diff --git a/.github/workflows/deploy_docs.yml b/.github/workflows/deploy_docs.yml
index 9b805039b..462d1e663 100644
--- a/.github/workflows/deploy_docs.yml
+++ b/.github/workflows/deploy_docs.yml
@@ -1,9 +1,12 @@
-name: Deploy Docs Redirects
+name: Deploy Docs
 
 on:
   push:
     branches:
       - main
+  pull_request:
+    branches:
+      - main
   workflow_dispatch:
 
 permissions:
@@ -20,6 +23,18 @@ defaults:
     working-directory: docs
 
 jobs:
+  get-changed-files:
+    runs-on: ubuntu-latest
+    outputs:
+      changed-files: ${{ steps.changed-files.outputs.added_modified }}
+    steps:
+      - uses: actions/checkout@v5
+      - name: Get changed files
+        id: changed-files
+        uses: Ana06/get-changed-files@v2.3.0
+        with:
+          filter: "docs/docs/**"
+
   deploy:
     runs-on: ubuntu-latest
     timeout-minutes: 10 # Job will be cancelled if it runs for more than 10 minutes
@@ -47,21 +62,84 @@ jobs:
             uv run pip install "git+https://${GITHUB_TOKEN}@github.com/langchain-ai/mkdocs-material-insiders.git"
           fi
 
+      - name: Run unit tests
+        # Run unit tests on the docs build pipeline
+        run: make tests
+      - name: Lint Docs
+        # This step lints the docs using the existing linting set up.
+        # It should be very fast and should not require any external services.
+        run: make lint-docs
       - name: Build llms-text
         run: make llms-text
-
-      - name: Build site (redirects only)
-        run: make build-docs
+      - name: Build site
+        run: |
+          # If this is main branch, then we want to download stats. we do this 
+          # with the env variable DOWNLOAD_STATS=true
+          if [ "${{ github.ref }}" == "refs/heads/main" ]; then
+            DOWNLOAD_STATS=true make build-docs
+          else
+            make build-docs
+          fi
         env:
+          MKDOCS_GIT_COMMITTERS_APIKEY: ${{ secrets.MKDOCS_GIT_COMMITTERS_APIKEY }}
           OPENAI_API_KEY: sf-proj-1234567890 # fake placeholder, shouldn't actually be used
           ANTHROPIC_API_KEY: sk-ant-api03-1234567890 # fake placeholder, shouldn't actually be used
+      - name: Check links in notebooks
+        env:
+          LANGCHAIN_API_KEY: test
+        if: github.event_name == 'schedule'
+        run: |
+          if [ "${{ github.event_name }}" == "schedule" ]; then
+            echo "Running link check on all HTML files matching notebooks in docs directory..."
+            uv run pytest -v \
+              --check-links-ignore "https://(api|web|docs)\.smith\.langchain\.com/.*" \
+              --check-links-ignore "https://academy\.langchain\.com/.*" \
+              --check-links-ignore "https://x.com/.*" \
+              --check-links-ignore "https://twitter.com/.*" \
+              --check-links-ignore "https://github\.com/.*" \
+              --check-links-ignore "http://localhost:8123/.*" \
+              --check-links-ignore "http://localhost:2024.*" \
+              --check-links-ignore "http://127.0.0.1:.*" \
+              --check-links-ignore "/.*\.(ipynb|html)$" \
+              --check-links-ignore "https://python\.langchain\.com/.*" \
+              --check-links-ignore "https://openai\.com/.*" \
+              --check-links-ignore "https://www\.uber\.com/.*" \
+              --check-links-ignore "https://pepy\.tech/.*" \
+              --check-links-ignore "docs/docs/static/wordmark_*" \
+              --check-links $(find site -name "index.html" | grep -v 'storm/index.html')
+              
+          else
+            echo "Fetching changes from origin/main..."
+            git fetch origin main
+            echo "Checking for changed notebook files..."
+            CHANGED_FILES=$(git diff --name-only --diff-filter=d origin/main | grep 'docs/docs/.*\.ipynb$' | grep -v 'storm.ipynb' | sed -E 's|^docs/docs/|site/|; s/\.ipynb$/\/index.html/' || true)
+            echo "Changed files: ${CHANGED_FILES}"
+            if [ -n "${CHANGED_FILES}" ]; then
+              echo "Running link check on HTML files matching changed notebook files..."
+              uv run pytest -v \
+                --check-links-ignore "https://(api|web|docs)\.smith\.langchain\.com/.*" \
+                --check-links-ignore "https://academy\.langchain\.com/.*" \
+                --check-links-ignore "http://localhost:8123/.*" \
+                --check-links-ignore "http://localhost:2024.*" \
+                --check-links-ignore "http://127.0.0.1:.*" \
+                --check-links-ignore "https://x.com/.*" \
+                --check-links-ignore "https://twitter.com/.*" \
+                --check-links-ignore "https://github\.com/.*" \
+                --check-links-ignore "/.*\.(ipynb|html)$" \
+                --check-links-ignore "docs/docs/static/wordmark_*" \
+                --check-links ${CHANGED_FILES} \
+                || ([ $? = 5 ] && exit 0 || exit $?)
+            else
+              echo "No notebook files changed."
+            fi
+          fi
 
       - name: Configure GitHub Pages
         if: github.ref == 'refs/heads/main'
         uses: actions/configure-pages@v5
 
       - name: Upload Pages Artifact
-        if: github.ref == 'refs/heads/main'
+        # if: github.ref == 'refs/heads/main'
         uses: actions/upload-pages-artifact@v4
         with:
           path: ./docs/site/
diff --git a/docs/_scripts/notebook_hooks.py b/docs/_scripts/notebook_hooks.py
index 5617039de..e88b2709f 100644
--- a/docs/_scripts/notebook_hooks.py
+++ b/docs/_scripts/notebook_hooks.py
@@ -27,66 +27,66 @@ DISABLED = os.getenv("DISABLE_NOTEBOOK_CONVERT") in ("1", "true", "True")
 
 REDIRECT_MAP = {
     # lib redirects
-    "how-tos/stream-values.ipynb": "https://docs.langchain.com/oss/python/langgraph/streaming",
-    "how-tos/stream-updates.ipynb": "https://docs.langchain.com/oss/python/langgraph/streaming",
-    "how-tos/streaming-content.ipynb": "https://docs.langchain.com/oss/python/langgraph/streaming",
-    "how-tos/stream-multiple.ipynb": "https://docs.langchain.com/oss/python/langgraph/streaming",
-    "how-tos/streaming-tokens-without-langchain.ipynb": "https://docs.langchain.com/oss/python/langgraph/streaming",
-    "how-tos/streaming-from-final-node.ipynb": "https://docs.langchain.com/oss/python/langgraph/streaming",
-    "how-tos/streaming-events-from-within-tools-without-langchain.ipynb": "https://docs.langchain.com/oss/python/langgraph/streaming",
+    "how-tos/stream-values.ipynb": "how-tos/streaming.md#stream-graph-state",
+    "how-tos/stream-updates.ipynb": "how-tos/streaming.md#stream-graph-state",
+    "how-tos/streaming-content.ipynb": "how-tos/streaming.md",
+    "how-tos/stream-multiple.ipynb": "how-tos/streaming.md#stream-multiple-nodes",
+    "how-tos/streaming-tokens-without-langchain.ipynb": "how-tos/streaming.md#use-with-any-llm",
+    "how-tos/streaming-from-final-node.ipynb": "how-tos/streaming-specific-nodes.ipynb",
+    "how-tos/streaming-events-from-within-tools-without-langchain.ipynb": "how-tos/streaming-events-from-within-tools.ipynb#example-without-langchain",
     # graph-api
