Add profiler_agent example as snapshot from main toolkit repo (#15)

AnuradhaKaruppiah · web-flow · commit 27ac41178350 · 2026-02-25T21:42:58.000Z
**Summary** - Adds a new example at examples/profiler_agent in NeMo-Agent-Toolkit-Examples as a snapshot copy of the profiler agent previously hosted in the main nat repo. - Preserves the example code, configs, and tests under: - examples/profiler_agent/src/nat_profiler_agent - examples/profiler_agent/tests - examples/profiler_agent/README.md - Adds snapshot provenance note in the README with the source commit SHA from the main repo. **Packaging and repo-alignment updates** - Updated examples/profiler_agent/pyproject.toml to match examples-repo expectations: - removed monorepo-local path dependencies - declared standalone dependency requirements - switched entry point registration to nat.components - Removed per-example uv.lock from this example (examples repo uses central/root lockfile). - Kept configs symlink to src/nat_profiler_agent/configs. **Docs updates** - Updated install/run instructions in examples/profiler_agent/README.md to use examples-repo paths. - Replaced broken relative docs links with canonical links to NeMo Agent Toolkit docs. - Reworded trace-generation setup to avoid requiring unavailable local examples. **Test compatibility update** Updated examples/profiler_agent/tests/test_profiler_agent.py so the full workflow test is skipped if simple_calculator_observability is not present in this repository. **Validation notes** Validated base functionality: <img width="2718" height="1284" alt="image" src="https://github.com/user-attachments/assets/30d59b49-fd20-4eea-bdfb-68f519c064a7" /> ## By Submitting this PR I confirm: - I am familiar with the [Contributing Guidelines](https://github.com/NVIDIA/NeMo-Agent-Toolkit/blob/develop/docs/source/resources/contributing.md). - We require that all contributors "sign-off" on their commits. This certifies that the contribution is your original work, or you have rights to submit it under the same license, or a compatible license. - Any contribution which contains commits that are not Signed-Off will not be accepted. - When the PR is ready for review, new or existing tests cover these changes. - When the PR is ready for review, the documentation is up to date with these changes. Authors: - Anuradha Karuppiah (https://github.com/AnuradhaKaruppiah) Approvers: - Will Killian (https://github.com/willkill07) URL: #15
diff --git a/.github/ISSUE_TEMPLATE/bug_report.yml b/.github/ISSUE_TEMPLATE/bug_report.yml
@@ -1,4 +1,4 @@
-# SPDX-FileCopyrightText: Copyright (c) 2025, NVIDIA CORPORATION & AFFILIATES. All rights reserved.
+# SPDX-FileCopyrightText: Copyright (c) 2025-2026, NVIDIA CORPORATION & AFFILIATES. All rights reserved.
 # SPDX-License-Identifier: Apache-2.0
 #
 # Licensed under the Apache License, Version 2.0 (the "License");
diff --git a/.github/ISSUE_TEMPLATE/config.yml b/.github/ISSUE_TEMPLATE/config.yml
@@ -1,4 +1,4 @@
-# SPDX-FileCopyrightText: Copyright (c) 2025, NVIDIA CORPORATION & AFFILIATES. All rights reserved.
+# SPDX-FileCopyrightText: Copyright (c) 2025-2026, NVIDIA CORPORATION & AFFILIATES. All rights reserved.
 # SPDX-License-Identifier: Apache-2.0
 #
 # Licensed under the Apache License, Version 2.0 (the "License");
diff --git a/.github/ISSUE_TEMPLATE/feature_request.yml b/.github/ISSUE_TEMPLATE/feature_request.yml
@@ -1,4 +1,4 @@
-# SPDX-FileCopyrightText: Copyright (c) 2025, NVIDIA CORPORATION & AFFILIATES. All rights reserved.
+# SPDX-FileCopyrightText: Copyright (c) 2025-2026, NVIDIA CORPORATION & AFFILIATES. All rights reserved.
 # SPDX-License-Identifier: Apache-2.0
 #
 # Licensed under the Apache License, Version 2.0 (the "License");
diff --git a/.github/PULL_REQUEST_TEMPLATE.md b/.github/PULL_REQUEST_TEMPLATE.md
@@ -5,7 +5,7 @@
 Closes
 
 ## By Submitting this PR I confirm:
-- I am familiar with the [Contributing Guidelines](https://github.com/NVIDIA/NeMo-Agent-Toolkit/blob/develop/docs/source/resources/contributing.md).
