diff --git a/.github/workflows/python-interpreter.yml b/.github/workflows/python-interpreter.yml
index 9a50e28..d8401e1 100644
--- a/.github/workflows/python-interpreter.yml
+++ b/.github/workflows/python-interpreter.yml
@@ -73,12 +73,13 @@ jobs:
           OWNER_LOWER=$(echo "$OWNER" | tr '[:upper:]' '[:lower:]')
           echo "image_name=ghcr.io/$OWNER_LOWER/afm-langchain-interpreter" >> $GITHUB_OUTPUT
 
-      - name: Build and push Docker image
+      - name: Build and push full image
         uses: docker/build-push-action@v5
         with:
           context: python-interpreter
           push: true
           platforms: linux/amd64,linux/arm64
+          build-args: VARIANT=full
           tags: |
             ${{ steps.meta.outputs.image_name }}:latest
             ${{ steps.meta.outputs.image_name }}:${{ github.sha }}
@@ -90,3 +91,22 @@ jobs:
           annotations: |
             index:org.opencontainers.image.source=https://github.com/${{ github.repository }}
             index:org.opencontainers.image.licenses=Apache-2.0
+
+      - name: Build and push slim image
+        uses: docker/build-push-action@v5
+        with:
+          context: python-interpreter
+          push: true
+          platforms: linux/amd64,linux/arm64
+          build-args: VARIANT=slim
+          tags: |
+            ${{ steps.meta.outputs.image_name }}:slim
+            ${{ steps.meta.outputs.image_name }}:${{ github.sha }}-slim
+          labels: |
+            org.opencontainers.image.source=https://github.com/${{ github.repository }}
+            org.opencontainers.image.revision=${{ github.sha }}
+            org.opencontainers.image.title=AFM LangChain Interpreter (Slim)
+            org.opencontainers.image.licenses=Apache-2.0
+          annotations: |
+            index:org.opencontainers.image.source=https://github.com/${{ github.repository }}
+            index:org.opencontainers.image.licenses=Apache-2.0
diff --git a/.github/workflows/release-ballerina.yml b/.github/workflows/release-ballerina.yml
index 7129e02..f9080da 100644
--- a/.github/workflows/release-ballerina.yml
+++ b/.github/workflows/release-ballerina.yml
@@ -139,6 +139,7 @@ jobs:
 
   bump-version:
     needs: [validate, finalize]
+    if: false  # Disabled: direct push blocked by branch protection
     runs-on: ubuntu-latest
     permissions:
       contents: write
diff --git a/.github/workflows/release-docker.yml b/.github/workflows/release-docker.yml
index 2749db8..77bb188 100644
--- a/.github/workflows/release-docker.yml
+++ b/.github/workflows/release-docker.yml
@@ -23,6 +23,11 @@ on:
         description: "Human-readable image title for OCI labels (e.g., AFM Ballerina Interpreter)"
         required: true
         type: string
+      build_slim:
+        description: "Whether to build and push a slim image variant"
+        required: false
+        default: false
+        type: boolean
 
 jobs:
   docker:
@@ -56,21 +61,24 @@ jobs:
         run: |
           # GHCR requires lowercase repository names
           OWNER_LOWER=$(echo "$OWNER" | tr '[:upper:]' '[:lower:]')
-          FULL_IMAGE="ghcr.io/$OWNER_LOWER/$IMAGE_NAME"
-          TAGS="$FULL_IMAGE:v$VERSION"
-          if [ "$UPDATE_LATEST" = "true" ]; then
-            TAGS="$TAGS,$FULL_IMAGE:latest"
-          fi
-          echo "TAGS=$TAGS" >> $GITHUB_OUTPUT
-          echo "FULL_IMAGE=$FULL_IMAGE" >> $GITHUB_OUTPUT
+          BASE_IMAGE="ghcr.io/$OWNER_LOWER/$IMAGE_NAME"
+          TAGS_FULL="$BASE_IMAGE:v$VERSION"
+          [ "$UPDATE_LATEST" = "true" ] && TAGS_FULL="$TAGS_FULL,$BASE_IMAGE:latest"
+          echo "TAGS_FULL=$TAGS_FULL" >> $GITHUB_OUTPUT
 
-      - name: Build and push Docker image
+          TAGS_SLIM="$BASE_IMAGE:v$VERSION-slim"
+          [ "$UPDATE_LATEST" = "true" ] && TAGS_SLIM="$TAGS_SLIM,$BASE_IMAGE:slim"
+          echo "TAGS_SLIM=$TAGS_SLIM" >> $GITHUB_OUTPUT
+          echo "BASE_IMAGE=$BASE_IMAGE" >> $GITHUB_OUTPUT
+
+      - name: Build and push full image
         uses: docker/build-push-action@v5
         with:
           context: ${{ inputs.context }}
           push: true
           platforms: linux/amd64,linux/arm64
-          tags: ${{ steps.docker-tags.outputs.TAGS }}
+          build-args: VARIANT=full
+          tags: ${{ steps.docker-tags.outputs.TAGS_FULL }}
           labels: |
             org.opencontainers.image.source=https://github.com/${{ github.repository }}
             org.opencontainers.image.version=${{ inputs.version }}
@@ -81,18 +89,56 @@ jobs:
             index:org.opencontainers.image.source=https://github.com/${{ github.repository }}
             index:org.opencontainers.image.licenses=Apache-2.0
 
-      - name: Scan Docker image for vulnerabilities
+      - name: Build and push slim image
+        if: ${{ inputs.build_slim }}
+        uses: docker/build-push-action@v5
+        with:
+          context: ${{ inputs.context }}
+          push: true
+          platforms: linux/amd64,linux/arm64
+          build-args: VARIANT=slim
+          tags: ${{ steps.docker-tags.outputs.TAGS_SLIM }}
+          labels: |
+            org.opencontainers.image.source=https://github.com/${{ github.repository }}
+            org.opencontainers.image.version=${{ inputs.version }}
+            org.opencontainers.image.revision=${{ github.sha }}
+            org.opencontainers.image.title=${{ inputs.image_title }} (Slim)
+            org.opencontainers.image.licenses=Apache-2.0
+          annotations: |
+            index:org.opencontainers.image.source=https://github.com/${{ github.repository }}
+            index:org.opencontainers.image.licenses=Apache-2.0
+
+      - name: Scan full Docker image for vulnerabilities
         uses: aquasecurity/trivy-action@0.34.0
         with:
-          image-ref: ${{ steps.docker-tags.outputs.FULL_IMAGE }}:v${{ inputs.version }}
+          image-ref: ${{ steps.docker-tags.outputs.BASE_IMAGE }}:v${{ inputs.version }}
           format: "sarif"
-          output: "trivy-results.sarif"
+          output: "trivy-results-full.sarif"
           severity: "CRITICAL,HIGH"
           limit-severities-for-sarif: true
           exit-code: "1"
 
-      - name: Upload Trivy scan results to GitHub Security tab
+      - name: Upload full image Trivy scan results to GitHub Security tab
         uses: github/codeql-action/upload-sarif@v4
         if: always()
         with:
-          sarif_file: "trivy-results.sarif"
+          sarif_file: "trivy-results-full.sarif"
+          category: "trivy-full-${{ inputs.image_name }}"
+
+      - name: Scan slim Docker image for vulnerabilities
+        if: ${{ always() && inputs.build_slim }}
+        uses: aquasecurity/trivy-action@0.34.0
+        with:
+          image-ref: ${{ steps.docker-tags.outputs.BASE_IMAGE }}:v${{ inputs.version }}-slim
+          format: "sarif"
+          output: "trivy-results-slim.sarif"
+          severity: "CRITICAL,HIGH"
+          limit-severities-for-sarif: true
+          exit-code: "1"
+
+      - name: Upload slim image Trivy scan results to GitHub Security tab
+        uses: github/codeql-action/upload-sarif@v4
+        if: ${{ always() && inputs.build_slim }}
+        with:
+          sarif_file: "trivy-results-slim.sarif"
+          category: "trivy-slim-${{ inputs.image_name }}"
diff --git a/.github/workflows/release-python.yml b/.github/workflows/release-python.yml
index d6bb4db..b42b7fc 100644
--- a/.github/workflows/release-python.yml
+++ b/.github/workflows/release-python.yml
@@ -4,17 +4,22 @@ on:
   workflow_dispatch:
     inputs:
       package:
-        description: 'Python package to release'
+        description: "Python package to release"
         required: true
         type: choice
         options:
           - afm-core
           - afm-langchain
       branch:
-        description: 'Branch to release from'
+        description: "Branch to release from"
         required: false
-        default: 'main'
+        default: "main"
         type: string
+      skip_pypi:
+        description: "Skip PyPI publishing"
+        required: false
+        default: false
+        type: boolean
 
