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3ea658dae9
Bumps the all-dependencies group in /libs/cli with 2 updates: [langgraph-sdk](https://github.com/langchain-ai/langgraph) and [ruff](https://github.com/astral-sh/ruff). Updates `langgraph-sdk` from 0.3.9 to 0.3.11 <details> <summary>Release notes</summary> <p><em>Sourced from <a href="https://github.com/langchain-ai/langgraph/releases">langgraph-sdk's releases</a>.</em></p> <blockquote> <h2>langgraph-sdk==0.3.11</h2> <p>Changes since sdk==0.3.10</p> <ul> <li>chore(sdk-py): cron tz support (<a href="https://redirect.github.com/langchain-ai/langgraph/issues/7108">#7108</a>)</li> <li>release(langgraph): 1.1 (<a href="https://redirect.github.com/langchain-ai/langgraph/issues/7102">#7102</a>)</li> <li>chore(deps): bump the all-dependencies group across 1 directory with 3 updates (<a href="https://redirect.github.com/langchain-ai/langgraph/issues/7072">#7072</a>)</li> </ul> <h2>langgraph-sdk==0.3.10</h2> <p>Changes since sdk==0.3.9</p> <ul> <li>chore: Add cache (<a href="https://redirect.github.com/langchain-ai/langgraph/issues/7092">#7092</a>)</li> <li>feat: type safe stream/invoke w/ proper output type coercion (<a href="https://redirect.github.com/langchain-ai/langgraph/issues/6961">#6961</a>)</li> <li>release(langgraph) 1.0.10 (<a href="https://redirect.github.com/langchain-ai/langgraph/issues/6967">#6967</a>)</li> <li>release(checkpoint): 0.4.1 (<a href="https://redirect.github.com/langchain-ai/langgraph/issues/6966">#6966</a>)</li> <li>chore: add serde events (<a href="https://redirect.github.com/langchain-ai/langgraph/issues/6954">#6954</a>)</li> <li>chore: update defaults (<a href="https://redirect.github.com/langchain-ai/langgraph/issues/6953">#6953</a>)</li> <li>release: rc2 (<a href="https://redirect.github.com/langchain-ai/langgraph/issues/6949">#6949</a>)</li> <li>release: Candidate (<a href="https://redirect.github.com/langchain-ai/langgraph/issues/6947">#6947</a>)</li> <li>docs(sdk-py): update auth docstrings to default-deny pattern (<a href="https://redirect.github.com/langchain-ai/langgraph/issues/6933">#6933</a>)</li> </ul> </blockquote> </details> <details> <summary>Commits</summary> <ul> <li><a href="https://github.com/langchain-ai/langgraph/commit/55219b23d8b6adc319fec5e2d2262106c05f4ed3"><code>55219b2</code></a> 0.3.11</li> <li><a href="https://github.com/langchain-ai/langgraph/commit/8edbd39ad39f114fc466cba137e1906e4ef8659a"><code>8edbd39</code></a> Add optional encryption of checkpointer payloads (<a href="https://redirect.github.com/langchain-ai/langgraph/issues/3852">#3852</a>)</li> <li><a href="https://github.com/langchain-ai/langgraph/commit/4b0fd834d87808ccfb810973c871b8b01a6c47fe"><code>4b0fd83</code></a> Make it possible to implement a cipher that handles multiple protocols</li> <li><a href="https://github.com/langchain-ai/langgraph/commit/0fd2748530a6d040b0ce7bc7f356ba42cd7cbad8"><code>0fd2748</code></a> Accept custom serde implementations</li> <li><a href="https://github.com/langchain-ai/langgraph/commit/bc0a3419ed268abaec92833a9e258a0c2469175c"><code>bc0a341</code></a> Lint</li> <li><a href="https://github.com/langchain-ai/langgraph/commit/5cd47bac49fdc3eef907d9a722a1e0b0a49bf8dd"><code>5cd47ba</code></a> Add optional encryption of checkpointer payloads</li> <li><a href="https://github.com/langchain-ai/langgraph/commit/4c6d80a67f2edaffc10d98debf45f6ca24a4241a"><code>4c6d80a</code></a> Add TTL Sweeper (<a href="https://redirect.github.com/langchain-ai/langgraph/issues/3849">#3849</a>)</li> <li><a href="https://github.com/langchain-ai/langgraph/commit/18ed044c27165910ec23071ea51900d01e3c69f0"><code>18ed044</code></a> Bump patch version</li> <li><a