+- I am familiar with the [Contributing Guidelines](https://github.com/NVIDIA/NeMo-Agent-Toolkit/blob/develop/docs/source/resources/contributing/index.md).
 - We require that all contributors "sign-off" on their commits. This certifies that the contribution is your original work, or you have rights to submit it under the same license, or a compatible license.
   - Any contribution which contains commits that are not Signed-Off will not be accepted.
 - When the PR is ready for review, new or existing tests cover these changes.
diff --git a/.github/copy-pr-bot.yaml b/.github/copy-pr-bot.yaml
@@ -1,4 +1,4 @@
-# SPDX-FileCopyrightText: Copyright (c) 2025, NVIDIA CORPORATION & AFFILIATES. All rights reserved.
+# SPDX-FileCopyrightText: Copyright (c) 2025-2026, NVIDIA CORPORATION & AFFILIATES. All rights reserved.
 # SPDX-License-Identifier: Apache-2.0
 #
 # Licensed under the Apache License, Version 2.0 (the "License");
diff --git a/.github/ops-bot.yaml b/.github/ops-bot.yaml
@@ -1,4 +1,4 @@
-# SPDX-FileCopyrightText: Copyright (c) 2025, NVIDIA CORPORATION & AFFILIATES. All rights reserved.
+# SPDX-FileCopyrightText: Copyright (c) 2025-2026, NVIDIA CORPORATION & AFFILIATES. All rights reserved.
 # SPDX-License-Identifier: Apache-2.0
 #
 # Licensed under the Apache License, Version 2.0 (the "License");
diff --git a/.github/workflows/ci_pipe.yml b/.github/workflows/ci_pipe.yml
@@ -1,4 +1,4 @@
-# SPDX-FileCopyrightText: Copyright (c) 2025, NVIDIA CORPORATION & AFFILIATES. All rights reserved.
+# SPDX-FileCopyrightText: Copyright (c) 2025-2026, NVIDIA CORPORATION & AFFILIATES. All rights reserved.
 # SPDX-License-Identifier: Apache-2.0
 #
 # Licensed under the Apache License, Version 2.0 (the "License");
diff --git a/.github/workflows/pr.yaml b/.github/workflows/pr.yaml
@@ -1,4 +1,4 @@
-# SPDX-FileCopyrightText: Copyright (c) 2025, NVIDIA CORPORATION & AFFILIATES. All rights reserved.
+# SPDX-FileCopyrightText: Copyright (c) 2025-2026, NVIDIA CORPORATION & AFFILIATES. All rights reserved.
 # SPDX-License-Identifier: Apache-2.0
 #
 # Licensed under the Apache License, Version 2.0 (the "License");
diff --git a/.pre-commit-config.yaml b/.pre-commit-config.yaml
@@ -1,4 +1,4 @@
-# SPDX-FileCopyrightText: Copyright (c) 2025, NVIDIA CORPORATION & AFFILIATES. All rights reserved.
+# SPDX-FileCopyrightText: Copyright (c) 2025-2026, NVIDIA CORPORATION & AFFILIATES. All rights reserved.
 # SPDX-License-Identifier: Apache-2.0
 #
 # Licensed under the Apache License, Version 2.0 (the "License");
diff --git a/CODE-OF-CONDUCT.md b/CODE-OF-CONDUCT.md
@@ -1,5 +1,5 @@
 <!--
-SPDX-FileCopyrightText: Copyright (c) 2025, NVIDIA CORPORATION & AFFILIATES. All rights reserved.
+SPDX-FileCopyrightText: Copyright (c) 2025-2026, NVIDIA CORPORATION & AFFILIATES. All rights reserved.
 SPDX-License-Identifier: Apache-2.0
 
 Licensed under the Apache License, Version 2.0 (the "License");
diff --git a/CONTRIBUTING.md b/CONTRIBUTING.md
@@ -1,5 +1,5 @@
 <!--
-SPDX-FileCopyrightText: Copyright (c) 2025, NVIDIA CORPORATION & AFFILIATES. All rights reserved.