 concurrency:
   group: release-python-interpreter
@@ -121,11 +126,12 @@ jobs:
   pypi-publish:
     needs: [validate, test, docker]
     if: >-
-          !cancelled()
-          && needs.validate.result == 'success'
-          && needs.test.result == 'success'
-          && (needs.docker.result == 'success'
-            || needs.docker.result == 'skipped')
+      !cancelled()
+      && !inputs.skip_pypi
+      && needs.validate.result == 'success'
+      && needs.test.result == 'success'
+      && (needs.docker.result == 'success'
+        || needs.docker.result == 'skipped')
     runs-on: ubuntu-latest
     steps:
       - name: Checkout repository
@@ -181,6 +187,7 @@ jobs:
       version: ${{ needs.validate.outputs.release_version }}
       branch: ${{ inputs.branch }}
       image_title: AFM LangChain Interpreter
+      build_slim: true
     permissions:
       packages: write
       security-events: write
@@ -188,11 +195,12 @@ jobs:
   finalize:
     needs: [validate, pypi-publish, docker]
     if: >-
-          !cancelled()
-          && needs.validate.result == 'success'
-          && needs.pypi-publish.result == 'success'
-          && (needs.docker.result == 'success'
-            || needs.docker.result == 'skipped')
+      !cancelled()
+      && needs.validate.result == 'success'
+      && (needs.pypi-publish.result == 'success'
+        || (needs.pypi-publish.result == 'skipped' && inputs.skip_pypi))
+      && (needs.docker.result == 'success'
+        || needs.docker.result == 'skipped')
     uses: ./.github/workflows/release-finalize.yml
     with:
       tag: ${{ needs.validate.outputs.tag }}
@@ -206,10 +214,7 @@ jobs:
 
   bump-version:
     needs: [validate, finalize]
-    if: >-
-          !cancelled()
-          && needs.validate.result == 'success'
-          && needs.finalize.result == 'success'
+    if: false # Disabled: direct push blocked by branch protection
     runs-on: ubuntu-latest
     permissions:
       contents: write
diff --git a/ballerina-interpreter/agent.bal b/ballerina-interpreter/agent.bal
index d1147d1..bad401d 100644
--- a/ballerina-interpreter/agent.bal
+++ b/ballerina-interpreter/agent.bal
@@ -31,9 +31,8 @@ function createAgent(AFMRecord afmRecord) returns ai:Agent|error {
     if mcpServers is MCPServer[] {
         foreach MCPServer mcpConn in mcpServers {
             Transport transport = mcpConn.transport;
-            if transport.'type != "http" {
-                log:printWarn(string `Unsupported transport type: ${transport.'type}, only 'http' is supported`);
-                continue;
+            if transport is StdioTransport {
+                return error("Stdio transport is not yet supported by the Ballerina interpreter");
             }
 
             string[]? filteredTools = getFilteredTools(mcpConn.tool_filter);
diff --git a/ballerina-interpreter/parser.bal b/ballerina-interpreter/parser.bal
index dcb3851..3420f39 100644
--- a/ballerina-interpreter/parser.bal
+++ b/ballerina-interpreter/parser.bal
@@ -246,12 +246,36 @@ function validateHttpVariables(AFMRecord afmRecord) returns error? {
                 }
 
                 Transport transport = server.transport;
-                if containsHttpVariable(transport.url) {
-                    erroredKeys.push("tools.mcp.transport.url");
-                }
-
-                if authenticationContainsHttpVariable(transport.authentication) {
-                    erroredKeys.push("tools.mcp.transport.authentication");
+                if transport is HttpTransport {
+                    if containsHttpVariable(transport.url) {
+                        erroredKeys.push("tools.mcp.transport.url");
+                    }
+
+                    if authenticationContainsHttpVariable(transport.authentication) {
+                        erroredKeys.push("tools.mcp.transport.authentication");
+                    }
+                } else {
+                    if containsHttpVariable(transport.command) {
+                        erroredKeys.push("tools.mcp.transport.command");
+                    }
+
+                    string[]? args = transport.args;
+                    if args is string[] {
+                        foreach int idx in 0 ..< args.length() {
+                            if containsHttpVariable(args[idx]) {
+                                erroredKeys.push(string `tools.mcp.transport.args[${idx}]`);
+                            }
+                        }
+                    }
+
+                    map<string>? env = transport.env;
+                    if env is map<string> {
+                        foreach [string, string] [k, val] in env.entries() {
+                            if containsHttpVariable(val) {
+                                erroredKeys.push("tools.mcp.transport.env." + k);
+                            }
+                        }
+                    }
                 }
 
                 if toolFilterContainsHttpVariable(server.tool_filter) {
diff --git a/ballerina-interpreter/tests/main_test.bal b/ballerina-interpreter/tests/main_test.bal
index 1c3c217..3df4ac9 100644
--- a/ballerina-interpreter/tests/main_test.bal
+++ b/ballerina-interpreter/tests/main_test.bal
@@ -181,6 +181,75 @@ function testContainsHttpVariable() {
     test:assertFalse(containsHttpVariable("no variables here"));
 }
 
+@test:Config
+function testValidateHttpVariablesInStdioTransportArgs() {
+    AFMRecord afmRecord = {
+        metadata: {
+            spec_version: "0.3.0",
+            tools: {
+                mcp: [
+                    {
+                        name: "test-server",
+                        transport: <StdioTransport>{
+                            'type: stdio,
+                            command: "some-command",
+                            args: ["${http:payload.field}", "--safe-arg", "${http:header.auth}"]
+                        }
+                    }
+                ]
+            }
+        },
+        role: "",
+        instructions: ""
+    };
+
+    error? result = validateHttpVariables(afmRecord);
+    if result is () {
+        test:assertFail("Expected error for http: variables in stdio transport args");
+    }
+    test:assertTrue(result.message().includes("tools.mcp.transport.args[0]"),
+            "Expected error to include 'tools.mcp.transport.args[0]'");
+    test:assertTrue(result.message().includes("tools.mcp.transport.args[2]"),
+            "Expected error to include 'tools.mcp.transport.args[2]'");
+    test:assertFalse(result.message().includes("tools.mcp.transport.args[1]"),
+            "Expected error NOT to include 'tools.mcp.transport.args[1]' (clean arg)");
+}
+
+@test:Config
+function testValidateHttpVariablesInStdioTransportEnv() {
+    AFMRecord afmRecord = {
+        metadata: {
+            spec_version: "0.3.0",
+            tools: {
+                mcp: [
+                    {
+                        name: "test-server",
+                        transport: <StdioTransport>{
+                            'type: stdio,
+                            command: "some-command",
+                            env: {
+                                "CLEAN_VAR": "safe-value",
+                                "SECRET_KEY": "${http:header.Authorization}"
+                            }
+                        }
+                    }
+                ]
+            }
+        },
+        role: "",
+        instructions: ""
+    };
+
+    error? result = validateHttpVariables(afmRecord);
+    if result is () {
+        test:assertFail("Expected error for http: variables in stdio transport env");
+    }
+    test:assertTrue(result.message().includes("tools.mcp.transport.env.SECRET_KEY"),
+            "Expected error to include 'tools.mcp.transport.env.SECRET_KEY'");
+    test:assertFalse(result.message().includes("tools.mcp.transport.env.CLEAN_VAR"),
+            "Expected error NOT to include 'tools.mcp.transport.env.CLEAN_VAR' (clean env var)");
+}
+
 @test:Config
 function testParseAfmWithoutFrontmatter() {
     string content = string `# Role
diff --git a/ballerina-interpreter/types.bal b/ballerina-interpreter/types.bal
index 4b0a90b..0ff5079 100644
--- a/ballerina-interpreter/types.bal
+++ b/ballerina-interpreter/types.bal
@@ -27,15 +27,25 @@ type Model record {|
 |};
 
 enum TransportType {
-    http
+    http,
+    stdio
 }
 
-type Transport record {|
+type HttpTransport record {|
     http 'type = http;
     string url;
     ClientAuthentication authentication?;
 |};
 
+type StdioTransport record {|
+    stdio 'type = stdio;
+    string command;
+    string[] args?;
+    map<string> env?;
+|};
+
+type Transport HttpTransport|StdioTransport;
+
 type ClientAuthentication record {
     string 'type;
 };
diff --git a/python-interpreter/Dockerfile b/python-interpreter/Dockerfile
index cc16a09..8a09f91 100644
--- a/python-interpreter/Dockerfile
+++ b/python-interpreter/Dockerfile
@@ -28,7 +28,28 @@ RUN --mount=type=cache,target=/root/.cache/uv \
     uv sync --frozen --no-editable --package afm-core --package afm-langchain
 