href="https://github.com/langchain-ai/langgraph/commit/394a9fa85fcfe7bc9f236f490627576031bf7be0"><code>394a9fa</code></a> Update schema</li> <li><a href="https://github.com/langchain-ai/langgraph/commit/9741d9bdf001117e041caf7cc845fa99390a94e6"><code>9741d9b</code></a> Add tests for sweeper (sync)</li> <li>Additional commits viewable in <a href="https://github.com/langchain-ai/langgraph/compare/sdk==0.3.9...0.3.11">compare view</a></li> </ul> </details> <br /> Updates `ruff` from 0.15.5 to 0.15.6 <details> <summary>Release notes</summary> <p><em>Sourced from <a href="https://github.com/astral-sh/ruff/releases">ruff's releases</a>.</em></p> <blockquote> <h2>0.15.6</h2> <h2>Release Notes</h2> <p>Released on 2026-03-12.</p> <h3>Preview features</h3> <ul> <li>Add support for <code>lazy</code> import parsing (<a href="https://redirect.github.com/astral-sh/ruff/pull/23755">#23755</a>)</li> <li>Add support for star-unpacking of comprehensions (PEP 798) (<a href="https://redirect.github.com/astral-sh/ruff/pull/23788">#23788</a>)</li> <li>Reject semantic syntax errors for lazy imports (<a href="https://redirect.github.com/astral-sh/ruff/pull/23757">#23757</a>)</li> <li>Drop a few rules from the preview default set (<a href="https://redirect.github.com/astral-sh/ruff/pull/23879">#23879</a>)</li> <li>[<code>airflow</code>] Flag <code>Variable.get()</code> calls outside of task execution context (<code>AIR003</code>) (<a href="https://redirect.github.com/astral-sh/ruff/pull/23584">#23584</a>)</li> <li>[<code>airflow</code>] Flag runtime-varying values in DAG/task constructor arguments (<code>AIR304</code>) (<a href="https://redirect.github.com/astral-sh/ruff/pull/23631">#23631</a>)</li> <li>[<code>flake8-bugbear</code>] Implement <code>delattr-with-constant</code> (<code>B043</code>) (<a href="https://redirect.github.com/astral-sh/ruff/pull/23737">#23737</a>)</li> <li>[<code>flake8-tidy-imports</code>] Add <code>TID254</code> to enforce lazy imports (<a href="https://redirect.github.com/astral-sh/ruff/pull/23777">#23777</a>)</li> <li>[<code>flake8-tidy-imports</code>] Allow users to ban lazy imports with <code>TID254</code> (<a href="https://redirect.github.com/astral-sh/ruff/pull/23847">#23847</a>)</li> <li>[<code>isort</code>] Retain <code>lazy</code> keyword when sorting imports (<a href="https://redirect.github.com/astral-sh/ruff/pull/23762">#23762</a>)</li> <li>[<code>pyupgrade</code>] Add <code>from __future__ import annotations</code> automatically (<code>UP006</code>) (<a href="https://redirect.github.com/astral-sh/ruff/pull/23260">#23260</a>)</li> <li>[<code>refurb</code>] Support <code>newline</code> parameter in <code>FURB101</code> for Python 3.13+ (<a href="https://redirect.github.com/astral-sh/ruff/pull/23754">#23754</a>)</li> <li>[<code>ruff</code>] Add <code>os-path-commonprefix</code> (<code>RUF071</code>) (<a href="https://redirect.github.com/astral-sh/ruff/pull/23814">#23814</a>)</li> <li>[<code>ruff</code>] Add unsafe fix for os-path-commonprefix (<code>RUF071</code>) (<a href="https://redirect.github.com/astral-sh/ruff/pull/23852">#23852</a>)</li> <li>[<code>ruff</code>] Limit <code>RUF036</code> to typing contexts; make it unsafe for non-typing-only (<a href="https://redirect.github.com/astral-sh/ruff/pull/23765">#23765</a>)</li> <li>[<code>ruff</code>] Use starred unpacking for <code>RUF017</code> in Python 3.15+ (<a href="https://redirect.github.com/astral-sh/ruff/pull/23789">#23789</a>)</li> </ul> <h3>Bug fixes</h3> <ul> <li>Fix <code>--add-noqa</code> creating unwanted leading whitespace (<a href="https://redirect.github.com/astral-sh/ruff/pull/23773">#23773</a>)</li> <li>Fix <code>--add-noqa</code> breaking shebangs (<a href="https://redirect.github.com/astral-sh/ruff/pull/23577">#23577</a>)</li> <li>[formatter] Fix lambda body formatting for