From a1beb08d53f550682f476a9daed9d89efa84476a Mon Sep 17 00:00:00 2001
From: JerrettDavis <mxjerrett@gmail.com>
Date: Fri, 10 Apr 2026 12:58:35 -0500
Subject: [PATCH] feat: add reproducible devcontainers

Add a default devcontainer and a compose-backed memory-stack profile, validate them in CI, and document the contributor workflow.

Also lock the memory-stack dependencies, pin related container tooling, and sync the latest healthcheck shutdown fix for stubbed memory handlers.

Co-authored-by: Copilot <223556219+Copilot@users.noreply.github.com>
---
 .devcontainer/Dockerfile                     |   4 +
 .devcontainer/devcontainer.json              |  64 +++
 .devcontainer/docker-compose.memory.yml      |  41 ++
 .devcontainer/memory-stack/devcontainer.json |  79 +++
 .devcontainer/post-create.sh                 |  26 +
 .gitattributes                               |   1 +
 .github/workflows/devcontainers.yml          |  56 ++
 CHANGELOG.md                                 |   4 +
 CONTRIBUTING.md                              |  23 +
 Dockerfile                                   |   8 +-
 README.md                                    |   2 +
 docker-compose.yml                           |   2 +-
 headroom/memory/backends/direct_mem0.py      |   2 +-
 headroom/memory/backends/mem0.py             |   2 +-
 headroom/memory/easy.py                      |   2 +-
 headroom/proxy/memory_handler.py             |   2 +-
 headroom/proxy/server.py                     |   2 +-
 pyproject.toml                               |   6 +
 tests/test_proxy_healthchecks.py             |  26 +
 uv.lock                                      | 564 ++++++++++++++++++-
 20 files changed, 906 insertions(+), 10 deletions(-)
 create mode 100644 .devcontainer/Dockerfile
 create mode 100644 .devcontainer/devcontainer.json
 create mode 100644 .devcontainer/docker-compose.memory.yml
 create mode 100644 .devcontainer/memory-stack/devcontainer.json
 create mode 100644 .devcontainer/post-create.sh
 create mode 100644 .gitattributes
 create mode 100644 .github/workflows/devcontainers.yml

