diff --git a/.github/workflows/langchain-interpreter.yml b/.github/workflows/langchain-interpreter.yml
new file mode 100644
index 0000000..1acba4b
--- /dev/null
+++ b/.github/workflows/langchain-interpreter.yml
@@ -0,0 +1,89 @@
+name: LangChain Interpreter CI
+
+on:
+ push:
+ branches: [main, dev]
+ paths:
+ - "langchain-interpreter/**"
+ - ".github/workflows/langchain-interpreter.yml"
+ pull_request:
+ branches: [main, dev]
+ paths:
+ - "langchain-interpreter/**"
+ - ".github/workflows/langchain-interpreter.yml"
+
+jobs:
+ test:
+ runs-on: ubuntu-latest
+ defaults:
+ run:
+ working-directory: langchain-interpreter
+
+ steps:
+ - name: Checkout repository
+ uses: actions/checkout@v4
+
+ - name: Install uv
+ uses: astral-sh/setup-uv@v5
+ with:
+ enable-cache: true
+
+ - name: Install dependencies
+ run: uv sync --dev
+
+ - name: Run tests
+ run: uv run pytest
+
+ - name: Lint with ruff
+ run: uv run ruff check .
+
+ docker:
+ runs-on: ubuntu-latest
+ needs: test
+ if: github.event_name == 'push' && github.ref == 'refs/heads/main'
+ permissions:
+ packages: write
+ defaults:
+ run:
+ working-directory: langchain-interpreter
+
+ steps:
+ - name: Checkout repository
+ uses: actions/checkout@v4
+
+ - name: Set up Docker Buildx
+ uses: docker/setup-buildx-action@v3
+
+ - name: Login to GHCR
+ uses: docker/login-action@v3
+ with:
+ registry: ghcr.io
+ username: ${{ github.actor }}
+ password: ${{ secrets.GITHUB_TOKEN }}
+
+ - name: Determine image name
+ id: meta
+ env:
+ OWNER: ${{ github.repository_owner }}
+ run: |
+ # GHCR requires lowercase repository names
+ OWNER_LOWER=$(echo "$OWNER" | tr '[:upper:]' '[:lower:]')
+ echo "image_name=ghcr.io/$OWNER_LOWER/afm-langchain-interpreter" >> $GITHUB_OUTPUT
+
+ - name: Build and push Docker image
+ uses: docker/build-push-action@v5
+ with:
+ context: langchain-interpreter
+ push: true
+ platforms: linux/amd64,linux/arm64
+ tags: |
+ ${{ steps.meta.outputs.image_name }}:latest
+ ${{ steps.meta.outputs.image_name }}:${{ github.sha }}
+ labels: |
+ org.opencontainers.image.source=https://github.com/${{ github.repository }}
+ org.opencontainers.image.revision=${{ github.sha }}
+ org.opencontainers.image.title=AFM LangChain Interpreter
+ 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-common.yml b/.github/workflows/release-common.yml
index 393d59d..848c655 100644
--- a/.github/workflows/release-common.yml
+++ b/.github/workflows/release-common.yml
@@ -28,7 +28,7 @@ on:
env:
# Allowed implementations - update this list when adding new implementations
- ALLOWED_IMPLEMENTATIONS: ballerina-interpreter
+ ALLOWED_IMPLEMENTATIONS: ballerina-interpreter langchain-interpreter
jobs:
release:
@@ -84,6 +84,21 @@ jobs:
bal build
bal test
+ - name: Install uv
+ if: inputs.implementation == 'langchain-interpreter'
+ uses: astral-sh/setup-uv@v5
+ with:
+ enable-cache: true
+
+ - name: Build and test (Python)
+ if: inputs.implementation == 'langchain-interpreter'
+ env:
+ IMPLEMENTATION: ${{ inputs.implementation }}
+ working-directory: ${{ inputs.implementation }}
+ run: |
+ uv sync --dev
+ uv run pytest
+
- name: Create release branch
env:
IMPLEMENTATION: ${{ inputs.implementation }}
diff --git a/.github/workflows/release.yml b/.github/workflows/release.yml
index b0efbfe..17ccddf 100644
--- a/.github/workflows/release.yml
+++ b/.github/workflows/release.yml
@@ -9,6 +9,7 @@ on:
type: choice
options:
- ballerina-interpreter
+ - langchain-interpreter
branch:
description: 'Branch to release from'
required: false
@@ -49,12 +50,22 @@ jobs:
env:
IMPLEMENTATION: ${{ inputs.implementation }}
run: |
- # Read version from Ballerina.toml (first match is package version)
- RELEASE_VERSION=$(grep '^version = ' "$IMPLEMENTATION/Ballerina.toml" | head -1 | sed 's/version = "\(.*\)"/\1/')
+ # Determine version file
+ if [ -f "$IMPLEMENTATION/Ballerina.toml" ]; then
+ VERSION_FILE="$IMPLEMENTATION/Ballerina.toml"
+ elif [ -f "$IMPLEMENTATION/pyproject.toml" ]; then
+ VERSION_FILE="$IMPLEMENTATION/pyproject.toml"
+ else
+ echo "::error::No version file found for implementation: $IMPLEMENTATION"
+ exit 1
+ fi
+
+ # Read version (first match is package version)
+ RELEASE_VERSION=$(grep '^version = ' "$VERSION_FILE" | head -1 | sed 's/version = "\(.*\)"/\1/')
# Validate version format
if [[ ! "$RELEASE_VERSION" =~ ^[0-9]+\.[0-9]+\.[0-9]+$ ]]; then
- echo "::error::Version in Ballerina.toml must be in format X.Y.Z, got: $RELEASE_VERSION"
+ echo "::error::Version in $VERSION_FILE must be in format X.Y.Z, got: $RELEASE_VERSION"
exit 1
fi
@@ -120,7 +131,14 @@ jobs:
git config user.name "github-actions[bot]"
git config user.email "github-actions[bot]@users.noreply.github.com"
git pull origin "$BRANCH" --rebase
- sed -i "s/^version = \".*\"/version = \"$NEXT_VERSION\"/" "$IMPLEMENTATION/Ballerina.toml"
- git add "$IMPLEMENTATION/Ballerina.toml"
+ # Determine version file
+ if [ -f "$IMPLEMENTATION/Ballerina.toml" ]; then
+ VERSION_FILE="$IMPLEMENTATION/Ballerina.toml"
+ elif [ -f "$IMPLEMENTATION/pyproject.toml" ]; then
+ VERSION_FILE="$IMPLEMENTATION/pyproject.toml"
+ fi
+
+ sed -i "s/^version = \".*\"/version = \"$NEXT_VERSION\"/" "$VERSION_FILE"
+ git add "$VERSION_FILE"
git commit -m "Bump $IMPLEMENTATION version to $NEXT_VERSION"
git push origin "$BRANCH"
diff --git a/README.md b/README.md
index ab44fff..13bf3c5 100644
--- a/README.md
+++ b/README.md
@@ -7,13 +7,14 @@ Reference implementations for [Agent-Flavored Markdown (AFM)](https://wso2.githu
| Implementation | Language/Framework | Status |
|----------------|-------------------|--------|
| [ballerina-interpreter](./ballerina-interpreter) | Ballerina | Active |
-| langchain-interpreter | Python/LangChain | Planned |
+| [langchain-interpreter](./langchain-interpreter) | Python/LangChain | Active |
## Repository Structure
```
reference-implementations-afm/
├── ballerina-interpreter/ # Ballerina-based AFM interpreter
+├── langchain-interpreter/ # LangChain-based AFM interpreter
└── .github/workflows/ # CI/CD (path-filtered per implementation)
```
diff --git a/langchain-interpreter/.dockerignore b/langchain-interpreter/.dockerignore
new file mode 100644
index 0000000..c5bd6bc
--- /dev/null
+++ b/langchain-interpreter/.dockerignore
@@ -0,0 +1,12 @@
+.venv
+.git
+.github
+__pycache__
+*.pyc
+.pytest_cache
+.coverage
+htmlcov
+.env
+dist
+build
+*.egg-info
diff --git a/langchain-interpreter/.gitignore b/langchain-interpreter/.gitignore
new file mode 100644
index 0000000..e15106e
--- /dev/null
+++ b/langchain-interpreter/.gitignore
@@ -0,0 +1,216 @@
+# Byte-compiled / optimized / DLL files
+__pycache__/
+*.py[codz]
+*$py.class
+
+# C extensions
+*.so
+
+# Distribution / packaging
+.Python
+build/
+develop-eggs/
+dist/
+downloads/
+eggs/
+.eggs/
+lib/
+lib64/
+parts/
+sdist/
+var/
+wheels/
+share/python-wheels/
+*.egg-info/
+.installed.cfg
+*.egg
+MANIFEST
+
+# PyInstaller
+# Usually these files are written by a python script from a template
+# before PyInstaller builds the exe, so as to inject date/other infos into it.