-    "how-tos/state-reducers.ipynb": "https://docs.langchain.com/oss/python/langgraph/graph-api#define-and-update-state",
-    "how-tos/sequence.ipynb": "https://docs.langchain.com/oss/python/langgraph/graph-api#create-a-sequence-of-steps",
-    "how-tos/branching.ipynb": "https://docs.langchain.com/oss/python/langgraph/graph-api#create-branches",
-    "how-tos/recursion-limit.ipynb": "https://docs.langchain.com/oss/python/langgraph/graph-api#create-and-control-loops",
-    "how-tos/visualization.ipynb": "https://docs.langchain.com/oss/python/langgraph/graph-api#visualize-your-graph",
-    "how-tos/input_output_schema.ipynb": "https://docs.langchain.com/oss/python/langgraph/graph-api#define-input-and-output-schemas",
-    "how-tos/pass_private_state.ipynb": "https://docs.langchain.com/oss/python/langgraph/graph-api#pass-private-state-between-nodes",
-    "how-tos/state-model.ipynb": "https://docs.langchain.com/oss/python/langgraph/graph-api#use-pydantic-models-for-graph-state",
-    "how-tos/map-reduce.ipynb": "https://docs.langchain.com/oss/python/langgraph/graph-api#map-reduce-and-the-send-api",
-    "how-tos/command.ipynb": "https://docs.langchain.com/oss/python/langgraph/graph-api#combine-control-flow-and-state-updates-with-command",
-    "how-tos/configuration.ipynb": "https://docs.langchain.com/oss/python/langgraph/graph-api#add-runtime-configuration",
-    "how-tos/node-retries.ipynb": "https://docs.langchain.com/oss/python/langgraph/graph-api#add-retry-policies",
-    "how-tos/return-when-recursion-limit-hits.ipynb": "https://docs.langchain.com/oss/python/langgraph/graph-api#impose-a-recursion-limit",
-    "how-tos/async.ipynb": "https://docs.langchain.com/oss/python/langgraph/graph-api#async",
+    "how-tos/state-reducers.ipynb": "how-tos/graph-api.md#define-and-update-state",
+    "how-tos/sequence.ipynb": "how-tos/graph-api.md#create-a-sequence-of-steps",
+    "how-tos/branching.ipynb": "how-tos/graph-api.md#create-branches",
+    "how-tos/recursion-limit.ipynb": "how-tos/graph-api.md#create-and-control-loops",
+    "how-tos/visualization.ipynb": "how-tos/graph-api.md#visualize-your-graph",
+    "how-tos/input_output_schema.ipynb": "how-tos/graph-api.md#define-input-and-output-schemas",
+    "how-tos/pass_private_state.ipynb": "how-tos/graph-api.md#pass-private-state-between-nodes",
+    "how-tos/state-model.ipynb": "how-tos/graph-api.md#use-pydantic-models-for-graph-state",
+    "how-tos/map-reduce.ipynb": "how-tos/graph-api.md#map-reduce-and-the-send-api",
+    "how-tos/command.ipynb": "how-tos/graph-api.md#combine-control-flow-and-state-updates-with-command",
+    "how-tos/configuration.ipynb": "how-tos/graph-api.md#add-runtime-configuration",
+    "how-tos/node-retries.ipynb": "how-tos/graph-api.md#add-retry-policies",
+    "how-tos/return-when-recursion-limit-hits.ipynb": "how-tos/graph-api.md#impose-a-recursion-limit",
+    "how-tos/async.ipynb": "how-tos/graph-api.md#async",
     # memory how-tos
-    "how-tos/memory/manage-conversation-history.ipynb": "https://docs.langchain.com/oss/python/langgraph/add-memory",
-    "how-tos/memory/delete-messages.ipynb": "https://docs.langchain.com/oss/python/langgraph/add-memory#delete-messages",
-    "how-tos/memory/add-summary-conversation-history.ipynb": "https://docs.langchain.com/oss/python/langgraph/add-memory#summarize-messages",
-    "how-tos/memory.ipynb": "https://docs.langchain.com/oss/python/langgraph/add-memory",
-    "agents/memory.ipynb": "https://docs.langchain.com/oss/python/langgraph/add-memory",
+    "how-tos/memory/manage-conversation-history.ipynb": "how-tos/memory/add-memory.md",
+    "how-tos/memory/delete-messages.ipynb": "how-tos/memory/add-memory.md#delete-messages",
+    "how-tos/memory/add-summary-conversation-history.ipynb": "how-tos/memory/add-memory.md#summarize-messages",
+    "how-tos/memory.ipynb": "how-tos/memory/add-memory.md",
+    "agents/memory.ipynb": "how-tos/memory/add-memory.md",
     # subgraph how-tos
-    "how-tos/subgraph-transform-state.ipynb": "https://docs.langchain.com/oss/python/langgraph/use-subgraphs#different-state-schemas",
-    "how-tos/subgraphs-manage-state.ipynb": "https://docs.langchain.com/oss/python/langgraph/use-subgraphs#add-persistence",
+    "how-tos/subgraph-transform-state.ipynb": "how-tos/subgraph.md#different-state-schemas",
+    "how-tos/subgraphs-manage-state.ipynb": "how-tos/subgraph.md#add-persistence",
     # persistence how-tos
-    "how-tos/persistence_postgres.ipynb": "https://docs.langchain.com/oss/python/langgraph/add-memory#use-in-production",
-    "how-tos/persistence_mongodb.ipynb": "https://docs.langchain.com/oss/python/langgraph/add-memory#use-in-production",
-    "how-tos/persistence_redis.ipynb": "https://docs.langchain.com/oss/python/langgraph/add-memory#use-in-production",
-    "how-tos/subgraph-persistence.ipynb": "https://docs.langchain.com/oss/python/langgraph/add-memory#use-with-subgraphs",
-    "how-tos/cross-thread-persistence.ipynb": "https://docs.langchain.com/oss/python/langgraph/add-memory#add-long-term-memory",
-    "cloud/how-tos/copy_threads": "https://docs.langchain.com/langsmith/use-threads",
-    "cloud/how-tos/check-thread-status": "https://docs.langchain.com/langsmith/use-threads",
-    "cloud/concepts/threads.md": "https://docs.langchain.com/oss/python/langgraph/persistence#threads",
-    "how-tos/persistence.ipynb": "https://docs.langchain.com/oss/python/langgraph/add-memory",
+    "how-tos/persistence_postgres.ipynb": "how-tos/memory/add-memory.md#use-in-production",
+    "how-tos/persistence_mongodb.ipynb": "how-tos/memory/add-memory.md#use-in-production",
+    "how-tos/persistence_redis.ipynb": "how-tos/memory/add-memory.md#use-in-production",
+    "how-tos/subgraph-persistence.ipynb": "how-tos/memory/add-memory.md#use-with-subgraphs",
+    "how-tos/cross-thread-persistence.ipynb": "how-tos/memory/add-memory.md#add-long-term-memory",
+    "cloud/how-tos/copy_threads": "cloud/how-tos/use_threads",
+    "cloud/how-tos/check-thread-status": "cloud/how-tos/use_threads",
+    "cloud/concepts/threads.md": "concepts/persistence.md#threads",
+    "how-tos/persistence.ipynb": "how-tos/memory/add-memory.md",
     # tool calling how-tos
-    "how-tos/tool-calling-errors.ipynb": "https://docs.langchain.com/oss/python/langgraph/workflows-agents",
-    "how-tos/pass-config-to-tools.ipynb": "https://docs.langchain.com/oss/python/langgraph/workflows-agents",
-    "how-tos/pass-run-time-values-to-tools.ipynb": "https://docs.langchain.com/oss/python/langgraph/workflows-agents",
-    "how-tos/update-state-from-tools.ipynb": "https://docs.langchain.com/oss/python/langgraph/workflows-agents",
-    "agents/tools.md": "https://docs.langchain.com/oss/python/langgraph/workflows-agents",
+    "how-tos/tool-calling-errors.ipynb": "how-tos/tool-calling.ipynb#handle-errors",
+    "how-tos/pass-config-to-tools.ipynb": "how-tos/tool-calling.ipynb#access-config",
+    "how-tos/pass-run-time-values-to-tools.ipynb": "how-tos/tool-calling.ipynb#read-state",
+    "how-tos/update-state-from-tools.ipynb": "how-tos/tool-calling.ipynb#update-state",
+    "agents/tools.md": "how-tos/tool-calling.md",
     # multi-agent how-tos
-    "how-tos/agent-handoffs.ipynb": "https://docs.langchain.com/oss/python/langgraph/graph-api",
