AgentIndex icon
AgentIndex
openInvest logo
openInvest
★ 132
vs
ncp logo
ncp
★ 100

openInvest vs ncp

openInvest: openInvest is a self-hosted investment decision engine that plugs into agents such as Claude Code, Codex, Hermes and OpenClaw. It runs an information-isolated multi-agent committee, keeps an auditable decision trail and publishes backtests and negative results, positioning itself as a discipline and transparency tool rather than an alpha generator.; ncp: NCP (Natural Context Provider) is an MCP aggregator that consolidates 50+ disparate MCP servers into a single unified interface for AI agents. Instead of loading every tool definition upfront and burning tokens, agents use three simple tools — find, code, and run — to discover and invoke any capability on demand. Code mode lets the agent write TypeScript workflows combining multiple tools in one step. NCP reports 97% fewer tokens consumed and 5x faster tool selection compared to loading individual MCP servers.

01

TL;DR

openInvest logo
openInvestMulti-Agent · ★ 132

Add a structured investment committee to a personal AI agent

Read openInvest full review →
ncp logo
ncpDev Tooling · ★ 100

Reducing token costs when an AI agent needs access to many tools

Read ncp full review →
02

Side-by-Side Comparison

Field
openInvest logoopenInvest
ncp logoncp
Category
Multi-Agent
Dev Tooling
Stars
★ 132
★ 100
License
MIT
NOASSERTION
Install Command
claude mcp add openinvest -e INVEST_HOME=~/openInvest -- uvx openinvest-mcp
npm install -g @portel/ncp
Updated
1d ago
4d ago
Open Source
Yes
Yes
Website
↗ Visit
↗ Visit
GitHub
↗ GitHub
↗ GitHub
Tags
ai-agents, algorithmic-trading, claude
ai-agents, claude, claude-desktop
03

Features

openInvest logoopenInvest
01Multi-agent investment committee with information isolation and cross-challenge
02Auditable decision trail for every verdict
03Long-horizon backtesting with lookahead protection
04Published falsification tests and negative results
05Ships as an MCP server and CLI on PyPI
ncp logoncp
01Aggregates 50+ MCP servers into 2-3 unified tools (find/code/run)
02Code mode: agents write TypeScript to call multiple tools in one step
03On-demand tool loading — only active tools consume tokens
04Scheduling support for recurring task execution
05Project-level configuration — each project defines its own MCP set
04

Use Cases

openInvest logoopenInvest
↳Add a structured investment committee to a personal AI agent
↳Keep auditable records of portfolio decisions
↳Study how LLM agents perform on investment decisions with honest backtests
ncp logoncp
↳Reducing token costs when an AI agent needs access to many tools
↳Building multi-step TypeScript workflows that combine search, files, and APIs
↳Managing multiple MCP servers across different projects from one config
05

Best For

openInvest logoopenInvest
—
ncp logoncp
Hidden Gem
FAQ

FAQ

What is the difference between openInvest and ncp?
Both openInvest and ncp are in the Multi-Agent category. openInvest has 132 stars, while ncp has 100 stars.
Which is better, openInvest or ncp?
The best choice depends on your use case. Choose openInvest if Add a structured investment committee to a personal AI agent, and ncp if Reducing token costs when an AI agent needs access to many tools.
Is openInvest free or open source?
Yes, openInvest is open source on GitHub (MIT).
Is ncp free or open source?
Yes, ncp is open source on GitHub (NOASSERTION).
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Related

Alternatives to openInvest →Alternatives to ncp →openInvest details →ncp details →