+*.manifest
+*.spec
+
+# Installer logs
+pip-log.txt
+pip-delete-this-directory.txt
+
+# Unit test / coverage reports
+htmlcov/
+.tox/
+.nox/
+.coverage
+.coverage.*
+.cache
+nosetests.xml
+coverage.xml
+*.cover
+*.py.cover
+.hypothesis/
+.pytest_cache/
+cover/
+
+# Translations
+*.mo
+*.pot
+
+# Django stuff:
+*.log
+local_settings.py
+db.sqlite3
+db.sqlite3-journal
+
+# Flask stuff:
+instance/
+.webassets-cache
+
+# Scrapy stuff:
+.scrapy
+
+# Sphinx documentation
+docs/_build/
+
+# PyBuilder
+.pybuilder/
+target/
+
+# Jupyter Notebook
+.ipynb_checkpoints
+
+# IPython
+profile_default/
+ipython_config.py
+
+# pyenv
+# For a library or package, you might want to ignore these files since the code is
+# intended to run in multiple environments; otherwise, check them in:
+# .python-version
+
+# pipenv
+# According to pypa/pipenv#598, it is recommended to include Pipfile.lock in version control.
+# However, in case of collaboration, if having platform-specific dependencies or dependencies
+# having no cross-platform support, pipenv may install dependencies that don't work, or not
+# install all needed dependencies.
+# Pipfile.lock
+
+# UV
+# Similar to Pipfile.lock, it is generally recommended to include uv.lock in version control.
+# This is especially recommended for binary packages to ensure reproducibility, and is more
+# commonly ignored for libraries.
+# uv.lock
+
+# poetry
+# Similar to Pipfile.lock, it is generally recommended to include poetry.lock in version control.
+# This is especially recommended for binary packages to ensure reproducibility, and is more
+# commonly ignored for libraries.
+# https://python-poetry.org/docs/basic-usage/#commit-your-poetrylock-file-to-version-control
+# poetry.lock
+# poetry.toml
+
+# pdm
+# Similar to Pipfile.lock, it is generally recommended to include pdm.lock in version control.
+# pdm recommends including project-wide configuration in pdm.toml, but excluding .pdm-python.
+# https://pdm-project.org/en/latest/usage/project/#working-with-version-control
+# pdm.lock
+# pdm.toml
+.pdm-python
+.pdm-build/
+
+# pixi
+# Similar to Pipfile.lock, it is generally recommended to include pixi.lock in version control.
+# pixi.lock
+# Pixi creates a virtual environment in the .pixi directory, just like venv module creates one
+# in the .venv directory. It is recommended not to include this directory in version control.
+.pixi
+
+# PEP 582; used by e.g. github.com/David-OConnor/pyflow and github.com/pdm-project/pdm
+__pypackages__/
+
+# Celery stuff
+celerybeat-schedule
+celerybeat.pid
+
+# Redis
+*.rdb
+*.aof
+*.pid
+
+# RabbitMQ
+mnesia/
+rabbitmq/
+rabbitmq-data/
+
+# ActiveMQ
+activemq-data/
+
+# SageMath parsed files
+*.sage.py
+
+# Environments
+.env
+.envrc
+.venv
+env/
+venv/
+ENV/
+env.bak/
+venv.bak/
+
+# Spyder project settings
+.spyderproject
+.spyproject
+
+# Rope project settings
+.ropeproject
+
+# mkdocs documentation
+/site
+
+# mypy
+.mypy_cache/
+.dmypy.json
+dmypy.json
+
+# Pyre type checker
+.pyre/
+
+# pytype static type analyzer
+.pytype/
+
+# Cython debug symbols
+cython_debug/
+
+# PyCharm
+# JetBrains specific template is maintained in a separate JetBrains.gitignore that can
+# be found at https://github.com/github/gitignore/blob/main/Global/JetBrains.gitignore
+# and can be added to the global gitignore or merged into this file. For a more nuclear
+# option (not recommended) you can uncomment the following to ignore the entire idea folder.
+# .idea/
+
+# Abstra
+# Abstra is an AI-powered process automation framework.
+# Ignore directories containing user credentials, local state, and settings.
+# Learn more at https://abstra.io/docs
+.abstra/
+
+# Visual Studio Code
+# Visual Studio Code specific template is maintained in a separate VisualStudioCode.gitignore
+# that can be found at https://github.com/github/gitignore/blob/main/Global/VisualStudioCode.gitignore
+# and can be added to the global gitignore or merged into this file. However, if you prefer,
+# you could uncomment the following to ignore the entire vscode folder
+# .vscode/
+
+# Ruff stuff:
+.ruff_cache/
+
+# PyPI configuration file
+.pypirc
+
+# Marimo
+marimo/_static/
+marimo/_lsp/
+__marimo__/
+
+# Streamlit
+.streamlit/secrets.toml
diff --git a/langchain-interpreter/.python-version b/langchain-interpreter/.python-version
new file mode 100644
index 0000000..2c07333
--- /dev/null
+++ b/langchain-interpreter/.python-version
@@ -0,0 +1 @@
+3.11
diff --git a/langchain-interpreter/Dockerfile b/langchain-interpreter/Dockerfile
new file mode 100644
index 0000000..0ac7b8e
--- /dev/null
+++ b/langchain-interpreter/Dockerfile
@@ -0,0 +1,46 @@
+# Stage 1: Builder
+FROM python:3.13-alpine AS builder
+
+# Install uv for fast dependency management
+COPY --from=ghcr.io/astral-sh/uv:0.10.0 /uv /uvx /bin/
+
+# Set environment variables for uv and optimization
+ENV UV_COMPILE_BYTECODE=1
+ENV UV_LINK_MODE=copy
+ENV UV_NO_DEV=1
+
+# Change the working directory to the `app` directory
+WORKDIR /app
+
+# Install dependencies first (for better caching)
+COPY uv.lock pyproject.toml ./
+RUN --mount=type=cache,target=/root/.cache/uv \
+ uv sync --frozen --no-install-project --no-editable
+
+# Copy the source code into the builder stage
+COPY src/ ./src/
+COPY README.md ./
+
+# Sync the project (installs the current project into the venv)
+RUN --mount=type=cache,target=/root/.cache/uv \
+ uv sync --locked --no-editable
+
+# Stage 2: Final image
+FROM python:3.13-alpine
+
+# Set working directory
+WORKDIR /app
+
+# Copy the virtual environment from the builder stage
+COPY --from=builder /app/.venv /app/.venv
+
+# Set environment variables
+ENV PATH="/app/.venv/bin:$PATH"
+ENV PYTHONUNBUFFERED=1
+
+# Expose default port for web interfaces
+EXPOSE 8000
+
+# Entry point to run the afm CLI
+ENTRYPOINT ["afm"]
+CMD ["--help"]
diff --git a/langchain-interpreter/LICENSE b/langchain-interpreter/LICENSE
new file mode 100644
index 0000000..261eeb9
--- /dev/null
+++ b/langchain-interpreter/LICENSE
@@ -0,0 +1,201 @@
+ Apache License
+ Version 2.0, January 2004
+ http://www.apache.org/licenses/
+
+ TERMS AND CONDITIONS FOR USE, REPRODUCTION, AND DISTRIBUTION
+
+ 1. Definitions.
+
+ "License" shall mean the terms and conditions for use, reproduction,
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+ whether in tort (including negligence), contract, or otherwise,
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diff --git a/langchain-interpreter/README.md b/langchain-interpreter/README.md
new file mode 100644
index 0000000..b035275
--- /dev/null
+++ b/langchain-interpreter/README.md
@@ -0,0 +1,79 @@
+# AFM LangChain Interpreter
+
+A LangChain-based reference implementation of an interpreter for [Agent-Flavored Markdown (AFM)](https://github.com/wso2/agent-flavored-markdown) files.
+
+## Features
+
+- **Support for all interface types:**
+ - Console chat (interactive CLI)
+ - Web chat (HTTP API + optional UI)
+ - Webhook (WebSub-based event handling)
+- **Multi-interface agents** - run multiple interfaces simultaneously
+- **MCP support** for tools (Model Context Protocol)
+- **Validation** - dry-run mode to validate AFM definitions
+
+## Prerequisites
+
+- [Python](https://www.python.org/) 3.12 or later.
+- [uv](https://docs.astral.sh/uv/) for dependency management.
+- [Docker](https://www.docker.com/) (optional, for running via containers).
+
+## Quick Start
+
+```bash
+# Set your API Key
+export OPENAI_API_KEY="your-api-key-here"
+
+# Run with an AFM file using uv
+uv run afm path/to/agent.afm.md
+```
+
+## Configuration
+
+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)
+
+## Running with Docker
+
+```bash
+# Build the image
+docker build -t afm-langchain-interpreter .