-    "how-tos/multi-agent-network.ipynb": "https://docs.langchain.com/oss/python/langgraph/graph-api",
-    "how-tos/multi-agent-multi-turn-convo.ipynb": "https://docs.langchain.com/oss/python/langgraph/graph-api",
+    "how-tos/agent-handoffs.ipynb": "how-tos/multi_agent.md#handoffs",
+    "how-tos/multi-agent-network.ipynb": "how-tos/multi_agent.md#use-in-a-multi-agent-system",
+    "how-tos/multi-agent-multi-turn-convo.ipynb": "how-tos/multi_agent.md#multi-turn-conversation",
     # cloud redirects
-    "cloud/index.md": "https://docs.langchain.com/oss/python/langgraph/overview",
-    "cloud/how-tos/index.md": "https://docs.langchain.com/langsmith/home",
-    "cloud/concepts/api.md": "https://docs.langchain.com/langsmith/langgraph-server",
-    "cloud/concepts/cloud.md": "https://docs.langchain.com/langsmith/cloud",
-    "cloud/faq/studio.md": "https://docs.langchain.com/langsmith/studio",
-    "cloud/how-tos/human_in_the_loop_edit_state.md": "https://docs.langchain.com/langsmith/add-human-in-the-loop",
-    "cloud/how-tos/human_in_the_loop_user_input.md": "https://docs.langchain.com/langsmith/add-human-in-the-loop",
-    "concepts/platform_architecture.md": "https://docs.langchain.com/langsmith/cloud#architecture",
+    "cloud/index.md": "index.md",
+    "cloud/how-tos/index.md": "concepts/langgraph_platform",
+    "cloud/concepts/api.md": "concepts/langgraph_server.md",
+    "cloud/concepts/cloud.md": "concepts/langgraph_cloud.md",
+    "cloud/faq/studio.md": "concepts/langgraph_studio.md#studio-faqs",
+    "cloud/how-tos/human_in_the_loop_edit_state.md": "cloud/how-tos/add-human-in-the-loop.md",
+    "cloud/how-tos/human_in_the_loop_user_input.md": "cloud/how-tos/add-human-in-the-loop.md",
+    "concepts/platform_architecture.md": "concepts/langgraph_cloud#architecture",
     # cloud streaming redirects
     "cloud/how-tos/stream_values.md": "https://docs.langchain.com/langsmith/streaming",
     "cloud/how-tos/stream_updates.md": "https://docs.langchain.com/langsmith/streaming",
@@ -94,39 +94,39 @@ REDIRECT_MAP = {
     "cloud/how-tos/stream_events.md": "https://docs.langchain.com/langsmith/streaming",
     "cloud/how-tos/stream_debug.md": "https://docs.langchain.com/langsmith/streaming",
     "cloud/how-tos/stream_multiple.md": "https://docs.langchain.com/langsmith/streaming",
-    "cloud/concepts/streaming.md": "https://docs.langchain.com/oss/python/langgraph/streaming",
-    "agents/streaming.md": "https://docs.langchain.com/oss/python/langgraph/streaming",
+    "cloud/concepts/streaming.md": "concepts/streaming.md",
+    "agents/streaming.md": "how-tos/streaming.md",
     # prebuilt redirects
-    "how-tos/create-react-agent.ipynb": "https://docs.langchain.com/oss/python/langchain/agents#basic-configuration",
-    "how-tos/create-react-agent-memory.ipynb": "https://docs.langchain.com/oss/python/langgraph/add-memory",
-    "how-tos/create-react-agent-system-prompt.ipynb": "https://docs.langchain.com/oss/python/langgraph/add-memory",
-    "how-tos/create-react-agent-structured-output.ipynb": "https://docs.langchain.com/oss/python/langchain/agents#structured-output",
+    "how-tos/create-react-agent.ipynb": "agents/agents.md#basic-configuration",
+    "how-tos/create-react-agent-memory.ipynb": "agents/memory.md",
+    "how-tos/create-react-agent-system-prompt.ipynb": "agents/context.md#prompts",
+    "how-tos/create-react-agent-structured-output.ipynb": "agents/agents.md#structured-output",
     # misc
-    "prebuilt.md": "https://docs.langchain.com/oss/python/langchain/agents",
-    "reference/prebuilt.md": "https://reference.langchain.com/python/langgraph/agents/",
-    "concepts/high_level.md": "https://docs.langchain.com/oss/python/langgraph/overview",
-    "concepts/index.md": "https://docs.langchain.com/oss/python/langgraph/overview",
-    "concepts/v0-human-in-the-loop.md": "https://docs.langchain.com/oss/python/langgraph/interrupts",
-    "how-tos/index.md": "https://docs.langchain.com/oss/python/langgraph/overview",
-    "tutorials/introduction.ipynb": "https://docs.langchain.com/oss/python/langgraph/overview",
-    "agents/deployment.md": "https://docs.langchain.com/oss/python/langgraph/local-server",
+    "prebuilt.md": "agents/prebuilt.md",
+    "reference/prebuilt.md": "reference/agents.md",
+    "concepts/high_level.md": "index.md",
+    "concepts/index.md": "index.md",
+    "concepts/v0-human-in-the-loop.md": "concepts/human-in-the-loop.md",
+    "how-tos/index.md": "index.md",
+    "tutorials/introduction.ipynb": "concepts/why-langgraph.md",
+    "agents/deployment.md": "tutorials/langgraph-platform/local-server.md",
     # deployment redirects
-    "how-tos/deploy-self-hosted.md": "https://docs.langchain.com/langsmith/hosting",
-    "concepts/self_hosted.md": "https://docs.langchain.com/langsmith/hosting",
-    "tutorials/deployment.md": "https://docs.langchain.com/langsmith/deployments",
+    "how-tos/deploy-self-hosted.md": "cloud/deployment/self_hosted_data_plane.md",
+    "concepts/self_hosted.md": "concepts/langgraph_self_hosted_data_plane.md",
+    "tutorials/deployment.md": "concepts/deployment_options.md",
     # assistant redirects
-    "cloud/how-tos/assistant_versioning.md": "https://docs.langchain.com/langsmith/configuration-cloud",
-    "cloud/concepts/runs.md": "https://docs.langchain.com/langsmith/assistants#execution",
+    "cloud/how-tos/assistant_versioning.md": "cloud/how-tos/configuration_cloud.md",
+    "cloud/concepts/runs.md": "concepts/assistants.md#execution",
     # hitl redirects
-    "how-tos/wait-user-input-functional.ipynb": "https://docs.langchain.com/oss/python/langgraph/functional-api",
-    "how-tos/review-tool-calls-functional.ipynb": "https://docs.langchain.com/oss/python/langgraph/functional-api",
-    "how-tos/create-react-agent-hitl.ipynb": "https://docs.langchain.com/oss/python/langgraph/interrupts",
-    "agents/human-in-the-loop.md": "https://docs.langchain.com/oss/python/langgraph/interrupts",
-    "how-tos/human_in_the_loop/dynamic_breakpoints.ipynb": "https://docs.langchain.com/oss/python/langgraph/interrupts",
-    "concepts/breakpoints.md": "https://docs.langchain.com/oss/python/langgraph/interrupts",
-    "how-tos/human_in_the_loop/breakpoints.md": "https://docs.langchain.com/oss/python/langgraph/interrupts",
-    "cloud/how-tos/human_in_the_loop_breakpoint.md": "https://docs.langchain.com/langsmith/add-human-in-the-loop",
-    "how-tos/human_in_the_loop/edit-graph-state.ipynb": "https://docs.langchain.com/oss/python/langgraph/use-time-travel",
+    "how-tos/wait-user-input-functional.ipynb": "how-tos/use-functional-api.md",
+    "how-tos/review-tool-calls-functional.ipynb": "how-tos/use-functional-api.md",
+    "how-tos/create-react-agent-hitl.ipynb": "how-tos/human_in_the_loop/add-human-in-the-loop.md",
+    "agents/human-in-the-loop.md": "how-tos/human_in_the_loop/add-human-in-the-loop.md",
+    "how-tos/human_in_the_loop/dynamic_breakpoints.ipynb": "how-tos/human_in_the_loop/breakpoints.md",
+    "concepts/breakpoints.md": "concepts/human_in_the_loop.md",
+    "how-tos/human_in_the_loop/breakpoints.md": "how-tos/human_in_the_loop/add-human-in-the-loop.md",