diff --git a/.devcontainer/Dockerfile b/.devcontainer/Dockerfile
new file mode 100644
index 000000000..8f90c62c2
--- /dev/null
+++ b/.devcontainer/Dockerfile
@@ -0,0 +1,4 @@
+ARG VARIANT=3.12-bookworm
+FROM mcr.microsoft.com/devcontainers/python:1-${VARIANT}
+
+RUN python -m pip install --no-cache-dir uv==0.6.17
diff --git a/.devcontainer/devcontainer.json b/.devcontainer/devcontainer.json
new file mode 100644
index 000000000..5ef065973
--- /dev/null
+++ b/.devcontainer/devcontainer.json
@@ -0,0 +1,64 @@
+{
+  "name": "Headroom",
+  "build": {
+    "dockerfile": "Dockerfile",
+    "context": ".."
+  },
+  "features": {
+    "ghcr.io/devcontainers/features/node:1": {
+      "version": "20"
+    },
+    "ghcr.io/devcontainers/features/github-cli:1": {}
+  },
+  "workspaceFolder": "/workspaces/headroom",
+  "remoteUser": "vscode",
+  "updateRemoteUserUID": true,
+  "init": true,
+  "containerEnv": {
+    "PIP_DISABLE_PIP_VERSION_CHECK": "1",
+    "PYTHONUNBUFFERED": "1",
+    "UV_LINK_MODE": "copy",
+    "UV_PROJECT_ENVIRONMENT": "/home/vscode/.venvs/headroom"
+  },
+  "mounts": [
+    "source=headroom-venv,target=/home/vscode/.venvs,type=volume",
+    "source=headroom-uv-cache,target=/home/vscode/.cache/uv,type=volume",
+    "source=headroom-pip-cache,target=/home/vscode/.cache/pip,type=volume"
+  ],
+  "postCreateCommand": "bash .devcontainer/post-create.sh",
+  "postStartCommand": "git config --global --add safe.directory ${containerWorkspaceFolder}",
+  "forwardPorts": [
+    8787
+  ],
+  "portsAttributes": {
+    "8787": {
+      "label": "Headroom proxy",
+      "onAutoForward": "notify"
+    }
+  },
+  "customizations": {
+    "vscode": {
+      "extensions": [
+        "ms-python.python",
+        "ms-python.vscode-pylance",
+        "charliermarsh.ruff",
+        "ms-azuretools.vscode-docker",
+        "GitHub.vscode-github-actions"
+      ],
+      "settings": {
+        "editor.formatOnSave": true,
+        "files.eol": "\n",
+        "python.analysis.typeCheckingMode": "basic",
+        "python.defaultInterpreterPath": "/home/vscode/.venvs/headroom/bin/python",
+        "python.terminal.activateEnvironment": false,
+        "python.testing.pytestArgs": [
+          "tests"
+        ],
+        "python.testing.pytestEnabled": true,
+        "[python]": {
+          "editor.defaultFormatter": "charliermarsh.ruff"
+        }
+      }
+    }
+  }
+}
diff --git a/.devcontainer/docker-compose.memory.yml b/.devcontainer/docker-compose.memory.yml
new file mode 100644
index 000000000..ddccfab40
--- /dev/null
+++ b/.devcontainer/docker-compose.memory.yml
@@ -0,0 +1,41 @@
+services:
+  workspace:
+    build:
+      context: ..
+      dockerfile: .devcontainer/Dockerfile
+    command: sleep infinity
+    environment:
+      PIP_DISABLE_PIP_VERSION_CHECK: "1"
+      PYTHONUNBUFFERED: "1"
+      UV_LINK_MODE: copy
+      UV_PROJECT_ENVIRONMENT: /home/vscode/.venvs/headroom-memory
+    volumes:
+      - ..:/workspaces/headroom:cached
+      - headroom-venv-memory:/home/vscode/.venvs
+      - headroom-uv-cache:/home/vscode/.cache/uv
+      - headroom-pip-cache:/home/vscode/.cache/pip
+
+  qdrant:
+    image: qdrant/qdrant:v1.17.1
+    volumes:
+      - qdrant-data:/qdrant/storage
+    environment:
+      QDRANT__SERVICE__GRPC_PORT: 6334
+
+  neo4j:
+    image: neo4j:5.15.0
+    volumes:
+      - neo4j-data:/data
+    environment:
+      NEO4J_AUTH: neo4j/password
+      NEO4J_PLUGINS: '["apoc"]'
+      NEO4J_apoc_export_file_enabled: "true"
+      NEO4J_apoc_import_file_enabled: "true"
+      NEO4J_apoc_import_file_use__neo4j__config: "true"
+
+volumes:
+  headroom-venv-memory:
+  headroom-pip-cache:
+  headroom-uv-cache:
+  neo4j-data:
+  qdrant-data:
diff --git a/.devcontainer/memory-stack/devcontainer.json b/.devcontainer/memory-stack/devcontainer.json
new file mode 100644
index 000000000..fb2e12520
--- /dev/null
+++ b/.devcontainer/memory-stack/devcontainer.json
@@ -0,0 +1,79 @@
+{
+  "name": "Headroom (memory stack)",
+  "dockerComposeFile": [
+    "../docker-compose.memory.yml"
+  ],
+  "service": "workspace",
+  "runServices": [
+    "qdrant",
+    "neo4j"
+  ],
+  "workspaceFolder": "/workspaces/headroom",
+  "remoteUser": "vscode",
