---
title: Development
description: "Guide to contributing code to Mem0, covering the issue-first workflow, the CLA, environment setup for the Python and TypeScript SDKs, and code quality checks."
icon: "code"
---

# Development Contributions

We strive to make contributions **easy, collaborative, and enjoyable**. Mem0 is a
polyglot monorepo containing the **Python SDK** (`mem0/`), the **TypeScript SDK**
(`mem0-ts/`), CLIs, integrations, the self-hosted server, and the docs site.
Follow the steps below for a smooth contribution process.

<Note>
  For the complete contributor checklist, see
  [CONTRIBUTING.md](https://github.com/mem0ai/mem0/blob/main/CONTRIBUTING.md) in
  the repository root.
</Note>

## Before You Start

### 1. Open an Issue First

**Always open an issue before opening a pull request.** This lets us discuss the
change, avoid duplicate work, and agree on the approach before you write code.

- Search [existing issues](https://github.com/mem0ai/mem0/issues) first.
- If none match, open a
  [bug report](https://github.com/mem0ai/mem0/issues/new?template=bug_report.yml)
  or [feature request](https://github.com/mem0ai/mem0/issues/new?template=feature_request.yml).
- For anything beyond a trivial fix, wait for a maintainer to confirm the approach.

Every pull request must link to an issue using `Closes #<issue-number>`.

### 2. Sign the Contributor License Agreement (CLA)

**We cannot merge any pull request until you have signed our Contributor License
Agreement (CLA).** When you open your first PR, the CLA bot will comment with a
link to sign: it takes less than a minute and only needs to be done once.

## Submitting Your Contribution through a PR

1. **Fork & Clone** the repository: [Mem0 on GitHub](https://github.com/mem0ai/mem0)
2. **Create a Feature Branch**: Use a dedicated branch, e.g., `feature/my-new-feature`
3. **Implement Changes**: If adding a feature or fixing a bug, be sure to:
   - Write necessary **tests**
   - Add **documentation, docstrings, and runnable examples**
4. **Code Quality Checks**:
   - Run **linting** to catch style issues
   - Ensure **all tests pass**
5. **Commit** using [Conventional Commits](https://www.conventionalcommits.org/)
   (`feat:`, `fix:`, `docs:`, `refactor:`, `test:`)
6. **Submit a Pull Request** against `main`, linking the issue and filling out the
   PR template.

For detailed guidance on pull requests, refer to [GitHub's documentation](https://docs.github.com/en/pull-requests/collaborating-with-pull-requests/proposing-changes-to-your-work-with-pull-requests/creating-a-pull-request).

---

## Python SDK (`mem0/`)

### Dependency Management

We use `hatch` as our package manager. Install it by following the [official instructions](https://hatch.pypa.io/latest/install/).

**Do NOT use `pip` or `conda` for dependency management.** Instead, follow these steps in order:

```bash
# 1. Install base dependencies
make install

# 2. Activate virtual environment (this will install dependencies)
hatch shell  # For default environment
hatch -e dev_py_3_11 shell  # For dev_py_3_11 (differences are mentioned in pyproject.toml)

# 3. Install all optional dependencies
make install_all
```

### Pre-commit Hooks

Ensure `pre-commit` is installed before contributing (hooks run ruff + isort):

```bash
pre-commit install
```

### Linting with `ruff`

Run the linter and fix any reported issues before submitting your PR (line length **120**):

```bash
make lint
```

### Code Formatting

To maintain a consistent code style, format your code and sort imports (isort, `profile = "black"`):

```bash
make format
make sort
```

### Testing with `pytest`

Run tests to verify functionality before submitting your PR:

```bash
make test
```

**Note:** Some dependencies have been removed from the main dependencies to reduce package size. Run `make install_all` to install necessary dependencies before running tests.

---

## TypeScript SDK (`mem0-ts/`)

We use [`pnpm`](https://pnpm.io/) (v10+) for all TypeScript packages. **Do NOT use
`npm` or `yarn`.**

```bash
cd mem0-ts
pnpm install

pnpm run build        # tsup (CJS + ESM)
pnpm run test         # jest (all tests)
pnpm run test:unit    # unit tests with coverage
```

### Standards

- **Build:** tsup
- **Formatter:** Prettier
- **Tests:** jest
- Always run type checking after changes: `pnpm run typecheck` (or `tsc --noEmit`)
- Use ES module `import` syntax: never `require()`

---

## Reporting Security Issues

**Do not report security vulnerabilities through public issues or pull requests.**
Please follow our [Security Policy](https://github.com/mem0ai/mem0/blob/main/SECURITY.md)
to report them privately.

---

## Release Process

Packages are published automatically via GitHub Actions when a GitHub Release is
created with the correct tag prefix (e.g. `v*` for the Python SDK, `ts-v*` for the
TypeScript SDK). See
[CONTRIBUTING.md](https://github.com/mem0ai/mem0/blob/main/CONTRIBUTING.md#releasing)
for the full tag-prefix table and publishing details.

---

Thank you for contributing to Mem0!