+    "cloud/how-tos/human_in_the_loop_breakpoint.md": "cloud/how-tos/add-human-in-the-loop.md",
+    "how-tos/human_in_the_loop/edit-graph-state.ipynb": "how-tos/human_in_the_loop/time-travel.md",
 
     # LGP mintlify migration redirects
     "tutorials/auth/getting_started.md": "https://docs.langchain.com/langsmith/auth",
@@ -141,7 +141,7 @@ REDIRECT_MAP = {
     "concepts/langgraph_server.md": "https://docs.langchain.com/langsmith/langgraph-server",
     "concepts/langgraph_data_plane.md": "https://docs.langchain.com/langsmith/data-plane",
     "concepts/langgraph_control_plane.md": "https://docs.langchain.com/langsmith/control-plane",
-    "concepts/langgraph_cli.md": "https://docs.langchain.com/langsmith/cli",
+    "concepts/langgraph_cli.md": "https://docs.langchain.com/langsmith/langgraph-cli",
     "concepts/langgraph_studio.md": "https://docs.langchain.com/langsmith/studio",
     "cloud/how-tos/studio/quick_start.md": "https://docs.langchain.com/langsmith/quick-start-studio",
     "cloud/how-tos/invoke_studio.md": "https://docs.langchain.com/langsmith/use-studio#run-application",
@@ -206,234 +206,6 @@ REDIRECT_MAP = {
     "cloud/reference/cli.md": "https://docs.langchain.com/langsmith/cli",
     "cloud/reference/env_var.md": "https://docs.langchain.com/langsmith/env-var",
     "troubleshooting/studio.md": "https://docs.langchain.com/langsmith/troubleshooting-studio",
-
-    # LangGraph mintlify migration redirects
-    "index.md": "https://docs.langchain.com/oss/python/langgraph/overview",
-    "agents/agents.md": "https://docs.langchain.com/oss/python/langchain/agents",
-    "concepts/why-langgraph.md": "https://docs.langchain.com/oss/python/langgraph/overview",
-    "tutorials/get-started/1-build-basic-chatbot.md": "https://docs.langchain.com/oss/python/langgraph/quickstart",
-    "tutorials/get-started/2-add-tools.md": "https://docs.langchain.com/oss/python/langgraph/quickstart",
-    "tutorials/get-started/3-add-memory.md": "https://docs.langchain.com/oss/python/langgraph/quickstart",
-    "tutorials/get-started/4-human-in-the-loop.md": "https://docs.langchain.com/oss/python/langgraph/quickstart",
-    "tutorials/get-started/5-customize-state.md": "https://docs.langchain.com/oss/python/langgraph/quickstart",
-    "tutorials/get-started/6-time-travel.md": "https://docs.langchain.com/oss/python/langgraph/quickstart",
-    "tutorials/langsmith/local-server.md": "https://docs.langchain.com/oss/python/langgraph/local-server",
-    "tutorials/workflows.md": "https://docs.langchain.com/oss/python/langgraph/workflows-agents",
-    "concepts/agentic_concepts.md": "https://docs.langchain.com/oss/python/langgraph/workflows-agents",
-    "guides/index.md": "https://docs.langchain.com/oss/python/langchain/overview",
-    "agents/overview.md": "https://docs.langchain.com/oss/python/langchain/agents",
-    "agents/run_agents.md": "https://docs.langchain.com/oss/python/langgraph/quickstart",
-    "concepts/low_level.md": "https://docs.langchain.com/oss/python/langgraph/graph-api",
-    "how-tos/graph-api.md": "https://docs.langchain.com/oss/python/langgraph/graph-api",
-    "concepts/functional_api.md": "https://docs.langchain.com/oss/python/langgraph/functional-api",
-    "how-tos/use-functional-api.md": "https://docs.langchain.com/oss/python/langgraph/functional-api",
-    "concepts/pregel.md": "https://docs.langchain.com/oss/python/langgraph/pregel",
-    "concepts/streaming.md": "https://docs.langchain.com/oss/python/langgraph/streaming",
-    "how-tos/streaming.md": "https://docs.langchain.com/oss/python/langgraph/streaming",
-    "concepts/persistence.md": "https://docs.langchain.com/oss/python/langgraph/persistence",
-    "concepts/durable_execution.md": "https://docs.langchain.com/oss/python/langgraph/durable-execution",
-    "concepts/memory.md": "https://docs.langchain.com/oss/python/langgraph/memory",
-    "how-tos/memory/add-memory.md": "https://docs.langchain.com/oss/python/langgraph/add-memory",
-    "agents/context.md": "https://docs.langchain.com/oss/python/langgraph/add-memory",
-    "agents/models.md": "https://docs.langchain.com/oss/python/langgraph/overview",
-    "concepts/tools.md": "https://docs.langchain.com/oss/python/langgraph/workflows-agents",
-    "how-tos/tool-calling.md": "https://docs.langchain.com/oss/python/langgraph/workflows-agents",
-    "concepts/human_in_the_loop.md": "https://docs.langchain.com/oss/python/langgraph/interrupts",
-    "how-tos/human_in_the_loop/add-human-in-the-loop.md": "https://docs.langchain.com/oss/python/langgraph/interrupts",
-    "concepts/time-travel.md": "https://docs.langchain.com/oss/python/langgraph/persistence",
-    "how-tos/human_in_the_loop/time-travel.md": "https://docs.langchain.com/oss/python/langgraph/use-time-travel",
-    "concepts/subgraphs.md": "https://docs.langchain.com/oss/python/langgraph/use-subgraphs",
-    "how-tos/subgraph.md": "https://docs.langchain.com/oss/python/langgraph/use-subgraphs",
-    "concepts/multi_agent.md": "https://docs.langchain.com/oss/python/langgraph/graph-api",
-    "agents/multi-agent.md": "https://docs.langchain.com/oss/python/langchain/multi-agent",
-    "how-tos/multi_agent.md": "https://docs.langchain.com/oss/python/langgraph/graph-api",
-    "concepts/mcp.md": "https://docs.langchain.com/oss/python/langgraph/overview",
-    "agents/mcp.md": "https://docs.langchain.com/oss/python/langgraph/overview",
-    "concepts/tracing.md": "https://docs.langchain.com/oss/python/langgraph/observability",
-    "how-tos/enable-tracing.md": "https://docs.langchain.com/oss/python/langgraph/observability",
-    "agents/evals.md": "https://docs.langchain.com/oss/python/langgraph/overview",
-    "examples/index.md": "https://docs.langchain.com/oss/python/langgraph/case-studies",
-    "concepts/template_applications.md": "https://docs.langchain.com/oss/python/langgraph/overview",
-    "tutorials/rag/langgraph_agentic_rag.md": "https://docs.langchain.com/oss/python/langgraph/agentic-rag",
-    "tutorials/multi_agent/agent_supervisor.md": "https://docs.langchain.com/oss/python/langgraph/workflows-agents",
-    "tutorials/sql/sql-agent.md": "https://docs.langchain.com/oss/python/langgraph/sql-agent",
-    "agents/ui.md": "https://docs.langchain.com/oss/python/langgraph/ui",
-    "how-tos/run-id-langsmith.md": "https://docs.langchain.com/oss/python/langgraph/observability",
-    "troubleshooting/errors/index.md": "https://docs.langchain.com/oss/python/langgraph/common-errors",
-    "troubleshooting/errors/INVALID_CHAT_HISTORY.md": "https://docs.langchain.com/oss/python/langgraph/INVALID_CHAT_HISTORY",
-    "troubleshooting/errors/INVALID_LICENSE.md": "https://docs.langchain.com/oss/python/langgraph/common-errors",
-    "adopters.md": "https://docs.langchain.com/oss/python/langgraph/case-studies",
-    "concepts/faq.md": "https://docs.langchain.com/oss/python/langgraph/overview",
-    "agents/prebuilt.md": "https://docs.langchain.com/oss/python/langchain/agents",
-    "reference/index.md": "https://reference.langchain.com/python/langgraph/",
-    "reference/graphs.md": "https://reference.langchain.com/python/langgraph/graphs/",