+SPDX-FileCopyrightText: Copyright (c) 2025-2026, NVIDIA CORPORATION & AFFILIATES. All rights reserved.
 SPDX-License-Identifier: Apache-2.0
 
 Licensed under the Apache License, Version 2.0 (the "License");
diff --git a/README.md b/README.md
@@ -1,5 +1,5 @@
 <!--
-SPDX-FileCopyrightText: Copyright (c) 2025, NVIDIA CORPORATION & AFFILIATES. All rights reserved.
+SPDX-FileCopyrightText: Copyright (c) 2025-2026, NVIDIA CORPORATION & AFFILIATES. All rights reserved.
 SPDX-License-Identifier: Apache-2.0
 
 Licensed under the Apache License, Version 2.0 (the "License");
diff --git a/ci/scripts/bootstrap_local_ci.sh b/ci/scripts/bootstrap_local_ci.sh
@@ -1,5 +1,5 @@
 #!/bin/bash
-# SPDX-FileCopyrightText: Copyright (c) 2025, NVIDIA CORPORATION & AFFILIATES. All rights reserved.
+# SPDX-FileCopyrightText: Copyright (c) 2025-2026, NVIDIA CORPORATION & AFFILIATES. All rights reserved.
 # SPDX-License-Identifier: Apache-2.0
 #
 # Licensed under the Apache License, Version 2.0 (the "License");
diff --git a/ci/scripts/checks.sh b/ci/scripts/checks.sh
@@ -1,6 +1,6 @@
 #!/bin/bash
 
-# SPDX-FileCopyrightText: Copyright (c) 2025, NVIDIA CORPORATION & AFFILIATES. All rights reserved.
+# SPDX-FileCopyrightText: Copyright (c) 2025-2026, NVIDIA CORPORATION & AFFILIATES. All rights reserved.
 # SPDX-License-Identifier: Apache-2.0
 #
 # Licensed under the Apache License, Version 2.0 (the "License");
diff --git a/ci/scripts/common.sh b/ci/scripts/common.sh
@@ -1,4 +1,4 @@
-# SPDX-FileCopyrightText: Copyright (c) 2025, NVIDIA CORPORATION & AFFILIATES. All rights reserved.
+# SPDX-FileCopyrightText: Copyright (c) 2025-2026, NVIDIA CORPORATION & AFFILIATES. All rights reserved.
 # SPDX-License-Identifier: Apache-2.0
 #
 # Licensed under the Apache License, Version 2.0 (the "License");
diff --git a/ci/scripts/copyright.py b/ci/scripts/copyright.py
@@ -1,5 +1,5 @@
 #!/usr/bin/env python3
-# SPDX-FileCopyrightText: Copyright (c) 2025, NVIDIA CORPORATION & AFFILIATES. All rights reserved.
+# SPDX-FileCopyrightText: Copyright (c) 2025-2026, NVIDIA CORPORATION & AFFILIATES. All rights reserved.
 # SPDX-License-Identifier: Apache-2.0
 #
 # Licensed under the Apache License, Version 2.0 (the "License");
diff --git a/ci/scripts/documentation_checks.sh b/ci/scripts/documentation_checks.sh
@@ -1,5 +1,5 @@
 #!/bin/bash
-# SPDX-FileCopyrightText: Copyright (c) 2025, NVIDIA CORPORATION & AFFILIATES. All rights reserved.
+# SPDX-FileCopyrightText: Copyright (c) 2025-2026, NVIDIA CORPORATION & AFFILIATES. All rights reserved.
 # SPDX-License-Identifier: Apache-2.0
 #
 # Licensed under the Apache License, Version 2.0 (the "License");
diff --git a/ci/scripts/github/checks.sh b/ci/scripts/github/checks.sh
@@ -1,5 +1,5 @@
 #!/bin/bash
-# SPDX-FileCopyrightText: Copyright (c) 2025, NVIDIA CORPORATION & AFFILIATES. All rights reserved.
+# SPDX-FileCopyrightText: Copyright (c) 2025-2026, NVIDIA CORPORATION & AFFILIATES. All rights reserved.