 # Stage 2: Final image
+# VARIANT=full installs Node.js, npm (npx), git, and uv/uvx for MCP server support.
+# VARIANT=slim ships only Python + .venv.
 FROM python:3.13-alpine
+ARG VARIANT=full
+
+# Validate VARIANT early so typos fail loudly instead of silently producing a slim build.
+RUN if [ "$VARIANT" != "full" ] && [ "$VARIANT" != "slim" ]; then \
+        echo "ERROR: VARIANT must be 'full' or 'slim', got: '$VARIANT'" >&2; \
+        exit 1; \
+    fi
+
+RUN if [ "$VARIANT" = "full" ]; then \
+        apk add --no-cache nodejs npm git; \
+    fi
+
+# Install uv and uvx for Python-based MCP server support (full variant only)
+# Use bind mounts so the uv binaries are never written into any image layer for slim builds.
+RUN --mount=type=bind,from=ghcr.io/astral-sh/uv:0.10.0,source=/uv,target=/tmp/uv \
+    --mount=type=bind,from=ghcr.io/astral-sh/uv:0.10.0,source=/uvx,target=/tmp/uvx \
+    if [ "$VARIANT" = "full" ]; then \
+        cp /tmp/uv /tmp/uvx /bin/; \
+    fi
 
 # Set working directory
 WORKDIR /app
@@ -45,7 +66,7 @@ ENV PYTHONUNBUFFERED=1
 ENV AFM_RUNTIME=docker
 
 # Expose default port for web interfaces
-EXPOSE 8000
+EXPOSE 8085
 
 # Entry point to run the afm CLI
 ENTRYPOINT ["afm"]
diff --git a/python-interpreter/README.md b/python-interpreter/README.md
index 2b90387..ea2e5fc 100644
--- a/python-interpreter/README.md
+++ b/python-interpreter/README.md
@@ -41,7 +41,7 @@ uv run afm path/to/agent.afm.md
 Configuration via environment variables or CLI options:
 
 - `OPENAI_API_KEY`, `ANTHROPIC_API_KEY`, etc. (Required based on provider)
-- HTTP port can be set via `-p` or `--port` (default: 8000)
+- HTTP port can be set via `-p` or `--port` (default: 8085)
 
 ## Running with Docker
 
@@ -51,7 +51,7 @@ The Docker image bundles the LangChain execution backend.
 # Using the pre-built image
 docker run -v $(pwd)/path/to/agent.afm.md:/app/agent.afm.md \
   -e OPENAI_API_KEY=$OPENAI_API_KEY \
-  -p 8000:8000 \
+  -p 8085:8085 \
   ghcr.io/wso2/afm-langchain-interpreter:latest run /app/agent.afm.md
 
 # Or build locally
diff --git a/python-interpreter/packages/afm-cli/README.md b/python-interpreter/packages/afm-cli/README.md
index e1d5df3..a4a9e71 100644
--- a/python-interpreter/packages/afm-cli/README.md
+++ b/python-interpreter/packages/afm-cli/README.md
@@ -96,7 +96,7 @@ afm framework list
 
 ### CLI Options
 
-- `-p, --port PORT` - Port for web interfaces (default: 8000)
+- `-p, --port PORT` - Port for web interfaces (default: 8085)
 - `--help` - Show help message
 