-    "reference/func.md": "https://reference.langchain.com/python/langgraph/func/",
-    "reference/pregel.md": "https://reference.langchain.com/python/langgraph/pregel/",
-    "reference/checkpoints.md": "https://reference.langchain.com/python/langgraph/checkpoints/",
-    "reference/store.md": "https://reference.langchain.com/python/langgraph/store/",
-    "reference/cache.md": "https://reference.langchain.com/python/langgraph/cache/",
-    "reference/types.md": "https://reference.langchain.com/python/langgraph/types/",
-    "reference/runtime.md": "https://reference.langchain.com/python/langgraph/runtime/",
-    "reference/config.md": "https://reference.langchain.com/python/langgraph/config/",
-    "reference/errors.md": "https://reference.langchain.com/python/langgraph/errors/",
-    "reference/constants.md": "https://reference.langchain.com/python/langgraph/constants/",
-    "reference/channels.md": "https://reference.langchain.com/python/langgraph/channels/",
-    "reference/agents.md": "https://reference.langchain.com/python/langgraph/agents/",
-    "reference/supervisor.md": "https://reference.langchain.com/python/langgraph/supervisor/",
-    "reference/swarm.md": "https://reference.langchain.com/python/langgraph/swarm/",
-    "reference/mcp.md": "https://reference.langchain.com/python/langgraph/mcp/",
-    "cloud/reference/sdk/python_sdk_ref.md": "https://reference.langchain.com/python/platform/python_sdk/",
-    "reference/remote_graph.md": "https://reference.langchain.com/python/platform/remote_graph/",
-
-    # additional exclude-search entries from mkdocs.yml
-    "additional-resources/index.md": "https://docs.langchain.com/oss/python/langchain/overview",
-    "cloud/concepts/cron_jobs.md": "https://docs.langchain.com/langsmith/cron-jobs",
-    "cloud/concepts/data_storage_and_privacy.md": "https://docs.langchain.com/langsmith/data-storage-and-privacy",
-    "cloud/concepts/webhooks.md": "https://docs.langchain.com/langsmith/use-webhooks",
-    "cloud/deployment/cloud.md": "https://docs.langchain.com/langsmith/cloud",
-    "cloud/deployment/custom_docker.md": "https://docs.langchain.com/langsmith/custom-docker",
-    "cloud/deployment/egress.md": "https://docs.langchain.com/langsmith/env-var",
-    "cloud/deployment/graph_rebuild.md": "https://docs.langchain.com/langsmith/graph-rebuild",
-    "cloud/deployment/self_hosted_control_plane.md": "https://docs.langchain.com/langsmith/hosting",
-    "cloud/deployment/self_hosted_data_plane.md": "https://docs.langchain.com/langsmith/hosting",
-    "cloud/deployment/semantic_search.md": "https://docs.langchain.com/langsmith/semantic-search",
-    "cloud/deployment/setup_javascript.md": "https://docs.langchain.com/langsmith/setup-javascript",
-    "cloud/deployment/setup_pyproject.md": "https://docs.langchain.com/langsmith/setup-pyproject",
-    "cloud/deployment/setup.md": "https://docs.langchain.com/langsmith/setup-app-requirements-txt",
-    "cloud/deployment/standalone_container.md": "https://docs.langchain.com/langsmith/docker",
-    "cloud/how-tos/add-human-in-the-loop.md": "https://docs.langchain.com/langsmith/add-human-in-the-loop",
-    "cloud/how-tos/background_run.md": "https://docs.langchain.com/langsmith/background-run",
-    "cloud/how-tos/clone_traces_studio.md": "https://docs.langchain.com/langsmith/observability",
-    "cloud/how-tos/configurable_headers.md": "https://docs.langchain.com/langsmith/configurable-headers",
-    "cloud/how-tos/configuration_cloud.md": "https://docs.langchain.com/langsmith/configuration-cloud",
-    "cloud/how-tos/cron_jobs.md": "https://docs.langchain.com/langsmith/cron-jobs",
-    "cloud/how-tos/datasets_studio.md": "https://docs.langchain.com/langsmith/use-studio",
-    "cloud/how-tos/enqueue_concurrent.md": "https://docs.langchain.com/langsmith/enqueue-concurrent",
-    "cloud/how-tos/generative_ui_react.md": "https://docs.langchain.com/langsmith/generative-ui-react",
-    "cloud/how-tos/human_in_the_loop_time_travel.md": "https://docs.langchain.com/langsmith/human-in-the-loop-time-travel",
-    "cloud/how-tos/interrupt_concurrent.md": "https://docs.langchain.com/langsmith/interrupt-concurrent",
-    "cloud/how-tos/invoke_studio.md": "https://docs.langchain.com/langsmith/use-studio",
-    "cloud/how-tos/iterate_graph_studio.md": "https://docs.langchain.com/langsmith/use-studio",
-    "cloud/how-tos/reject_concurrent.md": "https://docs.langchain.com/langsmith/reject-concurrent",
-    "cloud/how-tos/rollback_concurrent.md": "https://docs.langchain.com/langsmith/rollback-concurrent",
-    "cloud/how-tos/same-thread.md": "https://docs.langchain.com/langsmith/same-thread",
-    "cloud/how-tos/stateless_runs.md": "https://docs.langchain.com/langsmith/stateless-runs",
-    "cloud/how-tos/streaming.md": "https://docs.langchain.com/langsmith/streaming",
-    "cloud/how-tos/studio/manage_assistants.md": "https://docs.langchain.com/langsmith/use-studio",
-    "cloud/how-tos/studio/quick_start.md": "https://docs.langchain.com/langsmith/quick-start-studio",
-    "cloud/how-tos/studio/run_evals.md": "https://docs.langchain.com/langsmith/observability",
-    "cloud/how-tos/threads_studio.md": "https://docs.langchain.com/langsmith/use-threads",
-    "cloud/how-tos/use_stream_react.md": "https://docs.langchain.com/langsmith/use-stream-react",
-    "cloud/how-tos/use_threads.md": "https://docs.langchain.com/langsmith/use-threads",
-    "cloud/how-tos/webhooks.md": "https://docs.langchain.com/langsmith/use-webhooks",
-    "cloud/quick_start.md": "https://docs.langchain.com/langsmith/deployment-quickstart",
-    "cloud/reference/api/api_ref_control_plane.md": "https://docs.langchain.com/langsmith/api-ref-control-plane",
-    "cloud/reference/api/api_ref.md": "https://docs.langchain.com/langsmith/server-api-ref",
-    "cloud/reference/cli.md": "https://docs.langchain.com/langsmith/cli",
-    "cloud/reference/env_var.md": "https://docs.langchain.com/langsmith/env-var",
-    "cloud/reference/langgraph_server_changelog.md": "https://docs.langchain.com/langsmith/langgraph-server-changelog",
-    "cloud/reference/sdk/js_ts_sdk_ref.md": "https://reference.langchain.com/javascript/modules/langsmith.html",
-    "concepts/application_structure.md": "https://docs.langchain.com/langsmith/application-structure",
-    "concepts/assistants.md": "https://docs.langchain.com/langsmith/assistants",
-    "concepts/auth.md": "https://docs.langchain.com/langsmith/auth",
-    "concepts/deployment_options.md": "https://docs.langchain.com/langsmith/deployments",
-    "concepts/double_texting.md": "https://docs.langchain.com/langsmith/double-texting",
-    "concepts/faq.md": "https://docs.langchain.com/langsmith/faq",
-    "concepts/langgraph_cli.md": "https://docs.langchain.com/langsmith/cli",
-    "concepts/langgraph_cloud.md": "https://docs.langchain.com/langsmith/cloud",
-    "concepts/langgraph_components.md": "https://docs.langchain.com/langsmith/components",
-    "concepts/langgraph_control_plane.md": "https://docs.langchain.com/langsmith/control-plane",
-    "concepts/langgraph_data_plane.md": "https://docs.langchain.com/langsmith/data-plane",
