MLAIEL

MLAIEL is in test & preview — some profiles and content are demonstrations. Learn more

Collaboration Matcher

Agent

Public MLAIEL projects and profiles that share words with your need.

Agent = does one task.

Ready to UseVersion 1.0.0Published by @Mlaiel0 followers

Staff ran it and it worked. You still need your own provider accounts where listed.

🧪 Try it⬇️ Download

SHA-256: 79a59bccd777109d46350bab80e54ec2683af52df745e36cce8686ae1f57b3a5. Compare this with the file after you download it.

🔌 Integrate🧾 View source🔔 Sign in to get updates

You get an in-app notification when a new version is published. Nothing is installed or updated on your computer automatically.

What it does

You describe a need. The tool searches public projects and profiles already on MLAIEL and returns at most eight that share real words with that need. It does not invent a person or a project. An empty list means nothing public matched. Demo profiles can appear, and they are not labeled as fake. The original matcher returned a hard-coded dictionary.

🧪 Try it on MLAIEL

Choose the model before you run. OpenAI can use MLAIEL's key, or you can paste your own key for this request only. Leonardo and Luma need your own key for this request. MLAIEL does not save that key. Inputs and results are checked, nothing you send is stored, and you get 8 tries per day across all tools.

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GitHub activity

mlaiel/iacherie

This repository is linked. Activity appears after the next daily check.

Public data from GitHub, checked once a day.

Who it's for

Someone looking for a public project or person on MLAIEL, using words they actually typed.

What it can do

  • Reads public projects and profiles
  • Returns only shared words as the reason
  • Does not invent matches
  • Does not mark a demo profile as fake

What you need

Nothing extra. No provider account is needed.

MLAIEL does not run these tools for you and never asks for your provider keys. You run them on your own computer or server, with your own accounts.

How to use it

Install

  1. Install Node.js 22.18 or newer.
  2. Download the 1.0.0 package and unzip it, then open the collaboration-matcher folder.
  3. Run: npm install && npm test (offline tests, no key needed).
  4. No API key is required. Try it on MLAIEL reads public projects and profiles.

Use

  1. Open Try it on this page and describe the need.
  2. A desktop build can match a JSON list you paste. It still does not invent people.

⬇️ Download

Downloads come straight from the source repository. MLAIEL does not host files.

🔌 Integrate

Follow these steps in order. If you get stuck, ask in the improvement project.

Use as a library

import { matchCollaborators } from "./collaboration-matcher/src/index.ts";

const matches = matchCollaborators("sourdough baking", candidates);
console.log(matches);

Command line

node --env-file=.env examples/cli.ts

Works with

Node.js 22.18+ · Windows, macOS, Linux (tested on Windows 11)

License

License: MIT

MIT, declared by the owner: Fahed Mlaiel, who holds all rights to Mlaiel/iacherie, chose the MIT License for this clean TypeScript rewrite on 2026-10-01. The package ships the LICENSE file. This is not legal advice.

This is not legal advice. Check the license yourself before you use or share this tool.

Security check

  • No secrets found in the checked files.
  • No risky install commands found.
  • Checked on Oct 2, 2026

How it was tested

  • Run test · Passed

    Windows 11, Node.js, package 1.0.0, real OpenAI key, 2026-10-02 · Oct 2, 2026

    candidates=118 matches=8

    • Candidates came from public MLAIEL projects and profiles
    • Matches are a subset of those candidates
    • An empty match list is allowed and is not filled with invented names

Versions and changes

  • 1.0.0 · first release

    Oct 2, 2026 · source revision 54911be

    1.0.0 is a clean TypeScript rewrite of the stated iacherie job. Offline tests included.

    • First TypeScript package
    • Try it on MLAIEL

Updates are never applied silently. You decide if and when to download a new version.

Improvement team

Join the team

Source files: backend/ai/agents.py, frontend/app/collaboration/page.tsx

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