 # SPDX-License-Identifier: Apache-2.0
 #
 # Licensed under the Apache License, Version 2.0 (the "License");
diff --git a/ci/scripts/github/common.sh b/ci/scripts/github/common.sh
@@ -1,4 +1,4 @@
-# SPDX-FileCopyrightText: Copyright (c) 2025, NVIDIA CORPORATION & AFFILIATES. All rights reserved.
+# SPDX-FileCopyrightText: Copyright (c) 2025-2026, NVIDIA CORPORATION & AFFILIATES. All rights reserved.
 # SPDX-License-Identifier: Apache-2.0
 #
 # Licensed under the Apache License, Version 2.0 (the "License");
diff --git a/ci/scripts/gitutils.py b/ci/scripts/gitutils.py
@@ -1,5 +1,5 @@
 #!/usr/bin/env python3
-# SPDX-FileCopyrightText: Copyright (c) 2025, NVIDIA CORPORATION & AFFILIATES. All rights reserved.
+# SPDX-FileCopyrightText: Copyright (c) 2025-2026, NVIDIA CORPORATION & AFFILIATES. All rights reserved.
 # SPDX-License-Identifier: Apache-2.0
 #
 # Licensed under the Apache License, Version 2.0 (the "License");
diff --git a/ci/scripts/python_checks.sh b/ci/scripts/python_checks.sh
@@ -1,6 +1,6 @@
 #!/bin/bash
 
-# SPDX-FileCopyrightText: Copyright (c) 2025, NVIDIA CORPORATION & AFFILIATES. All rights reserved.
+# SPDX-FileCopyrightText: Copyright (c) 2025-2026, NVIDIA CORPORATION & AFFILIATES. All rights reserved.
 # SPDX-License-Identifier: Apache-2.0
 #
 # Licensed under the Apache License, Version 2.0 (the "License");
diff --git a/ci/scripts/run_ci_local.sh b/ci/scripts/run_ci_local.sh
@@ -1,5 +1,5 @@
 #!/bin/bash
-# SPDX-FileCopyrightText: Copyright (c) 2025, NVIDIA CORPORATION & AFFILIATES. All rights reserved.
+# SPDX-FileCopyrightText: Copyright (c) 2025-2026, NVIDIA CORPORATION & AFFILIATES. All rights reserved.
 # SPDX-License-Identifier: Apache-2.0
 #
 # Licensed under the Apache License, Version 2.0 (the "License");
diff --git a/examples/.template/README.md b/examples/.template/README.md
@@ -1,5 +1,5 @@
 <!--
-SPDX-FileCopyrightText: Copyright (c) 2025, NVIDIA CORPORATION & AFFILIATES. All rights reserved.
+SPDX-FileCopyrightText: Copyright (c) 2025-2026, NVIDIA CORPORATION & AFFILIATES. All rights reserved.
 SPDX-License-Identifier: Apache-2.0
 
 Licensed under the Apache License, Version 2.0 (the "License");
diff --git a/examples/mcp_rag_demo/README.md b/examples/mcp_rag_demo/README.md
@@ -1,5 +1,5 @@
 <!--
-SPDX-FileCopyrightText: Copyright (c) 2025, NVIDIA CORPORATION & AFFILIATES. All rights reserved.
+SPDX-FileCopyrightText: Copyright (c) 2025-2026, NVIDIA CORPORATION & AFFILIATES. All rights reserved.
 SPDX-License-Identifier: Apache-2.0
 
 Licensed under the Apache License, Version 2.0 (the "License");
diff --git a/examples/mcp_rag_demo/scripts/load_support_tickets.py b/examples/mcp_rag_demo/scripts/load_support_tickets.py
@@ -1,4 +1,4 @@
-# SPDX-FileCopyrightText: Copyright (c) 2025, NVIDIA CORPORATION & AFFILIATES. All rights reserved.
+# SPDX-FileCopyrightText: Copyright (c) 2025-2026, NVIDIA CORPORATION & AFFILIATES. All rights reserved.
 # SPDX-License-Identifier: Apache-2.0
 #
 # Licensed under the Apache License, Version 2.0 (the "License");
diff --git a/examples/mcp_rag_demo/src/nat_mcp_rag_demo/__init__.py b/examples/mcp_rag_demo/src/nat_mcp_rag_demo/__init__.py
@@ -1,4 +1,4 @@
-# SPDX-FileCopyrightText: Copyright (c) 2025, NVIDIA CORPORATION & AFFILIATES. All rights reserved.