-    "concepts/langgraph_platform.md": "https://docs.langchain.com/langsmith/home",
-    "concepts/langgraph_self_hosted_control_plane.md": "https://docs.langchain.com/langsmith/hosting",
-    "concepts/langgraph_self_hosted_data_plane.md": "https://docs.langchain.com/langsmith/hosting",
-    "concepts/langgraph_server.md": "https://docs.langchain.com/langsmith/langgraph-server",
-    "concepts/langgraph_standalone_container.md": "https://docs.langchain.com/langsmith/docker",
-    "concepts/langgraph_studio.md": "https://docs.langchain.com/langsmith/studio",
-    "concepts/plans.md": "https://docs.langchain.com/langsmith/home",
-    "concepts/scalability_and_resilience.md": "https://docs.langchain.com/langsmith/scalability-and-resilience",
-    "concepts/sdk.md": "https://docs.langchain.com/langsmith/sdk",
-    "concepts/server-mcp.md": "https://docs.langchain.com/langsmith/server-mcp",
-    "concepts/template_applications.md": "https://docs.langchain.com/oss/python/langgraph/overview",
-    "concepts/why-langgraph.md": "https://docs.langchain.com/oss/python/langgraph/overview",
-    "examples/index.md": "https://docs.langchain.com/oss/python/langgraph/case-studies",
-    "guides/index.md": "https://docs.langchain.com/oss/python/langchain/overview",
-    "how-tos/auth/custom_auth.md": "https://docs.langchain.com/langsmith/custom-auth",
-    "how-tos/auth/openapi_security.md": "https://docs.langchain.com/langsmith/openapi-security",
-    "how-tos/autogen-integration.md": "https://docs.langchain.com/langsmith/autogen-integration",
-    "how-tos/http/custom_lifespan.md": "https://docs.langchain.com/langsmith/custom-lifespan",
-    "how-tos/http/custom_middleware.md": "https://docs.langchain.com/langsmith/custom-middleware",
-    "how-tos/http/custom_routes.md": "https://docs.langchain.com/langsmith/custom-routes",
-    "how-tos/ttl/configure_ttl.md": "https://docs.langchain.com/langsmith/configure-ttl",
-    "how-tos/use-remote-graph.md": "https://docs.langchain.com/langsmith/use-remote-graph",
-    "index.md": "https://docs.langchain.com/oss/python/langgraph/overview",
-    "snippets/chat_model_tabs.md": "https://docs.langchain.com/oss/python/langchain/overview",
-    "troubleshooting/errors/GRAPH_RECURSION_LIMIT.md": "https://docs.langchain.com/oss/python/langgraph/GRAPH_RECURSION_LIMIT",
-    "troubleshooting/errors/index.md": "https://docs.langchain.com/oss/python/langgraph/common-errors",
-    "troubleshooting/errors/INVALID_CHAT_HISTORY.md": "https://docs.langchain.com/oss/python/langgraph/INVALID_CHAT_HISTORY",
-    "troubleshooting/errors/INVALID_CONCURRENT_GRAPH_UPDATE.md": "https://docs.langchain.com/oss/python/langgraph/INVALID_CONCURRENT_GRAPH_UPDATE",
-    "troubleshooting/errors/INVALID_GRAPH_NODE_RETURN_VALUE.md": "https://docs.langchain.com/oss/python/langgraph/INVALID_GRAPH_NODE_RETURN_VALUE",
-    "troubleshooting/errors/INVALID_LICENSE.md": "https://docs.langchain.com/oss/python/langgraph/common-errors",
-    "troubleshooting/errors/MULTIPLE_SUBGRAPHS.md": "https://docs.langchain.com/oss/python/langgraph/MULTIPLE_SUBGRAPHS",
-    "troubleshooting/studio.md": "https://docs.langchain.com/langsmith/troubleshooting-studio",
-    "tutorials/auth/add_auth_server.md": "https://docs.langchain.com/langsmith/add-auth-server",
-    "tutorials/auth/getting_started.md": "https://docs.langchain.com/langsmith/auth",
-    "tutorials/auth/resource_auth.md": "https://docs.langchain.com/langsmith/resource-auth",
-    "agents/agents.md": "https://docs.langchain.com/oss/python/langchain/agents",
-    "concepts/why-langgraph.md": "https://docs.langchain.com/oss/python/langgraph/overview",
-    "tutorials/langsmith/local-server.md": "https://docs.langchain.com/oss/python/langgraph/local-server",
-    "tutorials/workflows.md": "https://docs.langchain.com/oss/python/langgraph/workflows-agents",
-    "concepts/agentic_concepts.md": "https://docs.langchain.com/oss/python/langgraph/workflows-agents",
-    "guides/index.md": "https://docs.langchain.com/oss/python/langchain/overview",
-    "agents/overview.md": "https://docs.langchain.com/oss/python/langchain/agents",
-    "concepts/agentic_concepts.md": "https://docs.langchain.com/oss/python/langgraph/workflows-agents",
-    "agents/run_agents.md": "https://docs.langchain.com/oss/python/langgraph/quickstart",
-    "concepts/low_level.md": "https://docs.langchain.com/oss/python/langgraph/graph-api",
-    "how-tos/graph-api.md": "https://docs.langchain.com/oss/python/langgraph/graph-api",
-    "concepts/functional_api.md": "https://docs.langchain.com/oss/python/langgraph/functional-api",
-    "how-tos/use-functional-api.md": "https://docs.langchain.com/oss/python/langgraph/functional-api",
-    "concepts/pregel.md": "https://docs.langchain.com/oss/python/langgraph/pregel",
-    "concepts/streaming.md": "https://docs.langchain.com/oss/python/langgraph/streaming",
-    "how-tos/streaming.md": "https://docs.langchain.com/oss/python/langgraph/streaming",
-    "concepts/persistence.md": "https://docs.langchain.com/oss/python/langgraph/persistence",
-    "concepts/durable_execution.md": "https://docs.langchain.com/oss/python/langgraph/durable-execution",
-    "concepts/memory.md": "https://docs.langchain.com/oss/python/langgraph/memory",
-    "how-tos/memory/add-memory.md": "https://docs.langchain.com/oss/python/langgraph/add-memory",
-    "agents/context.md": "https://docs.langchain.com/oss/python/langgraph/add-memory",
-    "agents/models.md": "https://docs.langchain.com/oss/python/langgraph/overview",
-    "concepts/tools.md": "https://docs.langchain.com/oss/python/langgraph/workflows-agents",
-    "how-tos/tool-calling.md": "https://docs.langchain.com/oss/python/langgraph/workflows-agents",
-    "concepts/human_in_the_loop.md": "https://docs.langchain.com/oss/python/langgraph/interrupts",
-    "how-tos/human_in_the_loop/add-human-in-the-loop.md": "https://docs.langchain.com/oss/python/langgraph/interrupts",
-    "concepts/time-travel.md": "https://docs.langchain.com/oss/python/langgraph/persistence",
-    "how-tos/human_in_the_loop/time-travel.md": "https://docs.langchain.com/oss/python/langgraph/use-time-travel",
-    "concepts/subgraphs.md": "https://docs.langchain.com/oss/python/langgraph/use-subgraphs",
-    "how-tos/subgraph.md": "https://docs.langchain.com/oss/python/langgraph/use-subgraphs",
-    "concepts/multi_agent.md": "https://docs.langchain.com/oss/python/langgraph/graph-api",
-    "agents/multi-agent.md": "https://docs.langchain.com/oss/python/langchain/multi-agent",
-    "how-tos/multi_agent.md": "https://docs.langchain.com/oss/python/langgraph/graph-api",
-    "concepts/mcp.md": "https://docs.langchain.com/oss/python/langgraph/overview",
-    "agents/mcp.md": "https://docs.langchain.com/oss/python/langgraph/overview",
-    "concepts/tracing.md": "https://docs.langchain.com/oss/python/langgraph/observability",
-    "how-tos/enable-tracing.md": "https://docs.langchain.com/oss/python/langgraph/observability",
-    "agents/evals.md": "https://docs.langchain.com/oss/python/langgraph/overview",
-    "examples/index.md": "https://docs.langchain.com/oss/python/langgraph/case-studies",
-    "concepts/template_applications.md": "https://docs.langchain.com/oss/python/langgraph/overview",