 ## Features
@@ -126,7 +126,7 @@ docker build -t afm-langchain-interpreter .
 # Run with an AFM file mounted
 docker run -v $(pwd)/agent.afm.md:/app/agent.afm.md \
   -e OPENAI_API_KEY=$OPENAI_API_KEY \
-  -p 8000:8000 \
+  -p 8085:8085 \
   afm-langchain-interpreter afm /app/agent.afm.md
 ```
 
diff --git a/python-interpreter/packages/afm-cli/pyproject.toml b/python-interpreter/packages/afm-cli/pyproject.toml
index 2b01765..c53dcc9 100644
--- a/python-interpreter/packages/afm-cli/pyproject.toml
+++ b/python-interpreter/packages/afm-cli/pyproject.toml
@@ -1,6 +1,6 @@
 [project]
 name = "afm-cli"
-version = "0.2.10"
+version = "0.3.0"
 description = "AFM CLI metapackage: installs afm-core and afm-langchain"
 readme = "README.md"
 classifiers = [
@@ -11,8 +11,8 @@ license = "Apache-2.0"
 requires-python = ">=3.11"
 urls = { Repository = "https://github.com/wso2/reference-implementations-afm" }
 dependencies = [
-    "afm-core==0.1.7",
-    "afm-langchain>=0.1.0",
+    "afm-core==0.2.0",
+    "afm-langchain>=0.2.0",
 ]
 
 [project.scripts]
diff --git a/python-interpreter/packages/afm-core/pyproject.toml b/python-interpreter/packages/afm-core/pyproject.toml
index a191f37..545fa6f 100644
--- a/python-interpreter/packages/afm-core/pyproject.toml
+++ b/python-interpreter/packages/afm-core/pyproject.toml
@@ -1,6 +1,6 @@
 [project]
 name = "afm-core"
-version = "0.1.7"
+version = "0.2.0"
 description = "AFM (Agent-Flavored Markdown) core: parser, CLI, protocols, and interfaces"
 readme = "README.md"
 classifiers = [
diff --git a/python-interpreter/packages/afm-core/src/afm/cli.py b/python-interpreter/packages/afm-core/src/afm/cli.py
index afd1da9..ff8b1e4 100644
--- a/python-interpreter/packages/afm-core/src/afm/cli.py
+++ b/python-interpreter/packages/afm-core/src/afm/cli.py
@@ -27,6 +27,7 @@
 import uvicorn
 from fastapi import FastAPI
 
+from .constants import DEFAULT_HTTP_PORT
 from .exceptions import AFMError
 from .interfaces.base import get_http_path, get_interfaces
 from .interfaces.console_chat import async_run_console_chat
@@ -39,6 +40,7 @@
 )
 from .models import (
     ConsoleChatInterface,
+    HttpTransport,
     WebChatInterface,
     WebhookInterface,
 )
@@ -58,7 +60,7 @@ def create_unified_app(
     webhook_interface: WebhookInterface | None = None,
     startup_event: asyncio.Event | None = None,
     host: str = "0.0.0.0",
-    port: int = 8000,
+    port: int = DEFAULT_HTTP_PORT,
 ) -> FastAPI:
     if webchat_interface is None and webhook_interface is None:
         raise ValueError("At least one HTTP interface must be provided")
@@ -232,7 +234,12 @@ def format_validation_output(afm: AFMRecord) -> str:
         lines.append("")
         lines.append("  MCP Servers:")
         for server in afm.metadata.tools.mcp:
-            lines.append(f"    - {server.name}: {server.transport.url}")
+            transport = server.transport
+            if isinstance(transport, HttpTransport):
+                transport_info = transport.url
+            else:
+                transport_info = transport.command
+            lines.append(f"    - {server.name}: {transport_info}")
             if server.tool_filter:
                 if server.tool_filter.allow:
                     lines.append(f"      Allow: {', '.join(server.tool_filter.allow)}")
@@ -342,9 +349,9 @@ def validate(file: Path) -> None:
 @click.option(
     "--port",
     "-p",
-    default=8000,
+    default=DEFAULT_HTTP_PORT,
     type=int,
-    help="HTTP port for web interfaces (default: 8000)",
+    help=f"HTTP port for web interfaces (default: {DEFAULT_HTTP_PORT})",
 )
 @click.option(
     "--host",
@@ -466,6 +473,7 @@ def run(
     if webchat:
         webchat_path = get_http_path(webchat)
         click.echo(f"  - webchat at http://{host}:{port}{webchat_path}")
+        click.echo(f"  - webchat UI at http://{host}:{port}/chat/ui")
 
     if has_console:
         click.echo("  - consolechat (interactive)")
diff --git a/python-interpreter/packages/afm-core/src/afm/constants.py b/python-interpreter/packages/afm-core/src/afm/constants.py
new file mode 100644
index 0000000..87ce6af
--- /dev/null
+++ b/python-interpreter/packages/afm-core/src/afm/constants.py
@@ -0,0 +1,21 @@
+# Copyright (c) 2025, WSO2 LLC. (https://www.wso2.com).
+#
+# WSO2 LLC. licenses this file to you 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.
+
+from __future__ import annotations
+
+from typing import Final
+
+DEFAULT_HTTP_PORT: Final = 8085
diff --git a/python-interpreter/packages/afm-core/src/afm/interfaces/web_chat.py b/python-interpreter/packages/afm-core/src/afm/interfaces/web_chat.py
index 9e36964..e8583ed 100644
--- a/python-interpreter/packages/afm-core/src/afm/interfaces/web_chat.py
+++ b/python-interpreter/packages/afm-core/src/afm/interfaces/web_chat.py
@@ -82,7 +82,7 @@ def create_webchat_router(
     path: str = "/chat",
 ) -> APIRouter:
     router = APIRouter()
-    ui_path = f"{path}/ui"
+    ui_path = "/chat/ui"
     raw_icon_url = agent.afm.metadata.icon_url
     icon_url = "" if raw_icon_url is None else html.escape(str(raw_icon_url))
     icon_style = "" if icon_url else "display:none;"
diff --git a/python-interpreter/packages/afm-core/src/afm/interfaces/webhook.py b/python-interpreter/packages/afm-core/src/afm/interfaces/webhook.py
index 9db4e5d..eb6deb5 100644
--- a/python-interpreter/packages/afm-core/src/afm/interfaces/webhook.py
+++ b/python-interpreter/packages/afm-core/src/afm/interfaces/webhook.py
@@ -29,6 +29,7 @@
 from fastapi.responses import JSONResponse, PlainTextResponse
 from pydantic import BaseModel, Field
 
+from ..constants import DEFAULT_HTTP_PORT
 from ..exceptions import TemplateEvaluationError
 from ..templates import compile_template, evaluate_template
 from .base import InterfaceNotFoundError, get_http_path, get_webhook_interface
@@ -375,7 +376,7 @@ def create_webhook_app(
             else:
                 effective_host = "localhost"
 
-            effective_port = port if port else 8000
+            effective_port = port if port else DEFAULT_HTTP_PORT
 
             callback_url = f"http://{effective_host}:{effective_port}{webhook_path}"
             logger.warning(
diff --git a/python-interpreter/packages/afm-core/src/afm/models.py b/python-interpreter/packages/afm-core/src/afm/models.py
index daaa777..e9b4f03 100644
--- a/python-interpreter/packages/afm-core/src/afm/models.py
+++ b/python-interpreter/packages/afm-core/src/afm/models.py
@@ -64,11 +64,7 @@ class Model(BaseModel):
     authentication: ClientAuthentication | None = None
 
 
-class TransportType(str, Enum):
-    HTTP = "http"
-
-
-class Transport(BaseModel):
+class HttpTransport(BaseModel):
     model_config = ConfigDict(extra="forbid")
 
     type: Literal["http"] = "http"
@@ -76,6 +72,21 @@ class Transport(BaseModel):
     authentication: ClientAuthentication | None = None
 
 
+class StdioTransport(BaseModel):
+    model_config = ConfigDict(extra="forbid")
+
+    type: Literal["stdio"] = "stdio"
+    command: str
+    args: list[str] | None = None
+    env: dict[str, str] | None = None
+
+
+Transport = Annotated[
+    HttpTransport | StdioTransport,
+    Field(discriminator="type"),
+]
+
+
 class ToolFilter(BaseModel):
     model_config = ConfigDict(extra="forbid")
 
diff --git a/python-interpreter/packages/afm-core/src/afm/templates.py b/python-interpreter/packages/afm-core/src/afm/templates.py
index b0670ac..5029a3c 100644
--- a/python-interpreter/packages/afm-core/src/afm/templates.py
+++ b/python-interpreter/packages/afm-core/src/afm/templates.py
@@ -17,6 +17,7 @@
 from __future__ import annotations
 
 import json
+from collections.abc import Mapping
 from typing import Any
 
 from .exceptions import (
@@ -103,7 +104,7 @@ def _parse_http_variable(http_part: str, full_expr: str) -> TemplateSegment:
 def evaluate_template(
     compiled: CompiledTemplate,
     payload: Any,
-    headers: dict[str, str | list[str]] | None,
+    headers: Mapping[str, str | list[str]] | None,
 ) -> str:
     parts: list[str] = []
 
@@ -144,7 +145,7 @@ def _handle_payload_variable(
 
 
 def _handle_header_variable(
-    headers: dict[str, str | list[str]] | None,
+    headers: Mapping[str, str | list[str]] | None,
     parts: list[str],
     segment: HeaderVariable,
 ) -> None:
diff --git a/python-interpreter/packages/afm-core/src/afm/variables.py b/python-interpreter/packages/afm-core/src/afm/variables.py
index 2d6e512..2247512 100644
--- a/python-interpreter/packages/afm-core/src/afm/variables.py
+++ b/python-interpreter/packages/afm-core/src/afm/variables.py
@@ -23,6 +23,8 @@
 from .exceptions import AFMValidationError, VariableResolutionError
 from .models import (
     ConsoleChatInterface,
+    HttpTransport,
+    StdioTransport,
     WebChatInterface,
     WebhookInterface,
 )
@@ -149,7 +151,7 @@ def validate_http_variables(afm_record: AFMRecord) -> None:
             errored_fields.append("model.provider")
         if model.url and contains_http_variable(model.url):
             errored_fields.append("model.url")
-        if _authentication_contains_http_variable(model.authentication):
+        if _auth_contains_http_variable(model.authentication):
             errored_fields.append("model.authentication")
 
     # Check interfaces
@@ -178,10 +180,22 @@ def validate_http_variables(afm_record: AFMRecord) -> None:
         for server in metadata.tools.mcp:
             if contains_http_variable(server.name):
                 errored_fields.append("tools.mcp.name")
-            if contains_http_variable(server.transport.url):
-                errored_fields.append("tools.mcp.transport.url")
-            if _authentication_contains_http_variable(server.transport.authentication):
-                errored_fields.append("tools.mcp.transport.authentication")
+            if isinstance(server.transport, HttpTransport):