+# SPDX-FileCopyrightText: Copyright (c) 2025-2026, NVIDIA CORPORATION & AFFILIATES. All rights reserved.
 # SPDX-License-Identifier: Apache-2.0
 #
 # Licensed under the Apache License, Version 2.0 (the "License");
diff --git a/examples/mcp_rag_demo/src/nat_mcp_rag_demo/configs/mcp-client-for-ui.yml b/examples/mcp_rag_demo/src/nat_mcp_rag_demo/configs/mcp-client-for-ui.yml
@@ -1,4 +1,4 @@
-# SPDX-FileCopyrightText: Copyright (c) 2025, NVIDIA CORPORATION & AFFILIATES. All rights reserved.
+# SPDX-FileCopyrightText: Copyright (c) 2025-2026, NVIDIA CORPORATION & AFFILIATES. All rights reserved.
 # SPDX-License-Identifier: Apache-2.0
 #
 # Licensed under the Apache License, Version 2.0 (the "License");
diff --git a/examples/mcp_rag_demo/src/nat_mcp_rag_demo/configs/support-ui.yml b/examples/mcp_rag_demo/src/nat_mcp_rag_demo/configs/support-ui.yml
@@ -1,4 +1,4 @@
-# SPDX-FileCopyrightText: Copyright (c) 2025, NVIDIA CORPORATION & AFFILIATES. All rights reserved.
+# SPDX-FileCopyrightText: Copyright (c) 2025-2026, NVIDIA CORPORATION & AFFILIATES. All rights reserved.
 # SPDX-License-Identifier: Apache-2.0
 #
 # Licensed under the Apache License, Version 2.0 (the "License");
diff --git a/examples/mcp_rag_demo/src/nat_mcp_rag_demo/register.py b/examples/mcp_rag_demo/src/nat_mcp_rag_demo/register.py
@@ -1,4 +1,4 @@
-# SPDX-FileCopyrightText: Copyright (c) 2025, NVIDIA CORPORATION & AFFILIATES. All rights reserved.
+# SPDX-FileCopyrightText: Copyright (c) 2025-2026, NVIDIA CORPORATION & AFFILIATES. All rights reserved.
 # SPDX-License-Identifier: Apache-2.0
 #
 # Licensed under the Apache License, Version 2.0 (the "License");
diff --git a/examples/profiler_agent/README.md b/examples/profiler_agent/README.md
@@ -0,0 +1,108 @@
+<!--
+SPDX-FileCopyrightText: Copyright (c) 2025-2026, NVIDIA CORPORATION & AFFILIATES. All rights reserved.
+SPDX-License-Identifier: Apache-2.0
+
+Licensed under the Apache License, Version 2.0 (the "License");
+you may not use this file except in compliance with the License.
+You may obtain a copy of the License at
+
+http://www.apache.org/licenses/LICENSE-2.0
+
+Unless required by applicable law or agreed to in writing, software
+distributed under the License is distributed on an "AS IS" BASIS,
+WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+See the License for the specific language governing permissions and
+limitations under the License.
+-->
+
+# NeMo Agent Toolkit Profiler Agent
+
+**Complexity:** 🟨 Intermediate
+
+The profiler agent is a tool that allows you to analyze the performance of NeMo Agent Toolkit workflows. It uses the Phoenix server to store and retrieve traces of workflow runs.
+
+> [!NOTE]
+> This example is a snapshot copy from `NVIDIA/NeMo-Agent-Toolkit` commit `c402fd35b73145e90db03c040d1aa652fbe7c32b`.
+
+## Table of Contents
+
+- [NeMo Agent Toolkit Profiler Agent](#nemo-agent-toolkit-profiler-agent)
+  - [Table of Contents](#table-of-contents)
+  - [Key Features](#key-features)
+  - [Installation and Setup](#installation-and-setup)
+    - [Install this Workflow:](#install-this-workflow)
+    - [Set Up API Keys](#set-up-api-keys)
+  - [Run the Workflow](#run-the-workflow)
+  - [Features](#features)
+
+## Key Features
+
+- **Workflow Performance Analysis:** Demonstrates a specialized agent that analyzes NeMo Agent Toolkit workflow performance using Phoenix server traces for comprehensive performance monitoring.