+
+# Run with an AFM file mounted and API key
+docker run -v $(pwd)/path/to/agent.afm.md:/app/agent.afm.md \
+ -e OPENAI_API_KEY=$OPENAI_API_KEY \
+ -p 8000:8000 \
+ afm-langchain-interpreter afm /app/agent.afm.md
+```
+
+## Testing
+
+```bash
+uv run pytest
+```
+
+## Project Structure
+
+```text
+langchain-interpreter/
+├── src/afm/
+│ ├── interfaces/ # Interface implementations (console, web, webhook)
+│ ├── tools/ # Tool support (MCP server)
+│ ├── resources/ # Static assets (web UI)
+│ ├── agent.py # Core agent logic
+│ ├── cli.py # CLI entry point
+│ ├── parser.py # AFM file parsing
+│ ├── models.py # Model configuration
+│ ├── providers.py # LLM provider handling
+│ └── templates.py # Prompt templates
+├── tests/ # Unit and integration tests
+├── Dockerfile # Container build
+├── pyproject.toml # Python project configuration
+└── uv.lock # Dependency lock file
+```
+
+## License
+
+Apache-2.0
diff --git a/langchain-interpreter/pyproject.toml b/langchain-interpreter/pyproject.toml
new file mode 100644
index 0000000..0892eae
--- /dev/null
+++ b/langchain-interpreter/pyproject.toml
@@ -0,0 +1,57 @@
+[project]
+name = "afm"
+version = "0.1.1"
+description = "AFM (Agent-Flavored Markdown) interpreter using LangChain"
+readme = "README.md"
+classifiers = [
+ "Development Status :: 3 - Alpha",
+ "Programming Language :: Python :: 3.11",
+]
+license = "Apache-2.0"
+requires-python = ">=3.11"
+urls = { Repository = "https://github.com/wso2/reference-implementations-afm" }
+dependencies = [
+ "langchain>=1.2.8",
+ "pyyaml>=6.0",
+ "pydantic>=2.0",
+ "langchain-openai>=1.1.7",
+ "langchain-anthropic>=1.3.1",
+ "jsonschema>=4.26.0",
+ "fastapi>=0.128.1",
+ "httpx>=0.28.1",
+ "uvicorn>=0.40.0",
+ "mcp>=1.26.0",
+ "langchain-mcp-adapters>=0.2.1",
+ "click>=8.0.0",
+ "textual>=2.1.0",
+]
+
+[project.scripts]
+afm = "afm.cli:main"
+
+[build-system]
+requires = ["uv_build>=0.9.28,<0.10.0"]
+build-backend = "uv_build"
+
+[tool.pytest.ini_options]
+testpaths = ["tests"]
+pythonpath = ["src"]
+asyncio_mode = "auto"
+asyncio_default_fixture_loop_scope = "function"
+
+[dependency-groups]
+dev = [
+ "ruff>=0.15.0",
+ "pytest>=8.0",
+ "pytest-cov>=7.0.0",
+ "pytest-asyncio>=1.3.0",
+ "textual-dev>=1.7.0",
+ "ty>=0.0.15",
+ "asgi-lifespan>=2.1.0",
+]
+
+[tool.uv]
+constraint-dependencies = [
+ "wheel>=0.46.0",
+ "jaraco-context>=6.0.0",
+]
diff --git a/langchain-interpreter/src/afm/__init__.py b/langchain-interpreter/src/afm/__init__.py
new file mode 100644
index 0000000..4a7c442
--- /dev/null
+++ b/langchain-interpreter/src/afm/__init__.py
@@ -0,0 +1,4 @@
+# Copyright (c) 2025
+# Licensed under the Apache License, Version 2.0
+
+__version__ = "0.1.1"
diff --git a/langchain-interpreter/src/afm/agent.py b/langchain-interpreter/src/afm/agent.py
new file mode 100644
index 0000000..d0466a0
--- /dev/null
+++ b/langchain-interpreter/src/afm/agent.py
@@ -0,0 +1,294 @@
+# Copyright (c) 2025
+# Licensed under the Apache License, Version 2.0
+
+from __future__ import annotations
+
+import json
+import logging
+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 .exceptions import AgentError, InputValidationError, OutputValidationError
+from .models import (
+ AFMRecord,
+ Interface,
+ Signature,
+)
+from .providers import create_model_provider
+from .schema_validator import (
+ build_output_schema_instruction,
+ coerce_output_to_schema,
+ validate_input,
+)
+from .tools.mcp import MCPManager
+
+logger = logging.getLogger(__name__)
+
+
+class Agent:
+ def __init__(
+ self,
+ afm: AFMRecord,
+ *,
+ model: BaseChatModel | None = None,
+ tools: list[BaseTool] | None = None,
+ ) -> None:
+ self._afm = afm
+ self._base_model = model or create_model_provider(afm.metadata.model)
+ self._model = self._base_model # Will be updated with tools when connected
+ self._sessions: dict[str, list[HumanMessage | AIMessage]] = {}
+
+ # MCP management
+ self._mcp_manager = MCPManager.from_afm(afm)
+ self._external_tools = tools or []
+ self._mcp_tools: list[BaseTool] = []
+ self._connected = False
+
+ # Cache the active interface for signature validation
+ self._interface = self._get_primary_interface()
+ self._signature = self._get_signature()
+
+ async def __aenter__(self) -> "Agent":
+ await self.connect()
+ return self
+
+ async def __aexit__(
+ self,
+ exc_type: type[BaseException] | None,
+ exc_val: BaseException | None,
+ exc_tb: TracebackType | None,
+ ) -> None:
+ await self.disconnect()
+
+ async def connect(self) -> None:
+ if self._connected:
+ return
+
+ if self._mcp_manager is not None:
+ logger.info(f"Connecting to MCP servers: {self._mcp_manager.server_names}")
+ self._mcp_tools = await self._mcp_manager.get_tools()
+ logger.info(f"Loaded {len(self._mcp_tools)} MCP tools")
+
+ # Bind tools to model if any are available
+ all_tools = self._get_all_tools()
+ if all_tools:
+ self._model = self._base_model.bind_tools(all_tools)
+ logger.info(f"Bound {len(all_tools)} tools to model")
+
+ self._connected = True
+
+ async def disconnect(self) -> None:
+ if not self._connected:
+ return
+
+ # Clear MCP tools and reset model
+ self._mcp_tools = []
+ self._model = self._base_model
+ self._connected = False
+
+ if self._mcp_manager is not None:
+ self._mcp_manager.clear_cache()
+ logger.info("Disconnected from MCP servers")
+
+ def _get_all_tools(self) -> list[BaseTool]:
+
+ return self._external_tools + self._mcp_tools
+
+ @property
+ def afm(self) -> AFMRecord:
+ return self._afm
+
+ @property
+ def name(self) -> str:
+ return self._afm.metadata.name or "AFM Agent"
+
+ @property
+ def description(self) -> str | None:
+ return self._afm.metadata.description
+
+ @property
+ def system_prompt(self) -> str:
+ return f"""# Role
+
+{self._afm.role}
+
+# Instructions
+
+{self._afm.instructions}"""
+
+ @property
+ def max_iterations(self) -> int | None:
+ return self._afm.metadata.max_iterations
+
+ @property
+ def tools(self) -> list[BaseTool]:
+ return self._get_all_tools()
+
+ @property
+ def signature(self) -> Signature:
+ return self._signature
+
+ def _get_primary_interface(self) -> Interface | None:
+ interfaces = self._afm.metadata.interfaces
+ if interfaces and len(interfaces) > 0:
+ return interfaces[0]
+ return None
+
+ def _get_signature(self) -> Signature:
+ if self._interface is not None:
+ return self._interface.signature
+ # Default: string input/output
+ return Signature()
+
+ def _get_session_history(self, session_id: str) -> list[HumanMessage | AIMessage]:
+ if session_id not in self._sessions:
+ self._sessions[session_id] = []
+ return self._sessions[session_id]
+
+ def _prepare_input(self, input_data: str | dict[str, Any]) -> str:
+ input_schema = self._signature.input
+
+ # Validate input
+ validate_input(input_data, input_schema)
+
+ # Convert to string for the LLM
+ if isinstance(input_data, str):
+ return input_data
+ return json.dumps(input_data)
+
+ def _build_messages(
+ self,
+ user_input: str,
+ session_history: list[HumanMessage | AIMessage],
+ ) -> list[SystemMessage | HumanMessage | AIMessage | ToolMessage]:
+ messages: list[SystemMessage | HumanMessage | AIMessage | ToolMessage] = [
+ SystemMessage(content=self.system_prompt)
+ ]
+
+ # Add conversation history
+ messages.extend(session_history)
+
+ # Add the current user message
+ # If output schema is not string, append schema instructions
+ output_schema = self._signature.output
+ if output_schema.type != "string":
+ schema_instruction = build_output_schema_instruction(output_schema)
+ user_input = user_input + schema_instruction
+
+ messages.append(HumanMessage(content=user_input))
+
+ return messages
+
+ def _extract_response_content(self, response: Any) -> str:
+ if isinstance(response, AIMessage):
+ content = response.content
+ else:
+ content = str(response)
+
+ if not isinstance(content, str):
+ content = str(content)
+
+ return content
+
+ async def arun(
+ self,
+ input_data: str | dict[str, Any],
+ *,
+ session_id: str = "default",
+ ) -> str | dict[str, Any]:
+ try:
+ # Prepare and validate input
+ user_input = self._prepare_input(input_data)
+
+ # Get session history
+ session_history = self._get_session_history(session_id)
+
+ # Save the original input for history before schema augmentation
+ original_input = user_input
+
+ # Build messages
+ messages: list[Any] = self._build_messages(user_input, session_history)
+
+ # Max iterations for tool use
+ max_iterations = (
+ self.max_iterations if self.max_iterations is not None else 10
+ )
+ iterations = 0
+ response = None
+
+ # Main agent loop to handle tool calls
+ while iterations < max_iterations:
+ # Invoke the LLM asynchronously
+ response = await self._model.ainvoke(messages)
+
+ # If no tool calls, we're done
+ if not response.tool_calls:
+ break
+
+ # Add the assistant message (containing tool calls) to the conversation
+ messages.append(response)
+
+ # Execute tool calls
+ for tool_call in response.tool_calls:
+ # Find the tool
+ tool_name = tool_call["name"]
+ tool = next((t for t in self.tools if t.name == tool_name), None)
+
+ if tool is None:
+ tool_output = f"Error: Tool '{tool_name}' not found."