+                if contains_http_variable(server.transport.url):
+                    errored_fields.append("tools.mcp.transport.url")
+                if _auth_contains_http_variable(server.transport.authentication):
+                    errored_fields.append("tools.mcp.transport.authentication")
+            elif isinstance(server.transport, StdioTransport):
+                if contains_http_variable(server.transport.command):
+                    errored_fields.append("tools.mcp.transport.command")
+                if server.transport.args:
+                    for i, arg in enumerate(server.transport.args):
+                        if contains_http_variable(arg):
+                            errored_fields.append(f"tools.mcp.transport.args[{i}]")
+                if server.transport.env:
+                    for key, value in server.transport.env.items():
+                        if contains_http_variable(value):
+                            errored_fields.append(f"tools.mcp.transport.env.{key}")
             if _tool_filter_contains_http_variable(server.tool_filter):
                 errored_fields.append("tools.mcp.tool_filter")
 
@@ -193,7 +207,7 @@ def validate_http_variables(afm_record: AFMRecord) -> None:
         )
 
 
-def _authentication_contains_http_variable(
+def _auth_contains_http_variable(
     auth: ClientAuthentication | None,
 ) -> bool:
     if auth is None:
@@ -250,7 +264,7 @@ def _subscription_contains_http_variable(subscription: Subscription) -> bool:
         return True
     if subscription.secret and contains_http_variable(subscription.secret):
         return True
-    if _authentication_contains_http_variable(subscription.authentication):
+    if _auth_contains_http_variable(subscription.authentication):
         return True
     return False
 
diff --git a/python-interpreter/packages/afm-core/tests/conftest.py b/python-interpreter/packages/afm-core/tests/conftest.py
index 947d26b..e3c7939 100644
--- a/python-interpreter/packages/afm-core/tests/conftest.py
+++ b/python-interpreter/packages/afm-core/tests/conftest.py
@@ -47,3 +47,8 @@ def sample_minimal_path(fixtures_dir: Path) -> Path:
 @pytest.fixture
 def sample_no_frontmatter_path(fixtures_dir: Path) -> Path:
     return fixtures_dir / "sample_no_frontmatter.afm.md"
+
+
+@pytest.fixture
+def sample_stdio_mcp_path(fixtures_dir: Path) -> Path:
+    return fixtures_dir / "sample_stdio_mcp_agent.afm.md"
diff --git a/python-interpreter/packages/afm-core/tests/fixtures/sample_stdio_mcp_agent.afm.md b/python-interpreter/packages/afm-core/tests/fixtures/sample_stdio_mcp_agent.afm.md
new file mode 100644
index 0000000..75515f5
--- /dev/null
+++ b/python-interpreter/packages/afm-core/tests/fixtures/sample_stdio_mcp_agent.afm.md
@@ -0,0 +1,36 @@
+---
+spec_version: '0.3.0'
+name: "StdioMcpAgent"
+description: "A test agent with stdio MCP tools."
+version: "1.0.0"
+tools:
+  mcp:
+    - name: "filesystem_server"
+      transport:
+        type: stdio
+        command: "npx"
+        args:
+          - "-y"
+          - "@modelcontextprotocol/server-filesystem"
+          - "/tmp"
+    - name: "local_db_tool"
+      transport:
+        type: stdio
+        command: "python"
+        args:
+          - "server.py"
+        env:
+          DB_PATH: "./data.db"
+          API_KEY: "dummy-key"
+      tool_filter:
+        allow:
+          - "query"
+          - "search"
+        deny:
+          - "delete"
+---
+# Role
+You are a file system and database assistant.
+
+# Instructions
+Use the available stdio tools to interact with the file system and database.
diff --git a/python-interpreter/packages/afm-core/tests/test_parser.py b/python-interpreter/packages/afm-core/tests/test_parser.py
index 0a12cbf..0b517ff 100644
--- a/python-interpreter/packages/afm-core/tests/test_parser.py
+++ b/python-interpreter/packages/afm-core/tests/test_parser.py
@@ -19,7 +19,13 @@
 import pytest
 
 from afm.exceptions import AFMParseError, AFMValidationError, VariableResolutionError
-from afm.models import ConsoleChatInterface, WebChatInterface, WebhookInterface
+from afm.models import (
+    ConsoleChatInterface,
+    HttpTransport,
+    StdioTransport,
+    WebChatInterface,
+    WebhookInterface,
+)
 from afm.parser import parse_afm, parse_afm_file
 
 
@@ -56,6 +62,7 @@ def test_parse_full_agent(self, sample_agent_path: Path) -> None:
         assert len(result.metadata.tools.mcp) == 1
         mcp_server = result.metadata.tools.mcp[0]
         assert mcp_server.name == "TestServer"
+        assert isinstance(mcp_server.transport, HttpTransport)
         assert mcp_server.transport.url == "https://test-server.com/api"
         assert mcp_server.transport.authentication is not None
         assert mcp_server.transport.authentication.type == "bearer"
@@ -261,6 +268,149 @@ def test_parse_nonexistent_file(self) -> None:
             parse_afm_file("/nonexistent/path/agent.afm.md")
 
 
+class TestParseStdioMcpTransport:
+    def test_parse_stdio_mcp_agent(self, sample_stdio_mcp_path: Path) -> None:
+        content = sample_stdio_mcp_path.read_text()
+        result = parse_afm(content)
+
+        assert result.metadata.name == "StdioMcpAgent"
+        assert result.metadata.tools is not None
+        assert result.metadata.tools.mcp is not None
+        assert len(result.metadata.tools.mcp) == 2
+
+        # First server: no args env, no tool_filter
+        server1 = result.metadata.tools.mcp[0]
+        assert server1.name == "filesystem_server"
+        assert isinstance(server1.transport, StdioTransport)
+        assert server1.transport.type == "stdio"
+        assert server1.transport.command == "npx"
+        assert server1.transport.args == [
+            "-y",
+            "@modelcontextprotocol/server-filesystem",
+            "/tmp",
+        ]
+        assert server1.transport.env is None
+        assert server1.tool_filter is None
+
+        # Second server: has env and tool_filter
+        server2 = result.metadata.tools.mcp[1]
+        assert server2.name == "local_db_tool"
+        assert isinstance(server2.transport, StdioTransport)
+        assert server2.transport.type == "stdio"
+        assert server2.transport.command == "python"
+        assert server2.transport.args == ["server.py"]
+        assert server2.transport.env == {"DB_PATH": "./data.db", "API_KEY": "dummy-key"}
+        assert server2.tool_filter is not None
+        assert server2.tool_filter.allow == ["query", "search"]
+        assert server2.tool_filter.deny == ["delete"]
+
+    def test_parse_stdio_transport_inline(self) -> None:
+        content = """---
+spec_version: "0.3.0"
+tools:
+  mcp:
+    - name: "local_tool"
+      transport:
+        type: stdio
+        command: "python"
+        args:
+          - "server.py"
+---
+
+# Role
+Test role.
+
+# Instructions
+Test instructions.
+"""
+        result = parse_afm(content)
+
+        assert result.metadata.tools is not None
+        assert result.metadata.tools.mcp is not None
+        mcp_server = result.metadata.tools.mcp[0]
+        assert isinstance(mcp_server.transport, StdioTransport)
+        assert mcp_server.transport.command == "python"
+        assert mcp_server.transport.args == ["server.py"]
+        assert mcp_server.transport.env is None
+
+    def test_parse_http_transport_produces_http_transport_instance(self) -> None:
+        content = """---
+spec_version: "0.3.0"
+tools:
+  mcp:
+    - name: "remote_tool"
+      transport:
+        type: http
+        url: "https://example.com/mcp"
+---
+
+# Role
+Test role.
+
+# Instructions
+Test instructions.
+"""
+        result = parse_afm(content)
+
+        assert result.metadata.tools is not None
+        assert result.metadata.tools.mcp is not None
+        mcp_server = result.metadata.tools.mcp[0]
+        assert isinstance(mcp_server.transport, HttpTransport)
+        assert mcp_server.transport.url == "https://example.com/mcp"
+
+    def test_parse_stdio_transport_missing_command_raises_error(self) -> None:
+        content = """---
+spec_version: "0.3.0"
+tools:
+  mcp:
+    - name: "broken_tool"
+      transport:
+        type: stdio
+---
+
+# Role
+Test role.
+
+# Instructions
+Test instructions.
+"""
+        with pytest.raises(AFMValidationError):
+            parse_afm(content)
+
+    def test_parse_mixed_http_and_stdio_transports(self) -> None:
+        content = """---
+spec_version: "0.3.0"
+tools:
+  mcp:
+    - name: "remote_server"
+      transport:
+        type: http
+        url: "https://api.example.com/mcp"
+    - name: "local_server"
+      transport:
+        type: stdio
+        command: "npx"
+        args:
+          - "-y"
+          - "@modelcontextprotocol/server-filesystem"
+          - "/tmp"
+---
+
+# Role
+Test role.
+
+# Instructions
+Test instructions.
+"""
+        result = parse_afm(content)
+
+        assert result.metadata.tools is not None
+        assert result.metadata.tools.mcp is not None
+        assert len(result.metadata.tools.mcp) == 2
+        assert isinstance(result.metadata.tools.mcp[0].transport, HttpTransport)
+        assert isinstance(result.metadata.tools.mcp[1].transport, StdioTransport)
+
+
 class TestResolveEnvParameter:
     def test_parse_afm_without_resolve_env_preserves_variables(self) -> None:
         """Test that resolve_env=False preserves ${env:VAR} syntax in string fields."""
diff --git a/python-interpreter/packages/afm-core/tests/test_update.py b/python-interpreter/packages/afm-core/tests/test_update.py
index aed01d4..cae1b96 100644
--- a/python-interpreter/packages/afm-core/tests/test_update.py
+++ b/python-interpreter/packages/afm-core/tests/test_update.py
@@ -590,6 +590,7 @@ def test_default_package_is_afm_langchain(self):
             with patch("afm.update.sys") as mock_sys:
                 mock_sys.executable = "/usr/bin/python3"
