RAG with Agent capabilities. It provides a superior context layer for LLMs and offers a streamlined RAG workflow adaptable to enterprises of any scale.; portfolio-mcp: portfolio-mcp is a Model Context Protocol (MCP) server that allows users to interact with their XP Investimentos portfolio via Claude Desktop. It processes official PDF/CSV exports from XP, stores the normalized data in a local SQLite database, and answers portfolio-related questions without sending sensitive information externally. It provides analytical tools for asset allocation, returns calculation, and market data screening.

01

TL;DR

ragflow logo
ragflowRAG / Knowledge Base · ★ 92.7k
When to choose:
  • Your documents have complex layouts (PDFs, scanned files, tables, slides) and you need layout analysis, OCR, and traceable citations.
  • You want an Apache-2.0 all-in-one RAG platform where you can inspect and hand-tune template-based chunks in a web UI.
When to skip:
  • Your server has less than 4 CPU cores and 16 GB RAM; RAGFlow's multi-service stack is heavy.
  • You want an autonomous web research agent that writes 2,000-word reports from live search rather than indexing a local document corpus; GPT Researcher fits better.
Read ragflow full review →
portfolio-mcp logo
portfolio-mcpRAG / Knowledge Base · ★ 12

Compare current allocation against a target portfolio and suggest rebalancing actions.

Read portfolio-mcp full review →
02

Side-by-Side Comparison

Field
ragflow logoragflow
portfolio-mcp logoportfolio-mcp
Category
RAG / Knowledge Base
RAG / Knowledge Base
Stars
★ 92.7k
★ 12
License
Apache-2.0
MIT
Install Command
docker compose -f docker-compose.yml up -d
npx -y portfolio-mcp
Updated
1d ago
4mo ago
Open Source
Yes
Yes
Website
↗ Visit
↗ Visit
GitHub
↗ GitHub
↗ GitHub
Tags
RAG, AI Agent, LLM
TypeScript, Node.js, Model Context Protocol
03

Features

ragflow logoragflow
01Deep document understanding for knowledge extraction from unstructured data.
02Intelligent and template-based chunking with explainable options.
03Grounded citations with reduced hallucinations and traceable references.
04Compatibility with heterogeneous data sources including documents, images, and web pages.
05Automated and effortless RAG workflow orchestration with configurable models and fused re-ranking.
portfolio-mcp logoportfolio-mcp
01Local-first data storage in SQLite with zero outbound HTTP calls for core tools.
02No credentials or web scraping required; users import PDF/CSV exports directly.
03Read-only by design, ensuring no orders can be placed or modifications made at XP.
04Stdio transport for secure communication with Claude Desktop, no open ports.
05Idempotent import of PDF/CSV files to prevent data duplication.
04

Use Cases

ragflow logoragflow
↳Building high-fidelity, production-ready AI systems with complex data.
↳Developing enterprise-scale knowledge base and intelligent Q&A chatbots.
↳Facilitating intelligent document processing and advanced information retrieval.
portfolio-mcp logoportfolio-mcp
↳Compare current allocation against a target portfolio and suggest rebalancing actions.
↳Query specific assets, such as CDBs maturing in a given year.
↳List portfolio positions grouped by asset class with detailed values.
↳Get a comprehensive portfolio summary including P&L, FGC coverage, and maturity overview.
↳Calculate time-weighted return (TWR) and money-weighted return (MWR) for the portfolio.
05

Best For

ragflow logoragflow
Most PopularEssentialTrending
portfolio-mcp logoportfolio-mcp
—
FAQ

FAQ

What is the difference between ragflow and portfolio-mcp?
Both ragflow and portfolio-mcp are in the RAG / Knowledge Base category. ragflow has 92.7k stars, while portfolio-mcp has 12 stars.
Which is better, ragflow or portfolio-mcp?
The best choice depends on your use case. Choose ragflow if Building high-fidelity, production-ready AI systems with complex data., and portfolio-mcp if Compare current allocation against a target portfolio and suggest rebalancing actions..
Is ragflow free or open source?
Yes, ragflow is open source on GitHub (Apache-2.0).
Is portfolio-mcp free or open source?
Yes, portfolio-mcp is open source on GitHub (MIT).
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