+- **Token Usage Tracking:** Shows how to retrieve and analyze token consumption patterns across multiple workflow runs, providing insights into LLM resource utilization.
+- **Trace Visualization:** Generates flowcharts and visual representations of workflow execution patterns from stored Phoenix traces using natural language queries.
+- **Phoenix Server Integration:** Demonstrates integration with Phoenix observability platform for storing, retrieving, and analyzing workflow telemetry data.
+- **Natural Language Interface:** Provides a conversational interface for querying performance metrics, making complex trace analysis accessible through simple questions.
+
+## Installation and Setup
+
+If you have not already done so, follow the NeMo Agent Toolkit installation guide:
+https://github.com/NVIDIA/NeMo-Agent-Toolkit/blob/main/docs/source/get-started/installation.md
+
+### Install this Workflow:
+
+From the root directory of the NeMo Agent Toolkit Examples repository, run:
+
+```bash
+uv pip install --prerelease=allow -e examples/profiler_agent
+```
+
+### Set Up API Keys
+If you have not already done so, follow the API key instructions:
+https://github.com/NVIDIA/NeMo-Agent-Toolkit/blob/main/docs/source/get-started/quick-start.md#obtaining-api-keys
+
+```bash
+export NVIDIA_API_KEY=<YOUR_API_KEY>
+```
+
+## Run the Workflow
+
+1. Start the Phoenix server if not already running. If you are using a remote Phoenix server, you can skip this step and modify the configs/config.yml file to point to the URL.
+   ```bash
+   docker run -p 6006:6006 -p 4317:4317 -i -t arizephoenix/phoenix:latest
+   ```
+
+2. Ensure that there are traces in the Phoenix server. You can use any workflow instrumented with Phoenix telemetry to generate traces.
+   > [!NOTE]
+   Then, run an instrumented workflow to generate traces.
+   ```bash
+   # Example placeholder:
+   # nat run --config_file <your-phoenix-enabled-config.yml> --input "<your test prompt>"
+   ```
+
+3. Run the profiler agent:
+   ```
+   nat serve --config_file=examples/profiler_agent/configs/config.yml
+   ```
+
+4. Launch the NeMo Agent Toolkit UI by following:
+   https://github.com/NVIDIA/NeMo-Agent-Toolkit/blob/main/docs/source/run-workflows/launching-ui.md
+
+5. Query the agent with natural language via the UI:
+   ```
+   Show me the token usage of last run
+   ```
+
+   ```
+   Show me flowchart of last 3 runs
+   ```
+
+   ```
+   Analyze the last 2 runs
+   ```
+
+## Features
+
+- Query Phoenix traces with natural language
+- Analyze LLM application performance metrics
+- Generate trace visualizations
+- Extract user queries across trace spans
diff --git a/examples/profiler_agent/configs b/examples/profiler_agent/configs
@@ -0,0 +1 @@
+src/nat_profiler_agent/configs
diff --git a/examples/profiler_agent/pyproject.toml b/examples/profiler_agent/pyproject.toml
@@ -0,0 +1,42 @@
+# SPDX-FileCopyrightText: Copyright (c) 2025-2026, NVIDIA CORPORATION & AFFILIATES. All rights reserved.
+# SPDX-License-Identifier: Apache-2.0
+#
+# Licensed under the Apache License, Version 2.0 (the "License");
+# you may not use this file except in compliance with the License.
+# You may obtain a copy of the License at
+#
+# http://www.apache.org/licenses/LICENSE-2.0
+#
+# Unless required by applicable law or agreed to in writing, software
+# distributed under the License is distributed on an "AS IS" BASIS,
+# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+# See the License for the specific language governing permissions and
+# limitations under the License.
+
+[build-system]
+build-backend = "setuptools.build_meta"
+requires = ["setuptools >= 64", "setuptools-scm>=8"]
+
+[tool.setuptools_scm]
+git_describe_command = "git describe --long --first-parent"
+root = "../.."