                 cmd = _detect_install_command()
+        assert cmd is not None
         assert "afm-langchain" in cmd
 
 
diff --git a/python-interpreter/packages/afm-core/tests/test_variables.py b/python-interpreter/packages/afm-core/tests/test_variables.py
index 5819052..7cb2e5b 100644
--- a/python-interpreter/packages/afm-core/tests/test_variables.py
+++ b/python-interpreter/packages/afm-core/tests/test_variables.py
@@ -16,8 +16,9 @@
 
 import pytest
 
-from afm.exceptions import VariableResolutionError
-from afm.variables import resolve_variables
+from afm.exceptions import AFMValidationError, VariableResolutionError
+from afm.models import AFMRecord, AgentMetadata, MCPServer, StdioTransport, Tools
+from afm.variables import resolve_variables, validate_http_variables
 
 
 class TestResolveVariables:
@@ -55,3 +56,76 @@ def test_skips_commented_variables(self, monkeypatch) -> None:
     def test_skips_http_variables(self) -> None:
         content = "Payload: ${http:payload.name}"
         assert resolve_variables(content) == content
+
+
+def _make_afm_record_with_stdio_transport(
+    args: list[str] | None = None,
+    env: dict[str, str] | None = None,
+    command: str = "npx",
+) -> AFMRecord:
+    """Helper to create a minimal AFMRecord with a StdioTransport MCP server."""
+    return AFMRecord(
+        metadata=AgentMetadata(
+            tools=Tools(
+                mcp=[
+                    MCPServer(
+                        name="test-server",
+                        transport=StdioTransport(
+                            command=command,
+                            args=args,
+                            env=env,
+                        ),
+                    )
+                ]
+            )
+        ),
+        role="Test role",
+        instructions="Test instructions",
+    )
+
+
+class TestValidateHttpVariablesStdioTransport:
+    def test_args_reports_individual_indices(self) -> None:
+        record = _make_afm_record_with_stdio_transport(
+            args=[
+                "${http:payload.url}",
+                "clean-arg",
+                "${http:header.auth}",
+            ]
+        )
+        with pytest.raises(AFMValidationError) as exc_info:
+            validate_http_variables(record)
+        msg = str(exc_info.value)
+        assert "tools.mcp.transport.args[0]" in msg
+        assert "tools.mcp.transport.args[1]" not in msg
+        assert "tools.mcp.transport.args[2]" in msg
+
+    def test_env_reports_individual_keys(self) -> None:
+        record = _make_afm_record_with_stdio_transport(
+            env={
+                "SECRET_KEY": "${http:payload.secret}",
+                "CLEAN_VAR": "plain-value",
+                "API_URL": "${http:payload.api}",
+            }
+        )
+        with pytest.raises(AFMValidationError) as exc_info:
+            validate_http_variables(record)
+        msg = str(exc_info.value)
+        assert "tools.mcp.transport.env.SECRET_KEY" in msg
+        assert "tools.mcp.transport.env.CLEAN_VAR" not in msg
+        assert "tools.mcp.transport.env.API_URL" in msg
+
+    def test_command_reports_violation(self) -> None:
+        record = _make_afm_record_with_stdio_transport(command="${http:payload.cmd}")
+        with pytest.raises(AFMValidationError) as exc_info:
+            validate_http_variables(record)
+        assert "tools.mcp.transport.command" in str(exc_info.value)
+
+    def test_no_error_when_no_http_variables(self) -> None:
+        record = _make_afm_record_with_stdio_transport(
+            command="npx",
+            args=["--port", "3000"],
+            env={"HOME": "/home/user"},
+        )
+        # Should not raise
+        validate_http_variables(record)
diff --git a/python-interpreter/packages/afm-langchain/pyproject.toml b/python-interpreter/packages/afm-langchain/pyproject.toml
index 21c7aa9..2cc545c 100644
--- a/python-interpreter/packages/afm-langchain/pyproject.toml
+++ b/python-interpreter/packages/afm-langchain/pyproject.toml
@@ -1,6 +1,6 @@
 [project]
 name = "afm-langchain"
-version = "0.1.4"
+version = "0.2.0"
 description = "AFM LangChain execution backend"
 readme = "README.md"
 classifiers = [
@@ -11,7 +11,7 @@ license = "Apache-2.0"
 requires-python = ">=3.11"
 urls = { Repository = "https://github.com/wso2/reference-implementations-afm" }
 dependencies = [
-    "afm-core>=0.1.0,<0.2.0",
+    "afm-core>=0.2.0,<0.3.0",
     "langchain>=1.2.8",
     "langchain-openai>=1.1.7",
     "langchain-anthropic>=1.3.1",
diff --git a/python-interpreter/packages/afm-langchain/src/afm_langchain/backend.py b/python-interpreter/packages/afm-langchain/src/afm_langchain/backend.py
index df3b924..0808e39 100644
--- a/python-interpreter/packages/afm-langchain/src/afm_langchain/backend.py
+++ b/python-interpreter/packages/afm-langchain/src/afm_langchain/backend.py
@@ -21,10 +21,6 @@
 from types import TracebackType
 from typing import Any
 
-from langchain_core.language_models import BaseChatModel
-from langchain_core.messages import AIMessage, HumanMessage, SystemMessage, ToolMessage
-from langchain_core.tools import BaseTool
-
 from afm.exceptions import AgentError, InputValidationError, OutputValidationError
 from afm.models import (
     AFMRecord,
@@ -36,12 +32,18 @@
     coerce_output_to_schema,
     validate_input,
 )
+from langchain_core.language_models import BaseChatModel
+from langchain_core.messages import AIMessage, HumanMessage, SystemMessage, ToolMessage
+from langchain_core.tools import BaseTool
 
+from .logging_utils import MCPStdioNoiseFilter
 from .providers import create_model_provider
 from .tools.mcp import MCPManager
 
 logger = logging.getLogger(__name__)
 
+logging.getLogger("mcp.client.stdio").addFilter(MCPStdioNoiseFilter())
+
 
 class LangChainRunner:
     def __init__(
diff --git a/python-interpreter/packages/afm-langchain/src/afm_langchain/logging_utils.py b/python-interpreter/packages/afm-langchain/src/afm_langchain/logging_utils.py
new file mode 100644
index 0000000..0381063
--- /dev/null
+++ b/python-interpreter/packages/afm-langchain/src/afm_langchain/logging_utils.py
@@ -0,0 +1,41 @@
+# Copyright (c) 2025, WSO2 LLC. (https://www.wso2.com).
+#
+# WSO2 LLC. licenses this file to you 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.
+
+from __future__ import annotations
+
+import logging
+
+
+class MCPStdioNoiseFilter(logging.Filter):
+    """Demotes harmless MCP stdio parse errors from ERROR to DEBUG.
+
+    Package managers (uvx, npx) write installation output to stdout on
+    first run, which the MCP client's stdout_reader tries to parse as
+    JSONRPC and logs as ERROR. These are harmless; the session starts
+    correctly once the real server begins. See also:
+    https://github.com/modelcontextprotocol/servers/issues/2895
+    """
+
+    _NOISE_PREFIX = "Failed to parse JSONRPC message from server"
+
+    def filter(self, record: logging.LogRecord) -> bool:
+        if (
+            record.levelno == logging.ERROR
+            and self._NOISE_PREFIX in record.getMessage()
+        ):
+            record.levelno = logging.DEBUG
+            record.levelname = "DEBUG"
+        return True
diff --git a/python-interpreter/packages/afm-langchain/src/afm_langchain/tools/mcp.py b/python-interpreter/packages/afm-langchain/src/afm_langchain/tools/mcp.py
index f683cf8..709a065 100644
--- a/python-interpreter/packages/afm-langchain/src/afm_langchain/tools/mcp.py
+++ b/python-interpreter/packages/afm-langchain/src/afm_langchain/tools/mcp.py
@@ -19,10 +19,6 @@
 import logging
 
 import httpx
-from langchain_core.tools import BaseTool
-from langchain_mcp_adapters.client import MultiServerMCPClient
-from langchain_mcp_adapters.sessions import StreamableHttpConnection
-
 from afm.exceptions import (
     MCPAuthenticationError,
     MCPConnectionError,
@@ -31,9 +27,14 @@
 from afm.models import (
     AFMRecord,
     ClientAuthentication,
+    HttpTransport,
     MCPServer,
+    StdioTransport,
     ToolFilter,
 )
+from langchain_core.tools import BaseTool
+from langchain_mcp_adapters.client import MultiServerMCPClient
+from langchain_mcp_adapters.sessions import StdioConnection, StreamableHttpConnection
 
 logger = logging.getLogger(__name__)
 
@@ -125,14 +126,12 @@ class MCPClient:
     def __init__(
         self,
         name: str,
-        url: str,
-        authentication: ClientAuthentication | None = None,
+        transport: HttpTransport | StdioTransport,
         tool_filter: ToolFilter | None = None,
     ) -> None:
         """Initialize an MCP client."""
         self.name = name
-        self.url = url
-        self.authentication = authentication
+        self.transport = transport
         self.tool_filter = tool_filter
         self._tools: list[BaseTool] | None = None
 
@@ -140,31 +139,38 @@ def __init__(
     def from_mcp_server(cls, server: MCPServer) -> "MCPClient":
         transport = server.transport
 
-        if transport.type != "http":
+        if not isinstance(transport, (HttpTransport, StdioTransport)):
             raise MCPError(
-                f"Unsupported transport type: {transport.type}. Only 'http' is supported for now.",
+                f"Unsupported transport type: {transport.type}",
                 server_name=server.name,
             )
 
         return cls(
             name=server.name,
-            url=transport.url,
-            authentication=transport.authentication,
+            transport=transport,
             tool_filter=server.tool_filter,
         )
 
-    def _build_connection_config(self) -> StreamableHttpConnection:
-        config: StreamableHttpConnection = {
-            "transport": "streamable_http",
-            "url": self.url,
-        }
-
-        # Add authentication if configured
-        auth = build_httpx_auth(self.authentication)