multiline calls and subscripts (<a href="https://redirect.github.com/astral-sh/ruff/pull/23866">#23866</a>)</li> <li>[formatter] Preserve required annotation parentheses in annotated assignments (<a href="https://redirect.github.com/astral-sh/ruff/pull/23865">#23865</a>)</li> <li>[formatter] Preserve type-expression parentheses in the formatter (<a href="https://redirect.github.com/astral-sh/ruff/pull/23867">#23867</a>)</li> <li>[<code>flake8-annotations</code>] Fix stack overflow in <code>ANN401</code> on quoted annotations with escape sequences (<a href="https://redirect.github.com/astral-sh/ruff/pull/23912">#23912</a>)</li> <li>[<code>pep8-naming</code>] Check naming conventions in <code>match</code> pattern bindings (<code>N806</code>, <code>N815</code>, <code>N816</code>) (<a href="https://redirect.github.com/astral-sh/ruff/pull/23899">#23899</a>)</li> <li>[<code>perflint</code>] Fix comment duplication in fixes (<code>PERF401</code>, <code>PERF403</code>) (<a href="https://redirect.github.com/astral-sh/ruff/pull/23729">#23729</a>)</li> <li>[<code>pyupgrade</code>] Properly trigger <code>super</code> change in nested class (<code>UP008</code>) (<a href="https://redirect.github.com/astral-sh/ruff/pull/22677">#22677</a>)</li> <li>[<code>ruff</code>] Avoid syntax errors in <code>RUF036</code> fixes (<a href="https://redirect.github.com/astral-sh/ruff/pull/23764">#23764</a>)</li> </ul> <h3>Rule changes</h3> <ul> <li>[<code>flake8-bandit</code>] Flag <code>S501</code> with <code>requests.request</code> (<a href="https://redirect.github.com/astral-sh/ruff/pull/23873">#23873</a>)</li> <li>[<code>flake8-executable</code>] Fix WSL detection in non-Docker containers (<a href="https://redirect.github.com/astral-sh/ruff/pull/22879">#22879</a>)</li> <li>[<code>flake8-print</code>] Ignore <code>pprint</code> calls with <code>stream=</code> (<a href="https://redirect.github.com/astral-sh/ruff/pull/23787">#23787</a>)</li> </ul> <h3>Documentation</h3> <ul> <li>Update docs for Markdown code block formatting (<a href="https://redirect.github.com/astral-sh/ruff/pull/23871">#23871</a>)</li> <li>[<code>flake8-bugbear</code>] Fix misleading description for <code>B904</code> (<a href="https://redirect.github.com/astral-sh/ruff/pull/23731">#23731</a>)</li> </ul> <h3>Contributors</h3> <!-- raw HTML omitted --> </blockquote> <p>... (truncated)</p> </details> <details> <summary>Changelog</summary> <p><em>Sourced from <a href="https://github.com/astral-sh/ruff/blob/main/CHANGELOG.md">ruff's changelog</a>.</em></p> <blockquote> <h2>0.15.6</h2> <p>Released on 2026-03-12.</p> <h3>Preview features</h3> <ul> <li>Add support for <code>lazy</code> import parsing (<a href="https://redirect.github.com/astral-sh/ruff/pull/23755">#23755</a>)</li> <li>Add support for star-unpacking of comprehensions (PEP 798) (<a href="https://redirect.github.com/astral-sh/ruff/pull/23788">#23788</a>)</li> <li>Reject semantic syntax errors for lazy imports (<a href="https://redirect.github.com/astral-sh/ruff/pull/23757">#23757</a>)</li> <li>Drop a few rules from the preview default set (<a href="https://redirect.github.com/astral-sh/ruff/pull/23879">#23879</a>)</li> <li>[<code>airflow</code>] Flag <code>Variable.get()</code> calls outside of task execution context (<code>AIR003</code>) (<a href="https://redirect.github.com/astral-sh/ruff/pull/23584">#23584</a>)</li> <li>[<code>airflow</code>] Flag runtime-varying values in DAG/task constructor arguments (<code>AIR304</code>) (<a href="https://redirect.github.com/astral-sh/ruff/pull/23631">#23631</a>)</li> <li>[<code>flake8-bugbear</code>] Implement <code>delattr-with-constant</code> (<code>B043</code>) (<a href="https://redirect.github.com/astral-sh/ruff/pull/23737">#23737</a>)</li> <li>[<code>flake8-tidy-imports</code>] Add <code>TID254</code> to enforce lazy imports (<a href="https://redirect.github.com/astral-sh/ruff/pull/23777">#23777</a>)</li> <li>[<code>flake8-tidy-imports</code>] Allow users to ban lazy imports with <code>TID254</code> (<a href="https://redirect.github.com/astral-sh/ruff/pull/23847">#23847</a>)</li> <li>[<code>isort</code>] Retain <code>lazy</code> keyword when sorting imports (<a href="https://redirect.github.com/astral-sh/ruff/pull/23762">#23762</a>)</li> <li>[<code>pyupgrade</code>] Add <code>from __future__ import annotations</code> automatically (<code>UP006</code>) (<a href="https://redirect.github.com/astral-sh/ruff/pull/23260">#23260</a>)</li> <li>[<code>refurb</code>] Support <code>newline</code> parameter in <code>FURB101</code> for Python 3.13+ (<a href="https://redirect.github.com/astral-sh/ruff/pull/23754">#23754</a>)</li> <li>[<code>ruff</code>] Add <code>os-path-commonprefix</code> (<code>RUF071</code>) (<a href="https://redirect.github.com/astral-sh/ruff/pull/23814">#23814</a>)</li> <li>[<code>ruff</code>] Add unsafe fix for os-path-commonprefix (<code>RUF071</code>) (<a href="https://redirect.github.com/astral-sh/ruff/pull/23852">#23852</a>)</li> <li>[<code>ruff</code>] Limit <code>RUF036</code> to typing contexts; make it unsafe for non-typing-only (<a href="https://redirect.github.com/astral-sh/ruff/pull/23765">#23765</a>)</li> <li>[<code>ruff</code>] Use starred unpacking for <code>RUF017</code> in Python 3.15+ (<a href="https://redirect.github.com/astral-sh/ruff/pull/23789">#23789</a>)</li> </ul> <h3>Bug fixes</h3> <ul> <li>Fix <code>--add-noqa</code> creating unwanted leading whitespace (<a href="https://redirect.github.com/astral-sh/ruff/pull/23773">#23773</a>)</li> <li>Fix <code>--add-noqa</code> breaking shebangs (<a href="https://redirect.github.com/astral-sh/ruff/pull/23577">#23577</a>)</li> <li>[formatter] Fix lambda body formatting for multiline calls and subscripts (<a href="https://redirect.github.com/astral-sh/ruff/pull/23866">#23866</a>)</li> <li>[formatter] Preserve required annotation parentheses in annotated assignments (<a href="https://redirect.github.com/astral-sh/ruff/pull/23865">#23865</a>)</li> <li>[formatter] Preserve type-expression parentheses in the formatter (<a href="https://redirect.github.com/astral-sh/ruff/pull/23867">#23867</a>)</li> <li>[<code>flake8-annotations</code>] Fix stack overflow in <code>ANN401</code> on quoted annotations with escape sequences (<a href="https://redirect.github.com/astral-sh/ruff/pull/23912">#23912</a>)</li> <li>[<code>pep8-naming</code>] Check naming conventions in <code>match</code> pattern bindings (<code>N806</code>, <code>N815</code>, <code>N816</code>) (<a href="https://redirect.github.com/astral-sh/ruff/pull/23899">#23899</a>)</li> <li>[<code>perflint</code>] Fix comment duplication in fixes (<code>PERF401</code>, <code>PERF403</code>) (<a href="https://redirect.github.com/astral-sh/ruff/pull/23729">#23729</a>)</li> <li>[<code>pyupgrade</code>] Properly trigger <code>super</code> change in nested class (<code>UP008</code>) (<a href="https://redirect.github.com/astral-sh/ruff/pull/22677">#22677</a>)</li> <li>[<code>ruff</code>] Avoid syntax errors in <code>RUF036</code> fixes (<a href="https://redirect.github.com/astral-sh/ruff/pull/23764">#23764</a>)</li> </ul> <h3>Rule changes</h3> <ul> <li>[<code>flake8-bandit</code>] Flag <code>S501</code> with <code>requests.request</code> (<a href="https://redirect.github.com/astral-sh/ruff/pull/23873">#23873</a>)</li> <li>[<code>flake8-executable</code>] Fix WSL detection in non-Docker containers (<a href="https://redirect.github.com/astral-sh/ruff/pull/22879">#22879</a>)</li> <li>[<code>flake8-print</code>] Ignore <code>pprint</code> calls with <code>stream=</code> (<a href="https://redirect.github.com/astral-sh/ruff/pull/23787">#23787</a>)</li> </ul> <h3>Documentation</h3> <ul> <li>Update docs for Markdown code block formatting (<a href="https://redirect.github.com/astral-sh/ruff/pull/23871">#23871</a>)</li> <li>[<code>flake8-bugbear</code>] Fix misleading description for <code>B904</code> (<a href="https://redirect.github.com/astral-sh/ruff/pull/23731">#23731</a>)</li> </ul> <h3>Contributors</h3> <ul> <li><a href="https://github.com/zsol"><code>@zsol</code></a></li> </ul> <!