+  "updateRemoteUserUID": true,
+  "shutdownAction": "stopCompose",
+  "overrideCommand": false,
+  "init": true,
+  "features": {
+    "ghcr.io/devcontainers/features/node:1": {
+      "version": "20"
+    },
+    "ghcr.io/devcontainers/features/github-cli:1": {}
+  },
+  "forwardPorts": [
+    8787,
+    6333,
+    6334,
+    7474,
+    7687
+  ],
+  "portsAttributes": {
+    "8787": {
+      "label": "Headroom proxy",
+      "onAutoForward": "notify"
+    },
+    "6333": {
+      "label": "Qdrant REST",
+      "onAutoForward": "notify"
+    },
+    "6334": {
+      "label": "Qdrant gRPC",
+      "onAutoForward": "silent"
+    },
+    "7474": {
+      "label": "Neo4j Browser",
+      "onAutoForward": "openBrowser"
+    },
+    "7687": {
+      "label": "Neo4j Bolt",
+      "onAutoForward": "silent"
+    }
+  },
+  "postCreateCommand": "bash .devcontainer/post-create.sh memory-stack",
+  "postStartCommand": "git config --global --add safe.directory ${containerWorkspaceFolder}",
+  "customizations": {
+    "vscode": {
+      "extensions": [
+        "ms-python.python",
+        "ms-python.vscode-pylance",
+        "charliermarsh.ruff",
+        "ms-azuretools.vscode-docker",
+        "GitHub.vscode-github-actions"
+      ],
+      "settings": {
+        "editor.formatOnSave": true,
+        "files.eol": "\n",
+        "python.analysis.typeCheckingMode": "basic",
+        "python.defaultInterpreterPath": "/home/vscode/.venvs/headroom-memory/bin/python",
+        "python.terminal.activateEnvironment": false,
+        "python.testing.pytestArgs": [
+          "tests"
+        ],
+        "python.testing.pytestEnabled": true,
+        "[python]": {
+          "editor.defaultFormatter": "charliermarsh.ruff"
+        }
+      }
+    }
+  }
+}
diff --git a/.devcontainer/post-create.sh b/.devcontainer/post-create.sh
new file mode 100644
index 000000000..23e487db5
--- /dev/null
+++ b/.devcontainer/post-create.sh
@@ -0,0 +1,26 @@
+#!/usr/bin/env bash
+set -euo pipefail
+
+profile="${1:-default}"
+project_env="${UV_PROJECT_ENVIRONMENT:-/home/vscode/.venvs/headroom}"
+sync_extras=(--extra dev)
+
+if [[ "$profile" == "memory-stack" ]]; then
+  sync_extras+=(--extra memory-stack)
+fi
+
+cd /workspaces/headroom
+
+uv sync --frozen "${sync_extras[@]}" --link-mode copy
+
+uv run pre-commit install
+
+echo "Headroom devcontainer is ready."
+if [[ "$profile" == "memory-stack" ]]; then
+  echo "Memory stack sidecars are available at qdrant:6333 and neo4j://neo4j:7687."
+fi
+echo "Run checks with:"
+echo "  uv run ruff check ."
+echo "  uv run ruff format --check ."
+echo "  uv run mypy headroom --ignore-missing-imports"
+echo "  uv run pytest -v --tb=short"
diff --git a/.gitattributes b/.gitattributes
new file mode 100644
index 000000000..dfdb8b771
--- /dev/null
+++ b/.gitattributes
@@ -0,0 +1 @@
+*.sh text eol=lf
diff --git a/.github/workflows/devcontainers.yml b/.github/workflows/devcontainers.yml
new file mode 100644
index 000000000..189eb54c8
--- /dev/null
+++ b/.github/workflows/devcontainers.yml
@@ -0,0 +1,56 @@
+name: Dev Containers
+
+on:
+  push:
+    branches: [main]
+    paths:
+      - ".devcontainer/**"
+      - ".github/workflows/devcontainers.yml"
+      - "pyproject.toml"
+      - "uv.lock"
+  pull_request:
+    branches: [main]
+    paths:
+      - ".devcontainer/**"
+      - ".github/workflows/devcontainers.yml"
+      - "pyproject.toml"
+      - "uv.lock"
+  workflow_dispatch:
+
+jobs:
+  validate:
+    runs-on: ubuntu-latest
+    strategy:
+      fail-fast: false
+      matrix:
+        include:
+          - name: default
+            config: .devcontainer/devcontainer.json
+          - name: memory-stack
+            config: .devcontainer/memory-stack/devcontainer.json
+
+    steps:
+      - uses: actions/checkout@v4
+
+      - name: Set up Node
+        uses: actions/setup-node@v4
+        with:
+          node-version: "20"
+
+      - name: Set up Docker Buildx
+        uses: docker/setup-buildx-action@v3
+
+      - name: Install Dev Container CLI
+        run: npm install -g @devcontainers/cli@0.85.0
+
+      - name: Start ${{ matrix.name }}
+        run: devcontainer up --workspace-folder . --config ${{ matrix.config }} --remove-existing-container
+