-        if auth is not None:
-            config["auth"] = auth
-
-        return config
+    def _build_connection_config(self) -> StreamableHttpConnection | StdioConnection:
+        if isinstance(self.transport, HttpTransport):
+            config: StreamableHttpConnection = {
+                "transport": "streamable_http",
+                "url": self.transport.url,
+            }
+            auth = build_httpx_auth(self.transport.authentication)
+            if auth is not None:
+                config["auth"] = auth
+            return config
+
+        else:
+            config: StdioConnection = {
+                "transport": "stdio",
+                "command": self.transport.command,
+                "args": self.transport.args or [],
+            }
+            if self.transport.env is not None:
+                config["env"] = self.transport.env
+            return config
 
     async def get_tools(self) -> list[BaseTool]:
         try:
diff --git a/python-interpreter/packages/afm-langchain/tests/test_logging_utils.py b/python-interpreter/packages/afm-langchain/tests/test_logging_utils.py
new file mode 100644
index 0000000..e2210c4
--- /dev/null
+++ b/python-interpreter/packages/afm-langchain/tests/test_logging_utils.py
@@ -0,0 +1,118 @@
+# Copyright (c) 2025, WSO2 LLC. (https://www.wso2.com).
+#
+# WSO2 LLC. licenses this file to you 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.
+
+import logging
+
+
+from afm_langchain.logging_utils import MCPStdioNoiseFilter
+
+
+def make_record(msg: str, level: int = logging.ERROR) -> logging.LogRecord:
+    record = logging.LogRecord(
+        name="mcp.client.stdio",
+        level=level,
+        pathname="",
+        lineno=0,
+        msg=msg,
+        args=(),
+        exc_info=None,
+    )
+    return record
+
+
+class TestMCPStdioNoiseFilter:
+    def setup_method(self):
+        self.filter = MCPStdioNoiseFilter()
+
+    # --- records that should be demoted ---
+
+    def test_demotes_exact_noise_message(self):
+        record = make_record("Failed to parse JSONRPC message from server")
+        result = self.filter.filter(record)
+        assert result is True  # record is kept
+        assert record.levelno == logging.DEBUG
+        assert record.levelname == "DEBUG"
+
+    def test_demotes_noise_message_with_trailing_context(self):
+        # The mcp library may append exception info after the prefix
+        record = make_record(
+            "Failed to parse JSONRPC message from server\nTraceback ..."
+        )
+        result = self.filter.filter(record)
+        assert result is True
+        assert record.levelno == logging.DEBUG
+
+    def test_demotes_noise_message_with_extra_whitespace(self):
+        # Prefix may appear with surrounding whitespace
+        record = make_record("  Failed to parse JSONRPC message from server  ")
+        result = self.filter.filter(record)
+        assert result is True
+        assert record.levelno == logging.DEBUG
+
+    # --- records that should NOT be demoted ---
+
+    def test_passes_through_other_error_records_unchanged(self):
+        record = make_record("Connection refused to MCP server", level=logging.ERROR)
+        result = self.filter.filter(record)
+        assert result is True
+        assert record.levelno == logging.ERROR
+        assert record.levelname == "ERROR"
+
+    def test_passes_through_warning_records_unchanged(self):
+        record = make_record(
+            "Failed to parse JSONRPC message from server", level=logging.WARNING
+        )
+        result = self.filter.filter(record)
+        assert result is True
+        assert record.levelno == logging.WARNING
+
+    def test_passes_through_info_records_unchanged(self):
+        record = make_record("MCP server connected", level=logging.INFO)
+        result = self.filter.filter(record)
+        assert result is True
+        assert record.levelno == logging.INFO
+
+    def test_passes_through_debug_records_unchanged(self):
+        record = make_record("some debug message", level=logging.DEBUG)
+        result = self.filter.filter(record)
+        assert result is True
+        assert record.levelno == logging.DEBUG
+
+    # --- integration: filter attached to a real logger ---
+
+    def test_filter_integrated_with_logger(self, caplog):
+        """With the filter attached, noise ERRORs should not appear at ERROR level."""
+        logger = logging.getLogger("mcp.client.stdio.test_integration")
+        logger.addFilter(MCPStdioNoiseFilter())
+
+        with caplog.at_level(logging.ERROR, logger="mcp.client.stdio.test_integration"):
+            logger.error("Failed to parse JSONRPC message from server")
+
+        # The record was demoted to DEBUG so it should not appear in ERROR-level capture
+        error_records = [r for r in caplog.records if r.levelno == logging.ERROR]
+        assert len(error_records) == 0
+
+    def test_real_errors_still_propagate(self, caplog):
+        """Genuine ERROR records must still appear at ERROR level."""
+        logger = logging.getLogger("mcp.client.stdio.test_real_errors")
+        logger.addFilter(MCPStdioNoiseFilter())
+
+        with caplog.at_level(logging.ERROR, logger="mcp.client.stdio.test_real_errors"):
+            logger.error("Connection refused by MCP server")
+
+        error_records = [r for r in caplog.records if r.levelno == logging.ERROR]
+        assert len(error_records) == 1
+        assert "Connection refused" in error_records[0].message
diff --git a/python-interpreter/packages/afm-langchain/tests/test_mcp.py b/python-interpreter/packages/afm-langchain/tests/test_mcp.py
index 564f463..fe6000f 100644
--- a/python-interpreter/packages/afm-langchain/tests/test_mcp.py
+++ b/python-interpreter/packages/afm-langchain/tests/test_mcp.py
@@ -14,21 +14,24 @@
 # specific language governing permissions and limitations
 # under the License.
 
+from typing import cast
 from unittest.mock import AsyncMock, MagicMock, patch
 
 import httpx
 import pytest
 from langchain_core.tools import BaseTool
+from langchain_mcp_adapters.sessions import StdioConnection
 
-from afm.exceptions import MCPConnectionError, MCPError
+from afm.exceptions import MCPConnectionError
 from afm.models import (
     AFMRecord,
     AgentMetadata,
     ClientAuthentication,
+    HttpTransport,
     MCPServer,
+    StdioTransport,
     ToolFilter,
     Tools,
-    Transport,
 )
 from afm_langchain.tools.mcp import (
     ApiKeyAuth,
@@ -60,7 +63,26 @@ def make_mcp_server(
 
     return MCPServer(
         name=name,
-        transport=Transport(type="http", url=url, authentication=auth),
+        transport=HttpTransport(type="http", url=url, authentication=auth),
+        tool_filter=tool_filter,
+    )
+
+
+def make_stdio_mcp_server(
+    name: str = "stdio-server",
+    command: str = "python",
+    args: list[str] | None = None,
+    env: dict[str, str] | None = None,
+    tool_filter: ToolFilter | None = None,
+) -> MCPServer:
+    return MCPServer(
+        name=name,
+        transport=StdioTransport(
+            type="stdio",
+            command=command,
+            args=args,
+            env=env,
+        ),
         tool_filter=tool_filter,
     )
 
@@ -168,17 +190,19 @@ def test_from_mcp_server_creates_client(self):
         client = MCPClient.from_mcp_server(server)
 
         assert client.name == "test"
-        assert client.url == "http://localhost:8080/mcp"
-        assert client.authentication is None
+        assert isinstance(client.transport, HttpTransport)
+        assert client.transport.url == "http://localhost:8080/mcp"
+        assert client.transport.authentication is None
         assert client.tool_filter is None
 
     def test_from_mcp_server_with_auth(self):
         server = make_mcp_server(name="test", auth_type="bearer")
         client = MCPClient.from_mcp_server(server)
 
-        assert client.authentication is not None
-        assert client.authentication.type == "bearer"
-        assert client.authentication.token == "test-token"
+        assert isinstance(client.transport, HttpTransport)
+        assert client.transport.authentication is not None
+        assert client.transport.authentication.type == "bearer"
+        assert client.transport.authentication.token == "test-token"
 
     def test_from_mcp_server_with_tool_filter(self):
         tool_filter = ToolFilter(allow=["tool1", "tool2"])
@@ -188,23 +212,80 @@ def test_from_mcp_server_with_tool_filter(self):
         assert client.tool_filter is not None
         assert client.tool_filter.allow == ["tool1", "tool2"]
 
-    def test_from_mcp_server_unsupported_transport_raises_error(self):
-        server = MCPServer(
-            name="test",
-            transport=Transport(type="http", url="http://localhost:8080"),
+    def test_from_mcp_server_creates_stdio_client(self):
+        server = make_stdio_mcp_server(
+            name="stdio-test",
+            command="python",
+            args=["server.py"],
         )
-        # Manually override the type to simulate invalid transport
-        object.__setattr__(server.transport, "type", "stdio")
+        client = MCPClient.from_mcp_server(server)
+
+        assert client.name == "stdio-test"
+        assert isinstance(client.transport, StdioTransport)
+        assert client.transport.command == "python"
+        assert client.transport.args == ["server.py"]
+        assert client.tool_filter is None
+
+    def test_build_connection_config_http(self):
+        server = make_mcp_server(name="test", url="http://localhost:8080/mcp")
+        client = MCPClient.from_mcp_server(server)
+        config = client._build_connection_config()
+
+        assert config["transport"] == "streamable_http"
+        assert config["url"] == "http://localhost:8080/mcp"
+        assert "auth" not in config