-    "tutorials/rag/langgraph_agentic_rag.md": "https://docs.langchain.com/oss/python/langgraph/agentic-rag",
-    "tutorials/multi_agent/agent_supervisor.md": "https://docs.langchain.com/oss/python/langgraph/workflows-agents",
-    "tutorials/sql/sql-agent.md": "https://docs.langchain.com/oss/python/langgraph/sql-agent",
-    "agents/ui.md": "https://docs.langchain.com/oss/python/langgraph/ui",
-    "how-tos/run-id-langsmith.md": "https://docs.langchain.com/oss/python/langgraph/observability",
-    "troubleshooting/errors/index.md": "https://docs.langchain.com/oss/python/langgraph/common-errors",
-    "troubleshooting/errors/GRAPH_RECURSION_LIMIT.md": "https://docs.langchain.com/oss/python/langgraph/GRAPH_RECURSION_LIMIT",
-    "troubleshooting/errors/INVALID_CONCURRENT_GRAPH_UPDATE.md": "https://docs.langchain.com/oss/python/langgraph/INVALID_CONCURRENT_GRAPH_UPDATE",
-    "troubleshooting/errors/INVALID_GRAPH_NODE_RETURN_VALUE.md": "https://docs.langchain.com/oss/python/langgraph/INVALID_GRAPH_NODE_RETURN_VALUE",
-    "troubleshooting/errors/MULTIPLE_SUBGRAPHS.md": "https://docs.langchain.com/oss/python/langgraph/MULTIPLE_SUBGRAPHS",
-    "troubleshooting/errors/INVALID_CHAT_HISTORY.md": "https://docs.langchain.com/oss/python/langgraph/INVALID_CHAT_HISTORY",
-    "troubleshooting/errors/INVALID_LICENSE.md": "https://docs.langchain.com/oss/python/langgraph/common-errors",
-    "adopters.md": "https://docs.langchain.com/oss/python/langgraph/case-studies",
-    "concepts/faq.md": "https://docs.langchain.com/oss/python/langgraph/overview",
-    "agents/prebuilt.md": "https://docs.langchain.com/oss/python/langchain/agents",
 }
 
 
@@ -788,16 +560,10 @@ def on_post_page(html: str, page: Page, config: MkDocsConfig) -> str:
 # Create HTML files for redirects after site dir has been built
 def on_post_build(config):
     use_directory_urls = config.get("use_directory_urls")
-    site_dir = config["site_dir"]
-
-    # Track which paths have explicit redirects
-    redirected_paths = set()
-
-    # Process explicit redirects from REDIRECT_MAP
     for page_old, page_new in REDIRECT_MAP.items():
         # Convert .ipynb to .md for path calculation
         page_old = page_old.replace(".ipynb", ".md")
-
+        
         # Calculate the HTML path for the old page (whether it exists or not)
         if use_directory_urls:
             # With directory URLs: /path/to/page/ becomes /path/to/page/index.html
@@ -811,18 +577,15 @@ def on_post_build(config):
                 old_html_path = page_old[:-3] + ".html"
             else:
                 old_html_path = page_old + ".html"
-
-        # Track this path as redirected
-        redirected_paths.add(old_html_path)
-
+        
         if isinstance(page_new, str) and page_new.startswith("http"):
             # Handle external redirects
-            _write_html(site_dir, old_html_path, page_new)
+            _write_html(config["site_dir"], old_html_path, page_new)
         else:
             # Handle internal redirects
             page_new = page_new.replace(".ipynb", ".md")
             page_new_before_hash, hash, suffix = page_new.partition("#")
-
+            
             # Try to get the new path using File class, but fallback to manual calculation
             try:
                 new_html_path = File(page_new_before_hash, "", "", True).url
@@ -844,70 +607,5 @@ def on_post_build(config):
                     else:
                         new_html_path = page_new_before_hash + ".html"
                 new_html_path += hash + suffix
-
-            _write_html(site_dir, old_html_path, new_html_path)
-
-    # Create root index.html redirect
-    root_redirect_html = """<!doctype html>
-<html lang="en">
-<head>
-    <meta charset="utf-8">
-    <title>Redirecting to LangGraph Documentation</title>
-    <link rel="canonical" href="https://docs.langchain.com/oss/python/langgraph/overview">
-    <meta name="robots" content="noindex">
-    <script>var anchor=window.location.hash.substr(1);location.href="https://docs.langchain.com/oss/python/langgraph/overview"+(anchor?"#"+anchor:"")</script>
-    <meta http-equiv="refresh" content="0; url=https://docs.langchain.com/oss/python/langgraph/overview">
-</head>
-<body>
-<h1>Documentation has moved</h1>
-<p>The LangGraph documentation has moved to <a href="https://docs.langchain.com/oss/python/langgraph/overview">docs.langchain.com</a>.</p>
-<p>Redirecting you now...</p>
-</body>
-</html>
-"""
-
-    root_index_path = os.path.join(site_dir, "index.html")
-    with open(root_index_path, "w", encoding="utf-8") as f:
-        f.write(root_redirect_html)
-
-    # Create 404.html for GitHub Pages catch-all redirect
-    # GitHub Pages will serve this for any unmapped URLs
-    notfound_redirect_html = """<!doctype html>
-<html lang="en">
-<head>
-    <meta charset="utf-8">
-    <title>Redirecting to LangGraph Documentation</title>
-    <link rel="canonical" href="https://docs.langchain.com/oss/python/langgraph/overview">
-    <meta name="robots" content="noindex">
-    <script>
-        // Redirect to new docs site
-        window.location.href = "https://docs.langchain.com/oss/python/langgraph/overview";
-    </script>
-    <meta http-equiv="refresh" content="0; url=https://docs.langchain.com/oss/python/langgraph/overview">
-</head>
-<body>
-<h1>Page Not Found</h1>
-<p>This page has moved to the new LangGraph documentation at <a href="https://docs.langchain.com/oss/python/langgraph/overview">docs.langchain.com</a>.</p>
-<p>Redirecting you now...</p>
-</body>
-</html>
-"""
-
-    notfound_path = os.path.join(site_dir, "404.html")
-    with open(notfound_path, "w", encoding="utf-8") as f:
-        f.write(notfound_redirect_html)
-
-    # Create server-side catch-all redirect file for Netlify/Cloudflare Pages
-    # This handles any pages not explicitly mapped in REDIRECT_MAP
-    # Note: This won't work on GitHub Pages, but kept for potential future use
-    redirects_content = """# Netlify/Cloudflare Pages redirect rules
-# Specific redirects are handled by individual HTML redirect pages
-# This is the catch-all for any unmapped pages
-
-# Catch-all: redirect any page not explicitly mapped
-/*  https://docs.langchain.com/oss/python/langgraph/overview  301
-"""
-
-    redirects_path = os.path.join(site_dir, "_redirects")
-    with open(redirects_path, "w", encoding="utf-8") as f:
-        f.write(redirects_content)
+            
+            _write_html(config["site_dir"], old_html_path, new_html_path)
diff --git a/docs/docs/tutorials/langgraph-platform/local-server.md b/docs/docs/tutorials/langgraph-platform/local-server.md
index 971ab74b5..f749f248d 100644
--- a/docs/docs/tutorials/langgraph-platform/local-server.md
+++ b/docs/docs/tutorials/langgraph-platform/local-server.md
@@ -294,9 +294,9 @@ Now that you have a LangGraph app running locally, take your journey further by
 :::python
 
 - [Python SDK Reference](../../cloud/reference/sdk/python_sdk_ref.md): Explore the Python SDK API Reference.
-:::
+  :::
 
 :::js
 
 - [JS/TS SDK Reference](../../cloud/reference/sdk/js_ts_sdk_ref.md): Explore the JS/TS SDK API Reference.