+ else:
+ try:
+ # Run the tool
+ tool_output = await tool.ainvoke(tool_call["args"])
+ except Exception as e:
+ tool_output = f"Error executing tool '{tool_name}': {e}"
+
+ # Add tool response to messages
+ messages.append(
+ ToolMessage(
+ content=str(tool_output),
+ tool_call_id=tool_call["id"],
+ )
+ )
+
+ iterations += 1
+
+ if iterations >= max_iterations and response and response.tool_calls:
+ logger.warning(
+ f"Max iterations ({max_iterations}) reached with "
+ f"{len(response.tool_calls)} pending tool calls: "
+ f"{[tc['name'] for tc in response.tool_calls]}"
+ )
+
+ if response is None:
+ raise AgentError("No response from LLM")
+
+ # Extract content from response
+ response_content = self._extract_response_content(response)
+
+ # Validate and coerce output
+ output_schema = self._signature.output
+ result = coerce_output_to_schema(response_content, output_schema)
+
+ # Update session history
+ session_history.append(HumanMessage(content=original_input))
+ session_history.append(AIMessage(content=response_content))
+
+ return result
+
+ except InputValidationError:
+ raise
+ except OutputValidationError:
+ raise
+ except Exception as e:
+ if isinstance(e, AgentError):
+ raise
+ raise AgentError(f"Agent execution failed: {e}") from e
+
+ def clear_history(self, session_id: str = "default") -> None:
+ if session_id in self._sessions:
+ del self._sessions[session_id]
diff --git a/langchain-interpreter/src/afm/cli.py b/langchain-interpreter/src/afm/cli.py
new file mode 100644
index 0000000..5db5192
--- /dev/null
+++ b/langchain-interpreter/src/afm/cli.py
@@ -0,0 +1,551 @@
+# Copyright (c) 2025
+# Licensed under the Apache License, Version 2.0
+
+from __future__ import annotations
+
+import asyncio
+import logging
+from contextlib import asynccontextmanager
+from pathlib import Path
+from typing import TYPE_CHECKING, Any, AsyncGenerator
+
+import click
+import uvicorn
+from fastapi import FastAPI
+from fastapi.middleware.cors import CORSMiddleware
+
+# Version is defined here to avoid circular import
+__cli_version__ = "0.1.0"
+
+from .agent import Agent
+from .exceptions import AFMError
+from .interfaces.base import get_http_path, get_interfaces
+from .interfaces.console_chat import async_run_console_chat
+from .interfaces.web_chat import create_webchat_router
+from .interfaces.webhook import (
+ WebSubSubscriber,
+ create_webhook_router,
+ log_task_exception,
+ subscribe_with_retry,
+)
+from .models import (
+ ConsoleChatInterface,
+ WebChatInterface,
+ WebhookInterface,
+)
+from .parser import parse_afm_file
+
+if TYPE_CHECKING:
+ from .models import AFMRecord
+
+logger = logging.getLogger(__name__)
+
+
+def create_unified_app(
+ agent: Agent,
+ *,
+ webchat_interface: WebChatInterface | None = None,
+ webhook_interface: WebhookInterface | None = None,
+ cors_origins: list[str] | None = None,
+ startup_event: asyncio.Event | None = None,
+ host: str = "0.0.0.0",
+ port: int = 8000,
+) -> FastAPI:
+ if webchat_interface is None and webhook_interface is None:
+ raise ValueError("At least one HTTP interface must be provided")
+
+ # Set up WebSub subscriber if configured
+ websub_subscriber: WebSubSubscriber | None = None
+ secret: str | None = None
+
+ if webhook_interface is not None:
+ subscription = webhook_interface.subscription
+ secret = subscription.secret
+
+ if subscription.hub and subscription.topic:
+ webhook_path = get_http_path(webhook_interface)
+
+ # Determine callback URL - use localhost for 0.0.0.0 since it's not externally routable
+ if subscription.callback:
+ callback_url = subscription.callback
+ else:
+ # Construct fallback callback URL from host/port
+ # Use localhost for 0.0.0.0 since it's not externally routable
+ if host == "0.0.0.0":
+ effective_host = "localhost"
+ else:
+ effective_host = host
+ callback_url = f"http://{effective_host}:{port}{webhook_path}"
+ logger.warning(
+ f"Using auto-generated WebSub callback URL: {callback_url}. "
+ "For production use, set subscription.callback explicitly in the AFM file."
+ )
+
+ websub_subscriber = WebSubSubscriber(
+ hub=subscription.hub,
+ topic=subscription.topic,
+ callback=callback_url,
+ secret=secret,
+ )
+
+ # Create lifespan for MCP connection management and WebSub
+ @asynccontextmanager
+ async def lifespan(app: FastAPI) -> AsyncGenerator[None, None]:
+ # Connect MCP servers on startup
+ await agent.connect()
+
+ # Startup: Subscribe to WebSub hub
+ if websub_subscriber:
+ # Run subscription in background
+ subscription_task = asyncio.create_task(
+ subscribe_with_retry(websub_subscriber)
+ )
+ subscription_task.add_done_callback(log_task_exception)
+ app.state.subscription_task = subscription_task
+
+ # Signal that startup is complete if an event was provided
+ if startup_event is not None:
+ startup_event.set()
+ yield
+ # Shutdown: Cancel pending subscription task
+ subscription_task = getattr(app.state, "subscription_task", None)
+ if subscription_task is not None and not subscription_task.done():
+ subscription_task.cancel()
+ try:
+ await subscription_task
+ except asyncio.CancelledError:
+ pass
+ # Unsubscribe from WebSub hub if verified
+ if websub_subscriber and websub_subscriber.is_verified:
+ await websub_subscriber.unsubscribe()
+
+ # Disconnect MCP servers on shutdown
+ await agent.disconnect()
+
+ # Create main app
+ app = FastAPI(
+ title=agent.name,
+ description=agent.description or f"AFM Agent: {agent.name}",
+ version=agent.afm.metadata.version or "0.0.0",
+ lifespan=lifespan,
+ )
+
+ # Add CORS middleware if origins specified
+ if cors_origins:
+ app.add_middleware(
+ CORSMiddleware,
+ allow_origins=cors_origins,
+ allow_credentials=True,
+ allow_methods=["*"],
+ allow_headers=["*"],
+ )
+
+ # Store agent reference
+ app.state.agent = agent
+
+ # Determine paths for info endpoint
+ webchat_path = get_http_path(webchat_interface) if webchat_interface else None
+ webhook_path = get_http_path(webhook_interface) if webhook_interface else None
+
+ @app.get("/")
+ async def root_info() -> dict[str, Any]:
+ """Get agent metadata."""
+ return {
+ "name": agent.name,
+ "description": agent.description,
+ "version": agent.afm.metadata.version,
+ "interfaces": {
+ "webchat": webchat_path,
+ "webhook": webhook_path,
+ },
+ }
+
+ @app.get("/health")
+ async def health_check() -> dict[str, str]:
+ """Health check endpoint."""