+      - name: Smoke test ${{ matrix.name }}
+        shell: bash
+        run: |
+          if [[ "${{ matrix.name }}" == "memory-stack" ]]; then
+            devcontainer exec --workspace-folder . bash -lc 'uv --version && node --version && gh --version >/dev/null && python -c "import socket; socket.create_connection((\"qdrant\", 6333), 5).close(); socket.create_connection((\"neo4j\", 7687), 5).close(); from mem0 import Memory; from qdrant_client import QdrantClient; import neo4j; import headroom; print(\"memory-stack smoke test passed\")"'
+          else
+            devcontainer exec --workspace-folder . bash -lc 'uv --version && node --version && gh --version >/dev/null && python -c "import headroom; print(\"default smoke test passed\")"'
+          fi
diff --git a/CHANGELOG.md b/CHANGELOG.md
index 5845da1ba..7d87e9a32 100644
--- a/CHANGELOG.md
+++ b/CHANGELOG.md
@@ -13,6 +13,10 @@ and this project adheres to [Semantic Versioning](https://semver.org/spec/v2.0.0
   - Keeps `GET /health` backward compatible while expanding it with readiness details and subsystem checks
   - Eagerly initializes configured memory backends during proxy startup so readiness reflects real serving capability
   - Wires `/readyz` into the Docker image `HEALTHCHECK` and the example `docker-compose.yml`
+- **Dev Container environments** for contributors
+  - Adds a default `.devcontainer/devcontainer.json` with Python 3.12, `uv`, Node.js, and GitHub CLI
+  - Adds `.devcontainer/memory-stack/devcontainer.json` backed by Qdrant + Neo4j sidecars for memory-stack work
+  - Adds CI validation to build both Dev Container configurations on relevant changes
 - **Durable proxy savings history**
   - Persists proxy compression savings history locally at `~/.headroom/proxy_savings.json`
   - Supports `HEADROOM_SAVINGS_PATH` to override the storage location
diff --git a/CONTRIBUTING.md b/CONTRIBUTING.md
index e0238b2bc..a4f47b171 100644
--- a/CONTRIBUTING.md
+++ b/CONTRIBUTING.md
@@ -68,6 +68,29 @@ pytest
 pytest --cov=headroom --cov-report=html
 ```
 
+### Dev Containers
+
+If you use VS Code or GitHub Codespaces, Headroom ships two Dev Container configs:
+
+- **`.devcontainer/devcontainer.json`** - default contributor environment with Python 3.12, `uv`, Node.js, and GitHub CLI
+- **`.devcontainer/memory-stack/devcontainer.json`** - the same environment plus Qdrant and Neo4j sidecars, with the locked `memory-stack` extra installed for `qdrant-neo4j` backend work
+
+Inside the memory-stack container, use the sidecar service names instead of `localhost`:
+
+```bash
+qdrant:6333
+neo4j://neo4j:7687
+```
+
+The default container runs `uv sync --frozen --extra dev` on creation, so the usual repo commands become:
+
+```bash
+uv run ruff check .
+uv run ruff format --check .
+uv run mypy headroom --ignore-missing-imports
+uv run pytest -v --tb=short
+```
+
 ## Coding Standards
 
 ### Style
diff --git a/Dockerfile b/Dockerfile
index d374c4eb7..2662bd0c6 100644
--- a/Dockerfile
+++ b/Dockerfile
@@ -1,17 +1,20 @@
 ARG PYTHON_VERSION=3.11
+ARG UV_VERSION=0.6.17
 ARG DISTROLESS_IMAGE=gcr.io/distroless/python3-debian13
 ARG PYTHON_SITE_PACKAGES=/usr/local/lib/python${PYTHON_VERSION}/site-packages
 
 # ---- Build stage: compile native extensions, build wheel ----
 FROM python:${PYTHON_VERSION}-slim AS builder
 
+ARG UV_VERSION
+
 RUN apt-get update && \
   apt-get install -y --no-install-recommends \
     build-essential \
     g++ \
   && rm -rf /var/lib/apt/lists/*
 
-COPY --from=ghcr.io/astral-sh/uv:latest /uv /usr/local/bin/uv
+RUN python -m pip install --no-cache-dir uv==${UV_VERSION}
 
 WORKDIR /build
 
@@ -83,6 +86,9 @@ ENV HEADROOM_HOST=0.0.0.0 \
 
 EXPOSE 8787
 
+HEALTHCHECK --interval=30s --timeout=5s --start-period=20s --retries=3 \
+    CMD ["python3", "-c", "import urllib.request; urllib.request.urlopen('http://127.0.0.1:8787/readyz', timeout=5)"]
+
 ENTRYPOINT ["python3", "-m", "headroom.cli", "proxy"]
 CMD ["--host", "0.0.0.0", "--port", "8787"]
 
diff --git a/README.md b/README.md
index 19807d4f8..1ee9d1765 100644
--- a/README.md
+++ b/README.md
@@ -502,6 +502,8 @@ git clone https://github.com/chopratejas/headroom.git && cd headroom
 pip install -e ".[dev]" && pytest
 ```
 
