AI Agent

toolnexus

A unified Python library that combines MCP servers, agent skills, custom functions, and HTTP endpoints into a single tool set for building AI agents with any LLM.

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toolnexus

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What is toolnexus?

toolnexus is an open-source Python library that provides a unified interface for integrating MCP servers, agent skills, custom functions, and HTTP endpoints as tools for AI agents. It includes built-in tools, memory management, A2A agent communication, and streaming support, enabling quick construction of tool-using agents with any LLM.

toolnexus vs Similar AI Tools

Pricing ModelFreeFreeFree, Free TrialFree, Paid
Free Credits
Key Features
  • Unified tool set from MCP servers, skills, custom functions, and HTTP endpoints
  • 10 built-in tools (bash, read, write, grep, webfetch, etc.)
  • Async toolkit with streaming support
  • On-device text extraction from screen without saving screenshots
  • Semantic search by meaning, not just keywords
  • Commitment detection with due-date reminders
  • Plain English strategy description
  • Real historical market data
  • Models slippage, stops, and fills
  • Scans skills and MCP servers against ATR rules before loading
  • Real-time runtime protection against prompt injection and hijacks
  • Signed audit-ready evidence for compliance (EU AI Act, NYDFS, DORA)
Pros
  • Unified interface for diverse tool sources (MCP, skills, HTTP, custom)
  • Lightweight and non-framework opinionated design
  • Fully on-device processing ensures complete privacy
  • Free and open source with no subscription
  • Easy natural language interface
  • Realistic backtesting with slippage and funding
  • Open source with MIT license
  • Real-time detection and prevention
Cons
  • Requires Python 3.11 or higher
  • Dependency on MCP Python SDK may add overhead for simple use cases
  • Mac-only, requires macOS 15+ and Apple Silicon
  • Permission re-authorization needed after updates (macOS limitation)
  • Limited free trial (250 calls, 30 days)
  • Usage beyond trial requires contacting support
  • Enterprise features require paid tiers
  • Setup may require technical expertise
Best For
  • Developers building AI agents with tool-use capabilities
  • Teams wanting a lightweight alternative to frameworks like LangChain
  • Individuals who want to remember everything they see on their Mac
  • Professionals and students needing to track commitments and changes
  • Crypto traders
  • Quantitative researchers
  • Developers building and deploying AI agents
  • Enterprises needing audit-ready AI security

How to use toolnexus?

  1. 1Install via pip: pip install toolnexus
  2. 2Create a toolkit: tk = await create_toolkit()
  3. 3Create an agent client: agent = create_client(base_url='https://openrouter.ai/api/v1', style='openai', model='deepseek/deepseek-chat')
  4. 4Run an agent loop: res = await agent.run('List files here', tk)
  5. 5For conversations with memory, use ask(prompt, tk, id='session-1')

toolnexus Key Features

  • Unified tool set from MCP servers, skills, custom functions, and HTTP endpoints
  • 10 built-in tools (bash, read, write, grep, webfetch, etc.)
  • Async toolkit with streaming support
  • Conversation memory with pluggable store (in-memory, file, DB)
  • Agent-to-Agent (A2A) communication (outbound and inbound)
  • Support for multiple LLM providers (OpenAI, Anthropic, OpenRouter)
  • Bring-your-own-loop with schema adapters for OpenAI/Anthropic/Gemini
  • MIT open-source license

toolnexus Use Cases

  • Building autonomous AI agents that can execute shell commands, read files, and access the web
  • Creating tool-using chatbots with persistent memory
  • Developing multi-agent systems using A2A protocol
  • Rapid prototyping of LLM-powered automation workflows
  • Integrating custom APIs and MCP servers as agent tools

toolnexus Pricing & Free Credits

toolnexus currently operates on a Free model.

This tool is completely free to use

Open Source

Free

MIT licensed, no cost for usage or deployment

toolnexus Pros & Cons

Pros

  • Unified interface for diverse tool sources (MCP, skills, HTTP, custom)
  • Lightweight and non-framework opinionated design
  • Built-in tools enable immediate agent functionality without configuration
  • Supports streaming, retries, and memory out of the box
  • Multi-language ports (JS, Go, Java, C#) for cross-platform use

Cons

  • Requires Python 3.11 or higher
  • Dependency on MCP Python SDK may add overhead for simple use cases
  • Documentation is primarily code-based; limited high-level tutorials
  • A2A implementation is basic (no streaming/push/auth in v1)

What is toolnexus best for?

  • Developers building AI agents with tool-use capabilities
  • Teams wanting a lightweight alternative to frameworks like LangChain
  • Projects needing to combine MCP servers with custom functions
  • Rapid prototyping of LLM-driven automation

toolnexus FAQ

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