+
+    def test_build_connection_config_http_with_auth(self):
+        server = make_mcp_server(name="test", auth_type="bearer")
+        client = MCPClient.from_mcp_server(server)
+        config = client._build_connection_config()
 
-        with pytest.raises(MCPError, match="Unsupported transport type"):
-            MCPClient.from_mcp_server(server)
+        assert config["transport"] == "streamable_http"
+        assert "auth" in config
+        assert isinstance(config["auth"], BearerAuth)
+
+    def test_build_connection_config_stdio(self):
+        server = make_stdio_mcp_server(
+            name="stdio-test",
+            command="npx",
+            args=["-y", "@modelcontextprotocol/server-filesystem", "/tmp"],
+        )
+        client = MCPClient.from_mcp_server(server)
+        config = cast(StdioConnection, client._build_connection_config())
+
+        assert config["transport"] == "stdio"
+        assert config["command"] == "npx"
+        assert config["args"] == [
+            "-y",
+            "@modelcontextprotocol/server-filesystem",
+            "/tmp",
+        ]
+        assert "env" not in config
+
+    def test_build_connection_config_stdio_with_env(self):
+        server = make_stdio_mcp_server(
+            name="stdio-test",
+            command="python",
+            args=["server.py"],
+            env={"DB_PATH": "./data.db", "API_KEY": "secret"},
+        )
+        client = MCPClient.from_mcp_server(server)
+        config = cast(StdioConnection, client._build_connection_config())
+
+        assert config["transport"] == "stdio"
+        assert config["env"] == {"DB_PATH": "./data.db", "API_KEY": "secret"}
+
+    def test_build_connection_config_stdio_no_args_defaults_to_empty_list(self):
+        server = make_stdio_mcp_server(name="stdio-test", command="python")
+        client = MCPClient.from_mcp_server(server)
+        config = cast(StdioConnection, client._build_connection_config())
+
+        assert config["args"] == []
 
     @pytest.mark.asyncio
     async def test_get_tools_calls_mcp_client(self):
-        client = MCPClient(
-            name="test-server",
-            url="http://localhost:8080/mcp",
-        )
+        server = make_mcp_server(name="test-server", url="http://localhost:8080/mcp")
+        client = MCPClient.from_mcp_server(server)
 
         mock_tools = [make_mock_tool("tool1"), make_mock_tool("tool2")]
 
@@ -221,11 +302,12 @@ async def test_get_tools_calls_mcp_client(self):
     @pytest.mark.asyncio
     async def test_get_tools_applies_filtering(self):
         tool_filter = ToolFilter(allow=["tool1"])
-        client = MCPClient(
+        server = make_mcp_server(
             name="test-server",
             url="http://localhost:8080/mcp",
             tool_filter=tool_filter,
         )
+        client = MCPClient.from_mcp_server(server)
 
         mock_tools = [make_mock_tool("tool1"), make_mock_tool("tool2")]
 
@@ -241,10 +323,8 @@ async def test_get_tools_applies_filtering(self):
 
     @pytest.mark.asyncio
     async def test_get_tools_connection_error_raises_mcp_error(self):
-        client = MCPClient(
-            name="test-server",
-            url="http://localhost:8080/mcp",
-        )
+        server = make_mcp_server(name="test-server", url="http://localhost:8080/mcp")
+        client = MCPClient.from_mcp_server(server)
 
         with patch("afm_langchain.tools.mcp.MultiServerMCPClient") as MockClient:
             mock_instance = AsyncMock()
@@ -254,6 +334,28 @@ async def test_get_tools_connection_error_raises_mcp_error(self):
             with pytest.raises(MCPConnectionError, match="Failed to connect"):
                 await client.get_tools()
 
+    @pytest.mark.asyncio
+    async def test_get_tools_stdio_calls_mcp_client(self):
+        server = make_stdio_mcp_server(
+            name="stdio-server",
+            command="python",
+            args=["server.py"],
+        )
+        client = MCPClient.from_mcp_server(server)
+
+        mock_tools = [make_mock_tool("stdio_tool")]
+
+        with patch("afm_langchain.tools.mcp.MultiServerMCPClient") as MockClient:
+            mock_instance = AsyncMock()
+            mock_instance.get_tools.return_value = mock_tools
+            MockClient.return_value = mock_instance
+
+            result = await client.get_tools()
+
+            assert len(result) == 1
+            assert result[0].name == "stdio_tool"
+            mock_instance.get_tools.assert_called_once_with(server_name="stdio-server")
+
 
 class TestMCPManager:
     def test_from_afm_with_no_tools_returns_none(self):
@@ -433,3 +535,37 @@ async def test_get_tools_partial_failure_not_cached(self):
             assert tools[1].name == "tool2"
             mock_get1_retry.assert_called_once()
             mock_get2_retry.assert_called_once()
+
+    @pytest.mark.asyncio
+    async def test_get_tools_mixed_http_and_stdio_servers(self):
+        servers = [
+            make_mcp_server(name="http-server", url="http://localhost:8080/mcp"),
+            make_stdio_mcp_server(
+                name="stdio-server",
+                command="python",
+                args=["server.py"],
+            ),
+        ]
+        manager = MCPManager(servers)
+
+        assert len(manager._clients) == 2
+        assert isinstance(manager._clients[0].transport, HttpTransport)
+        assert isinstance(manager._clients[1].transport, StdioTransport)
+
+        with (
+            patch.object(
+                manager._clients[0],
+                "get_tools",
+                return_value=[make_mock_tool("http_tool")],
+            ),
+            patch.object(
+                manager._clients[1],
+                "get_tools",
+                return_value=[make_mock_tool("stdio_tool")],
+            ),
+        ):
+            tools = await manager.get_tools()
+
+        assert len(tools) == 2
+        assert tools[0].name == "http_tool"
+        assert tools[1].name == "stdio_tool"
diff --git a/python-interpreter/uv.lock b/python-interpreter/uv.lock
index f35fa46..2e0be55 100644
--- a/python-interpreter/uv.lock
+++ b/python-interpreter/uv.lock
@@ -26,7 +26,7 @@ dev = [
 
 [[package]]
 name = "afm-cli"
-version = "0.2.10"
+version = "0.3.0"
 source = { editable = "packages/afm-cli" }
 dependencies = [
     { name = "afm-core" },
@@ -41,7 +41,7 @@ requires-dist = [
 
 [[package]]
 name = "afm-core"
-version = "0.1.7"
+version = "0.2.0"
 source = { editable = "packages/afm-core" }
 dependencies = [
     { name = "click" },
@@ -74,7 +74,7 @@ requires-dist = [
 
 [[package]]
 name = "afm-langchain"
-version = "0.1.4"
+version = "0.2.0"
 source = { editable = "packages/afm-langchain" }
 dependencies = [
     { name = "afm-core" },
@@ -252,7 +252,7 @@ wheels = [
 
 [[package]]
 name = "anthropic"
-version = "0.79.0"
+version = "0.84.0"
 source = { registry = "https://pypi.org/simple" }
 dependencies = [
     { name = "anyio" },
@@ -264,9 +264,9 @@ dependencies = [
     { name = "sniffio" },
     { name = "typing-extensions" },
 ]
-sdist = { url = "https://files.pythonhosted.org/packages/15/b1/91aea3f8fd180d01d133d931a167a78a3737b3fd39ccef2ae8d6619c24fd/anthropic-0.79.0.tar.gz", hash = "sha256:8707aafb3b1176ed6c13e2b1c9fb3efddce90d17aee5d8b83a86c70dcdcca871", size = 509825, upload-time = "2026-02-07T18:06:18.388Z" }
+sdist = { url = "https://files.pythonhosted.org/packages/04/ea/0869d6df9ef83dcf393aeefc12dd81677d091c6ffc86f783e51cf44062f2/anthropic-0.84.0.tar.gz", hash = "sha256:72f5f90e5aebe62dca316cb013629cfa24996b0f5a4593b8c3d712bc03c43c37", size = 539457, upload-time = "2026-02-25T05:22:38.54Z" }
 wheels = [
-    { url = "https://files.pythonhosted.org/packages/95/b2/cc0b8e874a18d7da50b0fda8c99e4ac123f23bf47b471827c5f6f3e4a767/anthropic-0.79.0-py3-none-any.whl", hash = "sha256:04cbd473b6bbda4ca2e41dd670fe2f829a911530f01697d0a1e37321eb75f3cf", size = 405918, upload-time = "2026-02-07T18:06:20.246Z" },
+    { url = "https://files.pythonhosted.org/packages/64/ca/218fa25002a332c0aa149ba18ffc0543175998b1f65de63f6d106689a345/anthropic-0.84.0-py3-none-any.whl", hash = "sha256:861c4c50f91ca45f942e091d83b60530ad6d4f98733bfe648065364da05d29e7", size = 455156, upload-time = "2026-02-25T05:22:40.468Z" },
 ]
 
 [[package]]
@@ -305,11 +305,11 @@ wheels = [
 
 [[package]]
 name = "certifi"
-version = "2026.1.4"
+version = "2026.2.25"
 source = { registry = "https://pypi.org/simple" }
-sdist = { url = "https://files.pythonhosted.org/packages/e0/2d/a891ca51311197f6ad14a7ef42e2399f36cf2f9bd44752b3dc4eab60fdc5/certifi-2026.1.4.tar.gz", hash = "sha256:ac726dd470482006e014ad384921ed6438c457018f4b3d204aea4281258b2120", size = 154268, upload-time = "2026-01-04T02:42:41.825Z" }
+sdist = { url = "https://files.pythonhosted.org/packages/af/2d/7bf41579a8986e348fa033a31cdd0e4121114f6bce2457e8876010b092dd/certifi-2026.2.25.tar.gz", hash = "sha256:e887ab5cee78ea814d3472169153c2d12cd43b14bd03329a39a9c6e2e80bfba7", size = 155029, upload-time = "2026-02-25T02:54:17.342Z" }
 wheels = [
-    { url = "https://files.pythonhosted.org/packages/e6/ad/3cc14f097111b4de0040c83a525973216457bbeeb63739ef1ed275c1c021/certifi-2026.1.4-py3-none-any.whl", hash = "sha256:9943707519e4add1115f44c2bc244f782c0249876bf51b6599fee1ffbedd685c", size = 152900, upload-time = "2026-01-04T02:42:40.15Z" },
+    { url = "https://files.pythonhosted.org/packages/9a/3c/c17fb3ca2d9c3acff52e30b309f538586f9f5b9c9cf454f3845fc9af4881/certifi-2026.2.25-py3-none-any.whl", hash = "sha256:027692e4402ad994f1c42e52a4997a9763c646b73e4096e4d5d6db8af1d6f0fa", size = 153684, upload-time = "2026-02-25T02:54:15.766Z" },
 ]
 
 [[package]]
@@ -659,7 +659,7 @@ wheels = [
 
 [[package]]
 name = "fastapi"
-version = "0.129.0"
+version = "0.133.0"
 source = { registry = "https://pypi.org/simple" }
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