+Prefer a containerized setup? Open the repo in **`.devcontainer/devcontainer.json`** for the default Python/uv workflow, or **`.devcontainer/memory-stack/devcontainer.json`** when you need local Qdrant + Neo4j services and the locked `memory-stack` extra for the `qdrant-neo4j` memory backend. Inside that container, use `qdrant:6333` and `neo4j://neo4j:7687` instead of `localhost`.
+
 ---
 
 ## License
diff --git a/docker-compose.yml b/docker-compose.yml
index 633ac0ad9..59b3a70a7 100644
--- a/docker-compose.yml
+++ b/docker-compose.yml
@@ -21,7 +21,7 @@ services:
 
   # Vector database for semantic search
   qdrant:
-    image: qdrant/qdrant:latest
+    image: qdrant/qdrant:v1.17.1
     ports:
       - "6333:6333"  # REST API
       - "6334:6334"  # gRPC
diff --git a/headroom/memory/backends/direct_mem0.py b/headroom/memory/backends/direct_mem0.py
index 39b8124c1..d972b69ba 100644
--- a/headroom/memory/backends/direct_mem0.py
+++ b/headroom/memory/backends/direct_mem0.py
@@ -221,7 +221,7 @@ class DirectMem0Adapter:
             self._mem0_client = await asyncio.to_thread(Mem0Memory.from_config, mem0_config)
         except ImportError:
             raise ImportError(
-                "mem0 package not installed. Install with: pip install mem0ai"
+                "mem0 package not installed. Install with: pip install 'headroom-ai[memory-stack]'"
             ) from None
 
         self._initialized = True
diff --git a/headroom/memory/backends/mem0.py b/headroom/memory/backends/mem0.py
index c196155e8..54a2c3821 100644
--- a/headroom/memory/backends/mem0.py
+++ b/headroom/memory/backends/mem0.py
@@ -107,7 +107,7 @@ class Mem0Backend:
                 from mem0 import Memory as Mem0Memory
             except ImportError:
                 raise ImportError(
-                    "mem0 package not installed. Install with: pip install mem0ai"
+                    "mem0 package not installed. Install with: pip install 'headroom-ai[memory-stack]'"
                 ) from None
 
             if self._config.mode == "cloud":
diff --git a/headroom/memory/easy.py b/headroom/memory/easy.py
index f2a8d056f..7c6397030 100644
--- a/headroom/memory/easy.py
+++ b/headroom/memory/easy.py
@@ -148,7 +148,7 @@ class Memory:
             except ImportError as e:
                 raise ImportError(
                     "qdrant-neo4j backend requires additional packages. "
-                    "Install with: pip install mem0ai qdrant-client neo4j\n"
+                    "Install with: pip install 'headroom-ai[memory-stack]'\n"
                     "And start Docker services: docker compose up -d qdrant neo4j"
                 ) from e
         else:
diff --git a/headroom/proxy/memory_handler.py b/headroom/proxy/memory_handler.py
index 77a3bc5ea..0110ac0be 100644
--- a/headroom/proxy/memory_handler.py
+++ b/headroom/proxy/memory_handler.py
@@ -164,7 +164,7 @@ class MemoryHandler:
             except ImportError as e:
                 logger.error(
                     f"Memory: Failed to import qdrant-neo4j dependencies: {e}. "
-                    "Install with: pip install mem0ai qdrant-client neo4j"
+                    "Install with: pip install 'headroom-ai[memory-stack]'"
                 )
                 raise
         else:
diff --git a/headroom/proxy/server.py b/headroom/proxy/server.py
index 3f3813633..d8837fbaa 100644
--- a/headroom/proxy/server.py
+++ b/headroom/proxy/server.py
@@ -643,7 +643,7 @@ class HeadroomProxy(
             await self.http_client.aclose()
             self.http_client = None
 