+ return {"status": "ok"}
+
+ if webchat_interface is not None:
+ webchat_router = create_webchat_router(
+ agent,
+ webchat_interface.signature,
+ webchat_path, # type: ignore[arg-type]
+ )
+ app.include_router(webchat_router)
+
+ if webhook_interface is not None:
+ webhook_router = create_webhook_router(
+ agent,
+ webhook_interface,
+ webhook_path, # type: ignore[arg-type]
+ )
+ app.include_router(webhook_router)
+ # Store subscriber in app state for verification endpoint
+ app.state.websub_subscriber = websub_subscriber
+ app.state.secret = secret
+
+ return app
+
+
+def format_validation_output(afm: AFMRecord) -> str:
+ lines: list[str] = []
+ lines.append("")
+ lines.append("Agent validated successfully")
+ lines.append("")
+
+ # Basic info
+ name = afm.metadata.name or "Unnamed Agent"
+ lines.append(f" Name: {name}")
+
+ if afm.metadata.description:
+ lines.append(f" Description: {afm.metadata.description}")
+
+ if afm.metadata.version:
+ lines.append(f" Version: {afm.metadata.version}")
+
+ # Model info
+ if afm.metadata.model:
+ model = afm.metadata.model
+ model_name = model.name or "default"
+ provider = model.provider or "openai"
+ lines.append(f" Model: {model_name} via {provider}")
+
+ lines.append("")
+
+ # Interfaces
+ interfaces = get_interfaces(afm)
+ lines.append(" Interfaces:")
+ for iface in interfaces:
+ sig = iface.signature
+ sig_str = f"{sig.input.type} -> {sig.output.type}"
+
+ if isinstance(iface, ConsoleChatInterface):
+ lines.append(f" - consolechat ({sig_str})")
+ elif isinstance(iface, WebChatInterface):
+ path = get_http_path(iface)
+ lines.append(f" - webchat at {path} ({sig_str})")
+ elif isinstance(iface, WebhookInterface):
+ path = get_http_path(iface)
+ lines.append(f" - webhook at {path} ({sig_str})")
+
+ # Tools
+ if afm.metadata.tools and afm.metadata.tools.mcp:
+ lines.append("")
+ lines.append(" MCP Servers:")
+ for server in afm.metadata.tools.mcp:
+ lines.append(f" - {server.name}: {server.transport.url}")
+ if server.tool_filter:
+ if server.tool_filter.allow:
+ lines.append(f" Allow: {', '.join(server.tool_filter.allow)}")
+ if server.tool_filter.deny:
+ lines.append(f" Deny: {', '.join(server.tool_filter.deny)}")
+
+ lines.append("")
+ return "\n".join(lines)
+
+
+def extract_interfaces(
+ afm: AFMRecord,
+) -> tuple[
+ ConsoleChatInterface | None, WebChatInterface | None, WebhookInterface | None
+]:
+ interfaces = get_interfaces(afm)
+
+ consolechat: ConsoleChatInterface | None = None
+ webchat: WebChatInterface | None = None
+ webhook: WebhookInterface | None = None
+
+ console_count = 0
+ webchat_count = 0
+ webhook_count = 0
+
+ for iface in interfaces:
+ if isinstance(iface, ConsoleChatInterface):
+ console_count += 1
+ consolechat = iface
+ elif isinstance(iface, WebChatInterface):
+ webchat_count += 1
+ webchat = iface
+ elif isinstance(iface, WebhookInterface):
+ webhook_count += 1
+ webhook = iface
+
+ if console_count > 1 or webchat_count > 1 or webhook_count > 1:
+ raise click.ClickException(
+ "Multiple interfaces of the same type are not supported"
+ )
+
+ return consolechat, webchat, webhook
+
+
+@click.command()
+@click.argument("file", type=click.Path(exists=True, path_type=Path))
+@click.option(
+ "--port",
+ "-p",
+ default=8000,
+ type=int,
+ help="HTTP port for web interfaces (default: 8000)",
+)
+@click.option(
+ "--host",
+ "-H",
+ default="0.0.0.0",
+ help="Host to bind HTTP server to (default: 0.0.0.0)",
+)
+@click.option(
+ "--dry-run",
+ is_flag=True,
+ help="Validate AFM file without running the agent",
+)
+@click.option(
+ "--no-console",
+ is_flag=True,
+ help="Skip consolechat interface even if defined",
+)
+@click.option(
+ "--verbose",
+ "-v",
+ is_flag=True,
+ help="Enable verbose/debug logging",
+)
+@click.option(
+ "--log-file",
+ "-l",
+ type=click.Path(path_type=Path),
+ help="Redirect logs to a file",
+)
+@click.version_option(version=__cli_version__, prog_name="afm")
+def main(
+ file: Path,
+ port: int,
+ host: str,
+ dry_run: bool,
+ no_console: bool,
+ verbose: bool,
+ log_file: Path | None,
+) -> None:
+ """Run an AFM agent from FILE.
+
+ The agent will start all interfaces defined in the AFM file.
+ HTTP interfaces (webchat, webhook) run on the specified port.
+ Console chat runs interactively in the terminal.
+ """
+ try:
+ afm = parse_afm_file(str(file))
+ except AFMError as e:
+ raise click.ClickException(f"Failed to parse AFM file: {e}") from e
+ except Exception as e:
+ raise click.ClickException(f"Unexpected error parsing AFM file: {e}") from e
+
+ # Extract interfaces
+ consolechat, webchat, webhook = extract_interfaces(afm)
+
+ # Check if we have anything to run
+ has_http = webchat is not None or webhook is not None
+ has_console = (consolechat is not None or not has_http) and not no_console
+
+ # Configure logging
+ log_level = logging.DEBUG if verbose else logging.INFO
+ log_handlers: list[logging.Handler] = []
+
+ if has_console:
+ # Scenario: Console Chat is active
+ if log_file:
+ # Route all logs to the specified file, silence terminal
+ log_handlers.append(logging.FileHandler(log_file))
+ else:
+ # Silence all logs (no handlers)
+ log_handlers.append(logging.NullHandler())
+ else:
+ # Scenario: Non-Console mode
+ log_handlers.append(logging.StreamHandler())
+ if log_file:
+ # Route logs to file AND terminal
+ log_handlers.append(logging.FileHandler(log_file))
+
+ logging.basicConfig(
+ level=log_level,
+ format="%(levelname)s: %(message)s",
+ handlers=log_handlers,
+ force=True, # Override any existing configuration
+ )
+
+ if not verbose:
+ logging.getLogger("httpx").setLevel(logging.WARNING)
+ logging.getLogger("httpcore").setLevel(logging.WARNING)
+
+ click.echo(f"Loading: {file}")
+
+ # Dry-run mode: validate and exit
+ if dry_run:
+ click.echo(format_validation_output(afm))
+ return
+
+ if not has_http and not has_console:
+ click.echo("No interfaces to run (consolechat skipped with --no-console)")
+ return
+
+ # Create agent
+ agent = Agent(afm)
+
+ # Print startup info
+ click.echo("")
+ click.echo(f"Agent: {agent.name}")
+ if agent.description:
+ click.echo(f"Description: {agent.description}")
+
+ click.echo("")
+ click.echo("Starting interfaces:")
+
+ if webchat:
+ webchat_path = get_http_path(webchat)
+ click.echo(f" - webchat at http://{host}:{port}{webchat_path}")
+
+ if has_console:
+ click.echo(" - consolechat (interactive)")
+
+ click.echo("")
+
+ # Run the appropriate configuration
+ if has_http and has_console:
+ # Both HTTP and console: run HTTP in background, console in foreground
+ asyncio.run(
+ _run_http_and_console(
+ agent, webchat, webhook, host, port, verbose, has_console, log_file
+ )
+ )
+ elif has_http:
+ # HTTP only: run uvicorn blocking
+ _run_http_only(agent, webchat, webhook, host, port, verbose, log_file)
+ else:
+ # Console only: run console blocking
+ asyncio.run(_run_console_only(agent))
+
+
+async def _run_http_and_console(
+ agent: Agent,
+ webchat: WebChatInterface | None,
+ webhook: WebhookInterface | None,
+ host: str,
+ port: int,
+ verbose: bool,
+ has_console: bool = False,
+ log_file: Path | None = None,
+) -> None:
+ # Event to signal when server startup is complete and agent is connected
+ startup_event = asyncio.Event()
+
+ # Create unified app (lifespan handles MCP connection)
+ app = create_unified_app(
+ agent,
+ webchat_interface=webchat,
+ webhook_interface=webhook,
+ startup_event=startup_event,
+ host=host,
+ port=port,
+ )
+
+ # Configure uvicorn logging level
+ # If console is active and no log file, silence uvicorn by setting to warning/error
+ if has_console and not log_file:
+ uvicorn_log_level = "warning"
+ else:
+ uvicorn_log_level = "debug" if verbose else "info"
+
+ # Configure uvicorn
+ config = uvicorn.Config(
+ app,
+ host=host,
+ port=port,
+ log_level=uvicorn_log_level,
+ )
+ server = uvicorn.Server(config)
+
+ # Start HTTP server in background task
+ server_task = asyncio.create_task(server.serve())
+
+ try:
+ # Wait for EITHER server startup to complete OR server to fail.