-- raw HTML omitted --> </blockquote> <p>... (truncated)</p> </details> <details> <summary>Commits</summary> <ul> <li><a href="https://github.com/astral-sh/ruff/commit/e4c7f357777a2fdd34dbe6a98b1b7d3e7488f675"><code>e4c7f35</code></a> Bump 0.15.6 (<a href="https://redirect.github.com/astral-sh/ruff/issues/23919">#23919</a>)</li> <li><a href="https://github.com/astral-sh/ruff/commit/edfe6c17a493669227da45ce7edc786208d9d0b0"><code>edfe6c1</code></a> [ty] Narrow type context during collection literal inference (<a href="https://redirect.github.com/astral-sh/ruff/issues/23844">#23844</a>)</li> <li><a href="https://github.com/astral-sh/ruff/commit/dd16d689abd9d0fa1caf4316e70479fd422b6142"><code>dd16d68</code></a> Exclude broken symlink in ecosystem check (<a href="https://redirect.github.com/astral-sh/ruff/issues/23921">#23921</a>)</li> <li><a href="https://github.com/astral-sh/ruff/commit/3f94c6ac6397cdc3160459d9d6e3892e3f3242dd"><code>3f94c6a</code></a> Fix stack overflow in ANN401 on quoted annotations with escape sequences (<a href="https://redirect.github.com/astral-sh/ruff/issues/23">#23</a>...</li> <li><a href="https://github.com/astral-sh/ruff/commit/91fc7bd3f936974d7107ba8fd0668bc251a55c58"><code>91fc7bd</code></a> [ty] Fix false-positive diagnostics for PEP-604 union annotations on attribut...</li> <li><a href="https://github.com/astral-sh/ruff/commit/04229cffb44dfe8c64a0879eb3cea472a08d1565"><code>04229cf</code></a> [ty] Initial test suite for PEP-728 <code>TypedDict</code> features (<a href="https://redirect.github.com/astral-sh/ruff/issues/23832">#23832</a>)</li> <li><a href="https://github.com/astral-sh/ruff/commit/728b9d6fd300d492fc2572bcfade170141296f97"><code>728b9d6</code></a> [<code>pep8-naming</code>] Check naming conventions in <code>match</code> pattern bindings (<code>N806</code>,...</li> <li><a href="https://github.com/astral-sh/ruff/commit/88d1eecd261679fc9d1d10f30d814230a7f28513"><code>88d1eec</code></a> [ty] Ensure a <code>type[]</code> type <code>T</code> is always considered assignable to a union th...</li> <li><a href="https://github.com/astral-sh/ruff/commit/37cdd61406ad4965847c9baa7c3f6ca633887d68"><code>37cdd61</code></a> Fix lambda body formatting for multiline calls and subscripts (<a href="https://redirect.github.com/astral-sh/ruff/issues/23866">#23866</a>)</li> <li><a href="https://github.com/astral-sh/ruff/commit/a25a4df54aca67d23b4867ddad634fe0768fd6a2"><code>a25a4df</code></a> [ty] Disambiguate duplicate-looking overloaded callables in union display (<a href="https://redirect.github.com/astral-sh/ruff/issues/2">#2</a>...</li> <li>Additional commits viewable in <a href="https://github.com/astral-sh/ruff/compare/0.15.5...0.15.6">compare view</a></li> </ul> </details> <br /> Dependabot will resolve any conflicts with this PR as long as you don't alter it yourself. You can also trigger a rebase manually by commenting `@dependabot rebase`. [//]: # (dependabot-automerge-start) [//]: # (dependabot-automerge-end) --- <details> <summary>Dependabot commands and options</summary> <br /> You can trigger Dependabot actions by commenting on this PR: - `@dependabot rebase` will rebase this PR - `@dependabot recreate` will recreate this PR, overwriting