+
+[tool.setuptools.packages.find]
+where = ["src"]
+
+[project]
+name = "nat_profiler_agent"
+dynamic = ["version"]
+requires-python = ">=3.11,<3.14"
+description = "NeMo Agent Toolkit Profiler Agent"
+dependencies = [
+    "nvidia-nat[langchain,profiling,opentelemetry,phoenix,ragaai,weave,test]==1.5.0rc1",
+    "arize-phoenix-client~=1.21",
+]
+keywords = ["ai", "rag", "agents"]
+classifiers = ["Programming Language :: Python"]
+authors = [{ name = "NVIDIA Corporation" }]
+maintainers = [{ name = "NVIDIA Corporation" }]
+
+[project.entry-points.'nat.components']
+nat_profiler_agent = "nat_profiler_agent.register"
diff --git a/examples/profiler_agent/src/nat_profiler_agent/__init__.py b/examples/profiler_agent/src/nat_profiler_agent/__init__.py
@@ -0,0 +1,14 @@
+# SPDX-FileCopyrightText: Copyright (c) 2025-2026, NVIDIA CORPORATION & AFFILIATES. All rights reserved.
+# SPDX-License-Identifier: Apache-2.0
+#
+# Licensed under the Apache License, Version 2.0 (the "License");
+# you may not use this file except in compliance with the License.
+# You may obtain a copy of the License at
+#
+# http://www.apache.org/licenses/LICENSE-2.0
+#
+# Unless required by applicable law or agreed to in writing, software
+# distributed under the License is distributed on an "AS IS" BASIS,
+# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+# See the License for the specific language governing permissions and
+# limitations under the License.
diff --git a/examples/profiler_agent/src/nat_profiler_agent/agent.py b/examples/profiler_agent/src/nat_profiler_agent/agent.py
diff --git a/examples/profiler_agent/src/nat_profiler_agent/configs/config.yml b/examples/profiler_agent/src/nat_profiler_agent/configs/config.yml
diff --git a/examples/profiler_agent/src/nat_profiler_agent/configs/configs b/examples/profiler_agent/src/nat_profiler_agent/configs/configs
diff --git a/examples/profiler_agent/src/nat_profiler_agent/data_models.py b/examples/profiler_agent/src/nat_profiler_agent/data_models.py
diff --git a/examples/profiler_agent/src/nat_profiler_agent/prompts.py b/examples/profiler_agent/src/nat_profiler_agent/prompts.py
diff --git a/examples/profiler_agent/src/nat_profiler_agent/register.py b/examples/profiler_agent/src/nat_profiler_agent/register.py
diff --git a/examples/profiler_agent/src/nat_profiler_agent/tool/__init__.py b/examples/profiler_agent/src/nat_profiler_agent/tool/__init__.py
diff --git a/examples/profiler_agent/src/nat_profiler_agent/tool/flow_chart.py b/examples/profiler_agent/src/nat_profiler_agent/tool/flow_chart.py
diff --git a/examples/profiler_agent/src/nat_profiler_agent/tool/px_query.py b/examples/profiler_agent/src/nat_profiler_agent/tool/px_query.py
diff --git a/examples/profiler_agent/src/nat_profiler_agent/tool/response_composer.py b/examples/profiler_agent/src/nat_profiler_agent/tool/response_composer.py
diff --git a/examples/profiler_agent/src/nat_profiler_agent/tool/token_usage.py b/examples/profiler_agent/src/nat_profiler_agent/tool/token_usage.py
diff --git a/examples/profiler_agent/src/nat_profiler_agent/tool/utils.py b/examples/profiler_agent/src/nat_profiler_agent/tool/utils.py
diff --git a/examples/profiler_agent/tests/test_profiler_agent.py b/examples/profiler_agent/tests/test_profiler_agent.py
diff --git a/examples/profiler_agent/tests/test_spans.csv b/examples/profiler_agent/tests/test_spans.csv

Original file line number	Diff line number	Diff line change
`@@ -1,4 +1,4 @@`
`1`		`-# SPDX-FileCopyrightText: Copyright (c) 2025, NVIDIA CORPORATION & AFFILIATES. All rights reserved.`
	`1`	`+# SPDX-FileCopyrightText: Copyright (c) 2025-2026, NVIDIA CORPORATION & AFFILIATES. All rights reserved.`
`2`	`2`	`# SPDX-License-Identifier: Apache-2.0`
`3`	`3`	`#`
`4`	`4`	`# Licensed under the Apache License, Version 2.0 (the "License");`