+ startup_waiter = asyncio.create_task(startup_event.wait())
+ done, _pending = await asyncio.wait(
+ [server_task, startup_waiter],
+ return_when=asyncio.FIRST_COMPLETED,
+ )
+
+ if server_task in done:
+ # Server exited before startup completed — propagate the error
+ startup_waiter.cancel()
+ server_task.result() # raises the underlying exception
+ return # unreachable if result() raised
+
+ # Server started successfully — run console chat, but also watch
+ # for the server dying mid-run so we don't hang.
+ console_task = asyncio.create_task(async_run_console_chat(agent))
+ done, pending = await asyncio.wait(
+ [server_task, console_task],
+ return_when=asyncio.FIRST_COMPLETED,
+ )
+
+ for task in pending:
+ task.cancel()
+ try:
+ await task
+ except (asyncio.CancelledError, SystemExit):
+ pass
+
+ # If the server exited (e.g. port in use), inform the user
+ if server_task in done:
+ click.echo(
+ "\nHTTP server stopped unexpectedly. Exiting.",
+ err=True,
+ )
+
+ # Propagate any real exception from whichever task finished first
+ for task in done:
+ exc = task.exception()
+ if exc is not None and not isinstance(exc, SystemExit):
+ raise exc
+ finally:
+ # Ensure the HTTP server shuts down cleanly
+ server.should_exit = True
+ try:
+ await server_task
+ except (asyncio.CancelledError, SystemExit):
+ pass
+
+
+def _run_http_only(
+ agent: Agent,
+ webchat: WebChatInterface | None,
+ webhook: WebhookInterface | None,
+ host: str,
+ port: int,
+ verbose: bool,
+ log_file: Path | None = None,
+) -> None:
+ # Create unified app (lifespan handles MCP connections)
+ app = create_unified_app(
+ agent,
+ webchat_interface=webchat,
+ webhook_interface=webhook,
+ host=host,
+ port=port,
+ )
+
+ # Run uvicorn (blocking)
+ uvicorn.run(
+ app,
+ host=host,
+ port=port,
+ log_level="debug" if verbose else "info",
+ )
+
+
+async def _run_console_only(agent: Agent) -> None:
+ async with agent:
+ await async_run_console_chat(agent)
+
+
+if __name__ == "__main__":
+ main()
diff --git a/langchain-interpreter/src/afm/exceptions.py b/langchain-interpreter/src/afm/exceptions.py
new file mode 100644
index 0000000..8a2f773
--- /dev/null
+++ b/langchain-interpreter/src/afm/exceptions.py
@@ -0,0 +1,109 @@
+# Copyright (c) 2025
+# Licensed under the Apache License, Version 2.0
+
+
+class AFMError(Exception):
+ pass
+
+
+class AFMParseError(AFMError):
+ def __init__(self, message: str, line: int | None = None):
+ self.line = line
+ if line is not None:
+ message = f"Line {line}: {message}"
+ super().__init__(message)
+
+
+class AFMValidationError(AFMError):
+ def __init__(self, message: str, field: str | None = None):
+ self.field = field
+ if field is not None:
+ message = f"Field '{field}': {message}"
+ super().__init__(message)
+
+
+class VariableResolutionError(AFMError):
+ def __init__(self, variable: str, reason: str):
+ self.variable = variable
+ self.reason = reason
+ super().__init__(f"Cannot resolve variable '${{{variable}}}': {reason}")
+
+
+class TemplateError(AFMError):
+ def __init__(self, message: str, template: str | None = None):
+ self.template = template
+ super().__init__(message)
+
+
+class TemplateCompilationError(TemplateError):
+ pass
+
+
+class TemplateEvaluationError(TemplateError):
+ pass
+
+
+class JSONAccessError(AFMError):
+ def __init__(self, message: str, path: str | None = None):
+ self.path = path
+ super().__init__(message)
+
+
+class AgentError(AFMError):
+ pass
+
+
+class ProviderError(AgentError):
+ def __init__(self, message: str, provider: str | None = None):
+ self.provider = provider
+ if provider is not None:
+ message = f"Provider '{provider}': {message}"
+ super().__init__(message)
+
+
+class InputValidationError(AFMValidationError):
+ def __init__(self, message: str, schema_path: str | None = None):
+ self.schema_path = schema_path
+ super().__init__(message, field="input")
+
+
+class OutputValidationError(AFMValidationError):
+ def __init__(self, message: str, schema_path: str | None = None):
+ self.schema_path = schema_path
+ super().__init__(message, field="output")
+
+
+class InterfaceNotFoundError(AFMError):
+ def __init__(self, interface_type: str, available: list[str]) -> None:
+ self.interface_type = interface_type
+ self.available = available
+ super().__init__(
+ f"Interface type '{interface_type}' not found. "
+ f"Available: {available if available else ['consolechat (default)']}"
+ )
+
+
+class MCPError(AFMError):
+ def __init__(self, message: str, server_name: str | None = None):
+ self.server_name = server_name
+ if server_name is not None:
+ message = f"MCP server '{server_name}': {message}"
+ super().__init__(message)
+
+
+class MCPConnectionError(MCPError):
+ pass
+
+
+class MCPToolError(MCPError):
+ def __init__(
+ self, message: str, server_name: str | None = None, tool_name: str | None = None
+ ):
+ self.tool_name = tool_name
+ if tool_name is not None:
+ message = f"Tool '{tool_name}': {message}"
+ super().__init__(message, server_name)
+
+
+class MCPAuthenticationError(MCPError):
+ pass
diff --git a/langchain-interpreter/src/afm/interfaces/__init__.py b/langchain-interpreter/src/afm/interfaces/__init__.py
new file mode 100644
index 0000000..284fff9
--- /dev/null
+++ b/langchain-interpreter/src/afm/interfaces/__init__.py
@@ -0,0 +1,2 @@
+# Copyright (c) 2025
+# Licensed under the Apache License, Version 2.0
diff --git a/langchain-interpreter/src/afm/interfaces/base.py b/langchain-interpreter/src/afm/interfaces/base.py
new file mode 100644
index 0000000..1edc88b
--- /dev/null
+++ b/langchain-interpreter/src/afm/interfaces/base.py
@@ -0,0 +1,57 @@
+# Copyright (c) 2025
+# Licensed under the Apache License, Version 2.0
+
+from __future__ import annotations
+
+from ..exceptions import InterfaceNotFoundError
+from ..models import (
+ AFMRecord,
+ ConsoleChatInterface,
+ Interface,
+ InterfaceType,
+ WebChatInterface,
+ WebhookInterface,
+)
+
+
+def get_interfaces(afm: AFMRecord) -> list[Interface]:
+ if afm.metadata.interfaces:
+ return list(afm.metadata.interfaces)
+ # Default to consolechat if no interfaces specified
+ return [ConsoleChatInterface()]
+
+
+def get_interface_by_type(
+ afm: AFMRecord,
+ interface_type: InterfaceType,
+) -> Interface:
+ interfaces = get_interfaces(afm)
+
+ for interface in interfaces:
+ if interface.type == interface_type.value:
+ return interface
+
+ available = [iface.type for iface in interfaces]
+ raise InterfaceNotFoundError(interface_type.value, available)
+
+
+def get_webchat_interface(afm: AFMRecord) -> WebChatInterface:
+ interface = get_interface_by_type(afm, InterfaceType.WEB_CHAT)
+ assert isinstance(interface, WebChatInterface)
+ return interface
+
+
+def get_webhook_interface(afm: AFMRecord) -> WebhookInterface:
+ interface = get_interface_by_type(afm, InterfaceType.WEBHOOK)
+ assert isinstance(interface, WebhookInterface)
+ return interface
+
+
+def get_http_path(interface: WebChatInterface | WebhookInterface) -> str:
+ if interface.exposure and interface.exposure.http:
+ return interface.exposure.http.path
+
+ # Defaults per spec
+ if isinstance(interface, WebChatInterface):
+ return "/chat"
+ return "/webhook"
diff --git a/langchain-interpreter/src/afm/interfaces/console_chat.py b/langchain-interpreter/src/afm/interfaces/console_chat.py
new file mode 100644
index 0000000..520ae3f
--- /dev/null
+++ b/langchain-interpreter/src/afm/interfaces/console_chat.py
@@ -0,0 +1,179 @@
+# Copyright (c) 2025
+# Licensed under the Apache License, Version 2.0
+
+from __future__ import annotations
+
+import logging
+import uuid
+from typing import TYPE_CHECKING
+
+from rich.markup import escape
+from textual import work
+from textual.app import App, ComposeResult
+from textual.containers import Vertical, VerticalScroll
+from textual.widgets import Footer, Header, Input, LoadingIndicator, Static
+
+if TYPE_CHECKING:
+ from ..agent import Agent
+
+logger = logging.getLogger(__name__)
+
+
+class ChatApp(App):
+ CSS_PATH = "console_chat.tcss"
+ BINDINGS = [
+ ("ctrl+q", "quit", "Quit"),
+ ("ctrl+l", "clear_history", "Clear History"),
+ ("ctrl+h", "show_help", "Help"),
+ ]
+
+ def __init__(
+ self,
+ agent: Agent,
+ session_id: str | None = None,
+ ):
+ super().__init__()
+ self.agent = agent
+ self.session_id = session_id or str(uuid.uuid4())
+
+ def compose(self) -> ComposeResult:
+ yield Header()
+ yield VerticalScroll(id="chat-log")
+ yield Input(placeholder="Type a message...", id="chat-input")
+ yield Footer()
+
+ def on_mount(self) -> None:
+ logger.debug("ChatApp.on_mount called")
+ self.title = f"Chat with {self.agent.name}"
+ if self.agent.description:
+ self.sub_title = self.agent.description
+
+ # Show welcome message
+ welcome_msg = (
+ f"Welcome to chat with {self.agent.name}!\n"
+ "type 'exit', 'quit' or Ctrl+Q to end.\n"
+ "type 'help' or Ctrl+H for help.\n"
+ "type 'clear' or Ctrl+L to clear history."