any edits that have been made to it - `@dependabot show <dependency name> ignore conditions` will show all of the ignore conditions of the specified dependency - `@dependabot ignore <dependency name> major version` will close this group update PR and stop Dependabot creating any more for the specific dependency's major version (unless you unignore this specific dependency's major version or upgrade to it yourself) - `@dependabot ignore <dependency name> minor version` will close this group update PR and stop Dependabot creating any more for the specific dependency's minor version (unless you unignore this specific dependency's minor version or upgrade to it yourself) - `@dependabot ignore <dependency name>` will close this group update PR and stop Dependabot creating any more for the specific dependency (unless you unignore this specific dependency or upgrade to it yourself) - `@dependabot unignore <dependency name>` will remove all of the ignore conditions of the specified dependency - `@dependabot unignore <dependency name> <ignore condition>` will remove the ignore condition of the specified dependency and ignore conditions </details> Signed-off-by: dependabot[bot] <support@github.com> Co-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>
LangGraph CLI
The official command-line interface for LangGraph, providing tools to create, develop, and deploy LangGraph applications.
Installation
Install via pip:
pip install langgraph-cli
For development mode with hot reloading:
pip install "langgraph-cli[inmem]"
Commands
langgraph new 🌱
Create a new LangGraph project from a template
langgraph new [PATH] --template TEMPLATE_NAME
langgraph dev 🏃♀️
Run LangGraph API server in development mode with hot reloading
langgraph dev [OPTIONS]
--host TEXT Host to bind to (default: 127.0.0.1)
--port INTEGER Port to bind to (default: 2024)
--no-reload Disable auto-reload
--debug-port INTEGER Enable remote debugging
--no-browser Skip opening browser window
-c, --config FILE Config file path (default: langgraph.json)
langgraph up 🚀
Launch LangGraph API server in Docker
langgraph up [OPTIONS]
-p, --port INTEGER Port to expose (default: 8123)
--wait Wait for services to start
--watch Restart on file changes
--verbose Show detailed logs
-c, --config FILE Config file path
-d, --docker-compose Additional services file
langgraph build
Build a Docker image for your LangGraph application
langgraph build -t IMAGE_TAG [OPTIONS]
--platform TEXT Target platforms (e.g., linux/amd64,linux/arm64)
--pull / --no-pull Use latest/local base image
-c, --config FILE Config file path
langgraph dockerfile
Generate a Dockerfile for custom deployments
langgraph dockerfile SAVE_PATH [OPTIONS]
-c, --config FILE Config file path
Configuration
The CLI uses a langgraph.json configuration file with these key settings:
{
"dependencies": ["langchain_openai", "./your_package"], // Required: Package dependencies
"graphs": {
"my_graph": "./your_package/file.py:graph" // Required: Graph definitions
},
"env": "./.env", // Optional: Environment variables
"python_version": "3.11", // Optional: Python version (3.11/3.12)
"pip_config_file": "./pip.conf", // Optional: pip configuration
"dockerfile_lines": [] // Optional: Additional Dockerfile commands
}
See the full documentation for detailed configuration options.
Development
To develop the CLI itself:
- Clone the repository
- Navigate to the CLI directory:
cd libs/cli - Install development dependencies:
uv pip install - Make your changes to the CLI code
- Test your changes:
# Run CLI commands directly uv run langgraph --help # Or use the examples cd examples uv pip install uv run langgraph dev # or other commands
License
This project is licensed under the terms specified in the repository's LICENSE file.