-        if self.memory_handler:
+        if self.memory_handler and hasattr(self.memory_handler, "close"):
             await self.memory_handler.close()
 
         # Print final stats
diff --git a/pyproject.toml b/pyproject.toml
index 84f2fc792..0d35f0e0f 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -88,6 +88,12 @@ memory = [
     "sqlite-vec>=0.1.6",
     "sentence-transformers>=2.2.0",
 ]
+# Qdrant + Neo4j memory backend helpers
+memory-stack = [
+    "mem0ai>=0.1.100",
+    "qdrant-client>=1.9.0",
+    "neo4j>=5.20.0",
+]
 # Semantic relevance scoring with embeddings
 relevance = [
     "sentence-transformers>=2.2.0",
diff --git a/tests/test_proxy_healthchecks.py b/tests/test_proxy_healthchecks.py
index f9c75b1de..d517f24f2 100644
--- a/tests/test_proxy_healthchecks.py
+++ b/tests/test_proxy_healthchecks.py
@@ -1,3 +1,5 @@
+from types import SimpleNamespace
+
 import pytest
 
 pytest.importorskip("fastapi")
@@ -127,3 +129,27 @@ def test_readyz_initializes_qdrant_memory_backend(monkeypatch):
     assert data["checks"]["memory"]["status"] == "healthy"
     assert data["checks"]["memory"]["backend"] == "qdrant-neo4j"
     assert data["checks"]["memory"]["initialized"] is True
+
+
+def test_shutdown_tolerates_stubbed_memory_handler():
+    config = ProxyConfig(
+        optimize=False,
+        cache_enabled=False,
+        rate_limit_enabled=False,
+        cost_tracking_enabled=False,
+    )
+    app = create_app(config)
+
+    with TestClient(app) as client:
+        client.app.state.proxy.memory_handler = SimpleNamespace(
+            health_status=lambda: {
+                "enabled": False,
+                "backend": None,
+                "initialized": False,
+                "native_tool": False,
+                "bridge_enabled": False,
+            }
+        )
+        response = client.get("/health")
+
+    assert response.status_code == 200
diff --git a/uv.lock b/uv.lock
index 83c2c7f32..b78483d24 100644
--- a/uv.lock
+++ b/uv.lock
@@ -306,6 +306,15 @@ wheels = [
     { url = "https://files.pythonhosted.org/packages/b7/b8/3fe70c75fe32afc4bb507f75563d39bc5642255d1d94f1f23604725780bf/babel-2.17.0-py3-none-any.whl", hash = "sha256:4d0b53093fdfb4b21c92b5213dba5a1b23885afa8383709427046b21c366e5f2", size = 10182537, upload_time = "2025-02-01T15:17:37.39Z" },
 ]
 
+[[package]]
+name = "backoff"
+version = "2.2.1"
+source = { registry = "https://pypi.org/simple" }
+sdist = { url = "https://files.pythonhosted.org/packages/47/d7/5bbeb12c44d7c4f2fb5b56abce497eb5ed9f34d85701de869acedd602619/backoff-2.2.1.tar.gz", hash = "sha256:03f829f5bb1923180821643f8753b0502c3b682293992485b0eef2807afa5cba", size = 17001, upload_time = "2022-10-05T19:19:32.061Z" }
+wheels = [
+    { url = "https://files.pythonhosted.org/packages/df/73/b6e24bd22e6720ca8ee9a85a0c4a2971af8497d8f3193fa05390cbd46e09/backoff-2.2.1-py3-none-any.whl", hash = "sha256:63579f9a0628e06278f7e47b7d7d5b6ce20dc65c5e96a6f3ca99a6adca0396e8", size = 15148, upload_time = "2022-10-05T19:19:30.546Z" },
+]
+
 [[package]]
 name = "backports-asyncio-runner"
 version = "1.2.0"
@@ -1158,6 +1167,145 @@ wheels = [
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+    { name = "sentencepiece", marker = "extra == 'image'", specifier = ">=0.1.99" },
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+provides-extras = ["proxy", "code", "ml", "llmlingua", "memory", "memory-stack", "relevance", "image", "reports", "otel", "anyllm", "langchain", "agno", "strands", "mcp", "voice", "voice-train", "evals", "bedrock", "html", "benchmark", "dev", "all"]
 
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