+ )
+ self.query_one("#chat-log").mount(Static(welcome_msg, classes="system-message"))
+ self.query_one("#chat-input").focus()
+
+ async def on_input_submitted(self, event: Input.Submitted) -> None:
+ logger.debug(f"on_input_submitted triggered. Value: '{event.value}'")
+ try:
+ user_input = event.value.strip()
+ logger.debug(f"Input submitted: {user_input}")
+ if not user_input:
+ return
+
+ # Clear input
+ event.input.value = ""
+
+ # Handle local commands
+ command = user_input.lower()
+ if command in ("exit", "quit"):
+ self.exit()
+ return
+
+ if command == "help":
+ self.action_show_help()
+ return
+
+ if command == "clear":
+ self.action_clear_history()
+ return
+
+ # Display user message
+ chat_log = self.query_one("#chat-log")
+ msg_widget = Static(f"{escape(user_input)}", classes="message user-message")
+ await chat_log.mount(
+ Vertical(
+ msg_widget, classes="message-container message-container--user"
+ )
+ )
+
+ # Send to agent
+ self._send_message(user_input)
+ except Exception:
+ logger.exception("Error in on_input_submitted")
+
+ @work(exclusive=True)
+ async def _send_message(self, user_input: str) -> None:
+ logger.debug(f"Sending message to agent: {user_input}")
+
+ try:
+ chat_log = self.query_one("#chat-log", VerticalScroll)
+
+ # Show thinking indicator
+ thinking = LoadingIndicator()
+ await chat_log.mount(thinking)
+ chat_log.scroll_end(animate=False)
+
+ response = await self.agent.arun(user_input, session_id=self.session_id)
+
+ # Handle non-string responses
+ if not isinstance(response, str):
+ import json
+
+ response = json.dumps(response, indent=2)
+
+ # Remove thinking and show response
+ await thinking.remove()
+ logger.debug(f"Mounting response: '{response}'")
+
+ msg_widget = Static(f"{escape(response)}", classes="message agent-message")
+ await chat_log.mount(
+ Vertical(
+ msg_widget, classes="message-container message-container--agent"
+ )
+ )
+ chat_log.scroll_end(animate=True)
+
+ except Exception as e:
+ logger.exception("Error in _send_message")
+ # Try to report error to UI if possible
+ try:
+ chat_log = self.query_one("#chat-log", VerticalScroll)
+ # Ensure thinking is removed if it was added
+ try:
+ await thinking.remove()
+ except UnboundLocalError:
+ pass
+ except Exception:
+ logger.debug("Failed to remove thinking indicator")
+ pass
+
+ await chat_log.mount(
+ Static(f"[Error: {str(e)}]", classes="error-message", markup=False)
+ )
+ except Exception as e2:
+ logger.exception(f"Could not report error to UI: {e2}")
+
+ def action_show_help(self) -> None:
+ help_msg = (
+ "Available commands:\n"
+ " exit, quit, Ctrl+Q - End the chat session\n"
+ " help, Ctrl+H - Show this help message\n"
+ " clear, Ctrl+L - Clear conversation history"
+ )
+ self.query_one("#chat-log").mount(Static(help_msg, classes="system-message"))
+ self.query_one("#chat-log").scroll_end()
+
+ def action_clear_history(self) -> None:
+ """Clear conversation history."""
+ self.agent.clear_history(self.session_id)
+ self.query_one("#chat-log").mount(
+ Static(
+ "[Conversation history cleared]", classes="system-message", markup=False
+ )
+ )
+ self.query_one("#chat-log").scroll_end()
+
+
+async def async_run_console_chat(
+ agent: Agent,
+ *,
+ session_id: str | None = None,
+) -> None:
+ app = ChatApp(agent, session_id=session_id)
+ await app.run_async()
diff --git a/langchain-interpreter/src/afm/interfaces/console_chat.tcss b/langchain-interpreter/src/afm/interfaces/console_chat.tcss
new file mode 100644
index 0000000..c7d7b83
--- /dev/null
+++ b/langchain-interpreter/src/afm/interfaces/console_chat.tcss
@@ -0,0 +1,105 @@
+/* Main layout */
+Screen {
+ layout: vertical;
+ background: $surface;
+}
+
+/* Header area */
+Header {
+ dock: top;
+ height: 3;
+ content-align: center middle;
+ background: $primary-darken-2;
+ color: $text;
+ text-style: bold;
+}
+
+HeaderIcon {
+ display: none;
+}
+
+HeaderTitle {
+ content-align: center middle;
+ height: 100%;
+}
+
+/* Chat log area */
+#chat-log {
+ height: 1fr;
+ padding: 1 2;
+ overflow-y: auto;
+ scrollbar-size: 1 1;
+ background: $surface;
+}
+
+/* Input area */
+#chat-input {
+ dock: bottom;
+ height: 3;
+ margin: 1 0;
+ border: tall $primary-darken-2;
+ background: $surface-lighten-1;
+}
+
+/* Message Containers */
+.message-container {
+ width: 100%;
+ height: auto;
+ margin-bottom: 1;
+}
+
+.message-container--user {
+ align: right middle;
+}
+
+.message-container--agent {
+ align: left middle;
+}
+
+/* Message Bubbles */
+.message {
+ width: auto;
+ max-width: 80%;
+ height: auto;
+ padding: 0 1;
+ background: $surface;
+ color: $text;
+}
+
+.user-message {
+ color: $text;
+ border: round $primary;
+}
+
+.agent-message {
+ color: $text;
+ border: round $success;
+}
+
+.system-message {
+ width: 100%;
+ content-align: center middle;
+ color: $text-muted;
+ text-style: italic;
+ background: transparent;
+ border: none;
+ margin: 1 0;
+}
+
+.error-message {
+ background: $error-darken-2;
+ color: $text;
+ border: heavy $error-lighten-1;
+}
+
+.thinking-message {
+ color: $warning;
+ text-style: italic;
+ padding-left: 1;
+}
+
+LoadingIndicator {
+ height: 1;
+ color: $accent;
+ background: transparent;
+}
diff --git a/langchain-interpreter/src/afm/interfaces/web_chat.py b/langchain-interpreter/src/afm/interfaces/web_chat.py
new file mode 100644
index 0000000..70e4699
--- /dev/null
+++ b/langchain-interpreter/src/afm/interfaces/web_chat.py
@@ -0,0 +1,296 @@
+# Copyright (c) 2025
+# Licensed under the Apache License, Version 2.0
+
+from __future__ import annotations
+
+import html
+import json
+import logging
+from pathlib import Path
+from typing import TYPE_CHECKING, Any
+
+from fastapi import APIRouter, FastAPI, Header, HTTPException, Request
+from fastapi.middleware.cors import CORSMiddleware
+from fastapi.responses import HTMLResponse, JSONResponse, PlainTextResponse
+from pydantic import BaseModel, Field
+
+from .base import InterfaceNotFoundError, get_http_path, get_webchat_interface
+
+logger = logging.getLogger(__name__)
+
+CHAT_UI_TEMPLATE_PATH = (
+ Path(__file__).resolve().parent.parent / "resources" / "chat-ui.html"
+)
+
+_chat_ui_template_cache: str | None = None
+
+
+def get_chat_ui_template() -> str:
+ global _chat_ui_template_cache
+ if _chat_ui_template_cache is not None:
+ return _chat_ui_template_cache
+ try:
+ _chat_ui_template_cache = CHAT_UI_TEMPLATE_PATH.read_text(encoding="utf-8")
+ except FileNotFoundError as e:
+ raise FileNotFoundError(
+ f"Chat UI template not found at {CHAT_UI_TEMPLATE_PATH}. "
+ "Ensure the resources/chat-ui.html file exists in the package."
