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Show HN: Look Ma, No Linux: Shell, App Installer, Vi, Cc on ESP32-S3 / BreezyBox

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Show HN: I spent 4 years building a UI design tool with only the features I use

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286•vecti•11h ago•129 comments

Show HN: If you lose your memory, how to regain access to your computer?

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Show HN: ARM64 Android Dev Kit

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Show HN: Artifact Keeper – Open-Source Artifactory/Nexus Alternative in Rust

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Show HN: Horizons – OSS agent execution engine

https://github.com/synth-laboratories/Horizons
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Show HN: Daily-updated database of malicious browser extensions

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https://github.com/AGDNoob/FastLog
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Show HN: Falcon's Eye (isometric NetHack) running in the browser via WebAssembly

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https://startupperks.directory
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Show HN: A Kubernetes Operator to Validate Jupyter Notebooks in MLOps

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Show HN: A password system with no database, no sync, and nothing to breach

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Show HN: BPU – Reliable ESP32 Serial Streaming with Cobs and CRC

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2•octablock•14h ago•0 comments
Open in hackernews

Show HN: Polymcp – Turn Any Python Function into an MCP Tool for AI Agents

23•justvugg•1w ago
I built Polymcp, a framework that allows you to transform any Python function into an MCP (Model Context Protocol) tool ready to be used by AI agents. No rewriting, no complex integrations.

Examples

Simple function:

from polymcp.polymcp_toolkit import expose_tools_http

def add(a: int, b: int) -> int: """Add two numbers""" return a + b

app = expose_tools_http([add], title="Math Tools")

Run with:

uvicorn server_mcp:app --reload

Now add is exposed via MCP and can be called directly by AI agents.

API function:

import requests from polymcp.polymcp_toolkit import expose_tools_http

def get_weather(city: str): """Return current weather data for a city""" response = requests.get(f"https://api.weatherapi.com/v1/current.json?q={city}") return response.json()

app = expose_tools_http([get_weather], title="Weather Tools")

AI agents can call get_weather("London") to get real-time weather data instantly.

Business workflow function:

import pandas as pd from polymcp.polymcp_toolkit import expose_tools_http

def calculate_commissions(sales_data: list[dict]): """Calculate sales commissions from sales data""" df = pd.DataFrame(sales_data) df["commission"] = df["sales_amount"] * 0.05 return df.to_dict(orient="records")

app = expose_tools_http([calculate_commissions], title="Business Tools")

AI agents can now generate commission reports automatically.

Why it matters for companies • Reuse existing code immediately: legacy scripts, internal libraries, APIs. • Automate complex workflows: AI can orchestrate multiple tools reliably. • Plug-and-play: multiple Python functions exposed on the same MCP server. • Reduce development time: no custom wrappers or middleware needed. • Built-in reliability: input/output validation and error handling included.

Polymcp makes Python functions immediately usable by AI agents, standardizing integration across enterprise software.

Repo: https://github.com/poly-mcp/Polymcp

Comments

rahimnathwani•1w ago
If you want people to adopt your tool, you may need to explain any advantage this has over fastmcp.

It's already easy to expose a python function as an MCP server. From the fastmcp docs:

  from fastmcp import FastMCP
  
  mcp = FastMCP("Demo ")
  
  @mcp.tool
  def add(a: int, b: int) -> int:
      """Add two numbers"""
      return a + b
  
  if __name__ == "__main__":
      mcp.run()
justvugg•1w ago
Hi thanks for the comment, I’m not trying to replace FastMCP (or anything else), and I’m not really comparing on the “basic MCP server” use case.

PolyMCP, beyond creating MCP servers over HTTP and stdio, WASM (Pyodide) bundle to run tools in the browser/edge with an “MCP-style” tool interface,provides unified agent/orchestration across multiple MCP servers, plus an Inspector UI and production guardrails (budgets, logging, redaction, allowlists, retries).

The goal is to be a single, end-to-end toolkit for developers: tool exposure + debugging + governance + orchestration.

rahimnathwani•1w ago
None of this came across in what you wrote in your Show HN.
justvugg•1w ago
because I wanted to introduce this part of PolyMCP that can take you from code with only functions to an MCP.
nulone•1w ago
How do you handle side-effectful tools and secrets? Least-privilege and auditing seem hard once any Python function can become a tool (scoped creds, revocation, logs).
justvugg•1w ago
Hi Thanks for the comment, The unified agent doesn’t execute untrusted code — it orchestrates. Side effects only happen at explicit execution boundaries (remote tools or the CodeAgent). The CodeAgent is sandboxed in Docker; the planner/router isn’t, because it never executes arbitrary code. Least-privilege and auditing are enforced at the execution boundary, not per function. Do you have any suggestions for making PolyMCP better?
nulone•1w ago
Makes sense — execution boundary is the right place.

I'd prioritize audit logs + correlation IDs, and short-lived creds per tool call. Do you expose tool capabilities to the planner without exposing creds?