-:::
+  :::
diff --git a/docs/mkdocs.yml b/docs/mkdocs.yml
index a15a4b586..9bf95b065 100644
--- a/docs/mkdocs.yml
+++ b/docs/mkdocs.yml
@@ -149,67 +149,6 @@ plugins:
         - tutorials/auth/add_auth_server.md
         - tutorials/auth/getting_started.md
         - tutorials/auth/resource_auth.md
-        - agents/agents.md
-        - concepts/why-langgraph.md
-        - tutorials/get-started/1-build-basic-chatbot.md
-        - tutorials/get-started/2-add-tools.md
-        - tutorials/get-started/3-add-memory.md
-        - tutorials/get-started/4-human-in-the-loop.md
-        - tutorials/get-started/5-customize-state.md
-        - tutorials/get-started/6-time-travel.md
-        - tutorials/langgraph-platform/local-server.md
-        - tutorials/workflows.md
-        - concepts/agentic_concepts.md
-        - guides/index.md
-        - agents/overview.md
-        - agents/run_agents.md
-        - concepts/low_level.md
-        - how-tos/graph-api.md
-        - concepts/functional_api.md
-        - how-tos/use-functional-api.md
-        - concepts/pregel.md
-        - concepts/streaming.md
-        - how-tos/streaming.md
-        - concepts/persistence.md
-        - concepts/durable_execution.md
-        - concepts/memory.md
-        - how-tos/memory/add-memory.md
-        - agents/context.md
-        - agents/models.md
-        - concepts/tools.md
-        - how-tos/tool-calling.md
-        - concepts/human_in_the_loop.md
-        - how-tos/human_in_the_loop/add-human-in-the-loop.md
-        - concepts/time-travel.md
-        - how-tos/human_in_the_loop/time-travel.md
-        - concepts/subgraphs.md
-        - how-tos/subgraph.md
-        - concepts/multi_agent.md
-        - agents/multi-agent.md
-        - how-tos/multi_agent.md
-        - concepts/mcp.md
-        - agents/mcp.md
-        - concepts/tracing.md
-        - how-tos/enable-tracing.md
-        - agents/evals.md
-        - examples/index.md
-        - concepts/template_applications.md  # TODO: make tutorial
-        - tutorials/rag/langgraph_agentic_rag.md
-        - tutorials/multi_agent/agent_supervisor.md
-        - tutorials/sql/sql-agent.md
-        - agents/ui.md
-        - how-tos/run-id-langsmith.md
-        - troubleshooting/errors/index.md
-        - troubleshooting/errors/GRAPH_RECURSION_LIMIT.md
-        - troubleshooting/errors/INVALID_CONCURRENT_GRAPH_UPDATE.md
-        - troubleshooting/errors/INVALID_GRAPH_NODE_RETURN_VALUE.md
-        - troubleshooting/errors/MULTIPLE_SUBGRAPHS.md
-        - troubleshooting/errors/INVALID_CHAT_HISTORY.md
-        - troubleshooting/errors/INVALID_LICENSE.md
-        - adopters.md
-        - concepts/faq.md
-        - agents/prebuilt.md # NOTE: prebuilt.md is auto-generated by `make build-prebuilt`
-
   - tags
   - include-markdown
   - mkdocstrings:
@@ -247,6 +186,75 @@ plugins:
                 - "!^_"
 
 nav:
+  - Get started:
+    - index.md
+    - Quickstarts:
+      - Start with a prebuilt agent: agents/agents.md
+      - Build a custom workflow:
+          -  concepts/why-langgraph.md
+          -  1. Build a basic chatbot: tutorials/get-started/1-build-basic-chatbot.md
+          -  2. Add tools: tutorials/get-started/2-add-tools.md
+          -  3. Add memory: tutorials/get-started/3-add-memory.md
+          -  4. Add human-in-the-loop: tutorials/get-started/4-human-in-the-loop.md
+          -  5. Customize state: tutorials/get-started/5-customize-state.md
+          -  6. Time travel: tutorials/get-started/6-time-travel.md
+      - Run a local server: tutorials/langgraph-platform/local-server.md
+    - General concepts:
+      - Workflows & agents: tutorials/workflows.md
+      - Agent architectures: concepts/agentic_concepts.md
+
+  - Guides:
+    - guides/index.md
+    - Agent development:
+      - Overview: agents/overview.md
+      - Run an agent: agents/run_agents.md
+    - LangGraph APIs:
+      - Graph API:
+          - Overview: concepts/low_level.md
+          - Use the Graph API: how-tos/graph-api.md
+      - Functional API:
+          - Overview: concepts/functional_api.md
+          - Use the Functional API: how-tos/use-functional-api.md
+      - Runtime: concepts/pregel.md
+    - Core capabilities:
+      - Streaming:
+          - Overview: concepts/streaming.md
+          - Stream outputs: how-tos/streaming.md
+      - Persistence:
+          - Overview: concepts/persistence.md
+      - Durable execution:
+          - Overview: concepts/durable_execution.md
+      - Memory:
+          - Overview: concepts/memory.md
+          - Add memory: how-tos/memory/add-memory.md
+      - Context:
+          - Add context: agents/context.md
+      - Models:
+          - Configure model: agents/models.md
+      - Tools:
+          - Overview: concepts/tools.md
+          - Call tools: how-tos/tool-calling.md
+      - Human-in-the-loop:
+          - Overview: concepts/human_in_the_loop.md
+          - Add human intervention: how-tos/human_in_the_loop/add-human-in-the-loop.md
+      - Time travel:
+          - Overview: concepts/time-travel.md
+          - Use time travel: how-tos/human_in_the_loop/time-travel.md
+      - Subgraphs:
+          - Overview: concepts/subgraphs.md
+          - Use subgraphs: how-tos/subgraph.md
+      - Multi-agent:
+          - Overview: concepts/multi_agent.md
+          - Prebuilt implementation: agents/multi-agent.md
+          - Custom implementation: how-tos/multi_agent.md
+      - MCP:
+          - Overview: concepts/mcp.md
+          - Use MCP: agents/mcp.md
+      - Tracing:
+          - Overview: concepts/tracing.md
+          - Enable tracing: how-tos/enable-tracing.md
+          - Evaluate performance: agents/evals.md
+
   - Reference:
     - reference/index.md
     - LangGraph:
@@ -270,7 +278,35 @@ nav:
     - LangGraph Platform:
       - SDK (Python): cloud/reference/sdk/python_sdk_ref.md
       - SDK (JS/TS): https://langchain-ai.github.io/langgraphjs/reference/modules/sdk.html
-      - RemoteGraph: reference/remote_graph.md 
+      - RemoteGraph: reference/remote_graph.md
+
+  - Examples:
+    - examples/index.md
+    - Template applications: concepts/template_applications.md  # TODO: make tutorial
+    - Agentic RAG: tutorials/rag/langgraph_agentic_rag.md
+    - Agent Supervisor: tutorials/multi_agent/agent_supervisor.md
+    - SQL agent: tutorials/sql/sql-agent.md
+    - Prebuilt chat UI: agents/ui.md
+    - Graph runs in LangSmith: how-tos/run-id-langsmith.md
+
+  - Additional resources:
+    - additional-resources/index.md
+    - agents/prebuilt.md # NOTE: prebuilt.md is auto-generated by `make build-prebuilt`
+    - LangGraph Academy course: https://academy.langchain.com/courses/intro-to-langgraph
+    - Case studies: adopters.md
+    - concepts/faq.md
+    - llms.txt: llms-txt-overview.md
+    - LangChain Forum: https://forum.langchain.com/
+    - Troubleshooting:
+        - Errors:
+          - troubleshooting/errors/index.md
+          - troubleshooting/errors/GRAPH_RECURSION_LIMIT.md
+          - troubleshooting/errors/INVALID_CONCURRENT_GRAPH_UPDATE.md
+          - troubleshooting/errors/INVALID_GRAPH_NODE_RETURN_VALUE.md
+          - troubleshooting/errors/MULTIPLE_SUBGRAPHS.md
+          - troubleshooting/errors/INVALID_CHAT_HISTORY.md
+          - troubleshooting/errors/INVALID_LICENSE.md
+    
 
 markdown_extensions:
   - abbr