+ ) from e
+ return _chat_ui_template_cache
+
+
+if TYPE_CHECKING:
+ from ..agent import Agent
+ from ..models import Signature
+
+
+class ObjectChatResponse(BaseModel):
+ # This is a pass-through model - actual fields depend on output schema
+ model_config = {"extra": "allow"}
+
+
+class AgentInfo(BaseModel):
+ name: str = Field(..., description="The agent's name")
+ description: str | None = Field(None, description="The agent's description")
+ version: str | None = Field(None, description="The agent's version")
+
+
+class HealthResponse(BaseModel):
+ status: str = Field("ok", description="Health status")
+
+
+class ErrorResponse(BaseModel):
+ error: str = Field(..., description="Error message")
+ detail: str | None = Field(None, description="Detailed error information")
+
+
+def create_webchat_router(
+ agent: Agent,
+ signature: Signature,
+ path: str = "/chat",
+) -> APIRouter:
+ router = APIRouter()
+ ui_path = f"{path}/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;"
+ agent_name = html.escape(str(agent.name))
+ agent_description = (
+ "" if agent.description is None else html.escape(str(agent.description))
+ )
+ chat_path_json = json.dumps(path)
+ ui_html = (
+ get_chat_ui_template()
+ .replace("{{AGENT_NAME}}", agent_name)
+ .replace("{{AGENT_DESCRIPTION}}", agent_description)
+ .replace("{{AGENT_ICON_URL}}", icon_url)
+ .replace("{{AGENT_ICON_STYLE}}", icon_style)
+ .replace("{{CHAT_PATH}}", chat_path_json)
+ )
+
+ @router.get(ui_path, response_class=HTMLResponse)
+ async def chat_ui() -> HTMLResponse:
+ """Render the web chat UI."""
+ return HTMLResponse(content=ui_html)
+
+ # Determine if we need simple string I/O or complex schema
+ input_is_string = signature.input.type == "string"
+ output_is_string = signature.output.type == "string"
+
+ # Create the appropriate chat endpoint based on signature
+ if input_is_string and output_is_string:
+ # Simple string-to-string chat
+ @router.post(
+ path,
+ response_class=PlainTextResponse,
+ responses={
+ 400: {"model": ErrorResponse},
+ 500: {"model": ErrorResponse},
+ },
+ )
+ async def chat_string(
+ request: Request,
+ x_session_id: str | None = Header(None, alias="X-Session-Id"),
+ ) -> PlainTextResponse:
+ """Chat with the agent using simple string messages."""
+ session_id = x_session_id or "default"
+
+ try:
+ content_type = request.headers.get("content-type", "").lower()
+ if content_type.startswith("text/plain") or not content_type:
+ body = await request.body()
+ message = body.decode("utf-8")
+ elif content_type.startswith("application/json"):
+ body = await request.json()
+ if not isinstance(body, str):
+ raise HTTPException(
+ status_code=400,
+ detail="Expected JSON string for string input",
+ )
+ message = body
+ else:
+ raise HTTPException(
+ status_code=400,
+ detail="Unsupported Content-Type for string input",
+ )
+
+ if not isinstance(message, str) or not message.strip():
+ raise HTTPException(
+ status_code=400,
+ detail="Message body must be a non-empty string",
+ )
+
+ response = await agent.arun(message, session_id=session_id)
+
+ if not isinstance(response, str):
+ response = json.dumps(response)
+
+ return PlainTextResponse(content=response)
+
+ except HTTPException:
+ raise
+ except json.JSONDecodeError as e:
+ raise HTTPException(
+ status_code=400,
+ detail="Invalid JSON in request body",
+ ) from e
+ except UnicodeDecodeError as e:
+ raise HTTPException(
+ status_code=400,
+ detail="Request body must be valid UTF-8",
+ ) from e
+ except Exception as e:
+ logger.exception(f"Error in chat_string for session {session_id}: {e}")
+ raise HTTPException(
+ status_code=500,
+ detail="Internal server error",
+ ) from e
+
+ else:
+ # Complex schema-based chat
+ @router.post(
+ path,
+ responses={
+ 400: {"model": ErrorResponse},
+ 500: {"model": ErrorResponse},
+ },
+ )
+ async def chat_object(
+ request: Request,
+ x_session_id: str | None = Header(None, alias="X-Session-Id"),
+ ) -> JSONResponse:
+ """Chat with the agent using schema-validated messages."""
+ session_id = x_session_id or "default"
+
+ try:
+ content_type = request.headers.get("content-type", "").lower()
+ if not content_type.startswith("application/json"):
+ raise HTTPException(
+ status_code=400,
+ detail="Content-Type must be application/json",
+ )
+ # Parse request body
+ body = await request.json()
+
+ # For string input schema, extract the string value
+ if input_is_string:
+ if isinstance(body, str):
+ input_data: str | dict[str, Any] = body
+ else:
+ raise HTTPException(
+ status_code=400,
+ detail="Expected JSON string for string input",
+ )
+ else:
+ input_data = body
+
+ # Run the agent
+ response = await agent.arun(input_data, session_id=session_id)
+
+ # Format response based on output schema
+ if output_is_string:
+ if not isinstance(response, str):
+ response = json.dumps(response)
+ return JSONResponse(content={"response": response})
+ else:
+ # Object output - return as-is or wrap
+ if isinstance(response, dict):
+ return JSONResponse(content=response)
+ elif isinstance(response, str):
+ # Try to parse as JSON
+ try:
+ return JSONResponse(content=json.loads(response))
+ except json.JSONDecodeError:
+ return JSONResponse(content={"response": response})
+ else:
+ return JSONResponse(content={"response": response})
+
+ except HTTPException:
+ raise
+ except json.JSONDecodeError as e:
+ raise HTTPException(
+ status_code=400,
+ detail="Invalid JSON in request body",
+ ) from e
+ except Exception as e:
+ logger.exception(f"Error in chat_object for session {session_id}: {e}")
+ raise HTTPException(
+ status_code=500,
+ detail="Internal server error",
+ ) from e
+
+ return router
+
+
+def create_webchat_app(
+ agent: Agent,
+ *,
+ cors_origins: list[str] | None = None,
+ path: str | None = None,
+) -> FastAPI:
+ # Get interface configuration
+ try:
+ interface = get_webchat_interface(agent.afm)
+ chat_path = path or get_http_path(interface)
+ signature = interface.signature
+ except InterfaceNotFoundError:
+ # No webchat interface defined - use defaults
+ chat_path = path or "/chat"
+ signature = agent.signature # Use agent's default signature
+
+ # Create the FastAPI app
+ app = FastAPI(
+ title=agent.name,
+ description=agent.description or f"Web chat interface for {agent.name}",
+ version=agent.afm.metadata.version or "0.0.0",
+ )
+
+ # Add CORS middleware if origins specified
+ if cors_origins:
+ app.add_middleware(
+ CORSMiddleware,
+ allow_origins=cors_origins,
+ allow_credentials=True,
+ allow_methods=["*"],
+ allow_headers=["*"],
+ )
+
+ app.state.agent = agent
+
+ # Metadata Endpoints
+ @app.get("/", response_model=AgentInfo)
+ async def get_agent_info() -> AgentInfo:
+ return AgentInfo(
+ name=agent.name,
+ description=agent.description,
+ version=agent.afm.metadata.version,
+ )
+
+ @app.get("/health", response_model=HealthResponse)
+ async def health_check() -> HealthResponse:
+ return HealthResponse(status="ok")
+
+ chat_router = create_webchat_router(agent, signature, chat_path)
+ app.include_router(chat_router)
+
+ return app
diff --git a/langchain-interpreter/src/afm/interfaces/webhook.py b/langchain-interpreter/src/afm/interfaces/webhook.py
new file mode 100644
index 0000000..4652219
--- /dev/null
+++ b/langchain-interpreter/src/afm/interfaces/webhook.py
@@ -0,0 +1,455 @@
+# Copyright (c) 2025
+# Licensed under the Apache License, Version 2.0
+
+from __future__ import annotations
+
+import asyncio
+import hashlib
+import hmac
+import json
+import logging
+from contextlib import asynccontextmanager
+from typing import TYPE_CHECKING, Any, AsyncGenerator
+
+import httpx
+from fastapi import APIRouter, FastAPI, HTTPException, Query, Request
+from fastapi.responses import JSONResponse, PlainTextResponse
+from pydantic import BaseModel, Field
+
+from ..exceptions import TemplateEvaluationError
+from ..templates import compile_template, evaluate_template
+from .base import InterfaceNotFoundError, get_http_path, get_webhook_interface
+
+if TYPE_CHECKING:
+ from ..agent import Agent
+ from ..models import CompiledTemplate, WebhookInterface
+
+logger = logging.getLogger(__name__)
+
+
+class WebhookResponse(BaseModel):
+ result: Any = Field(..., description="The agent's response to the webhook")
+
+
+class ErrorResponse(BaseModel):
+ error: str = Field(..., description="Error message")
+ detail: str | None = Field(None, description="Detailed error information")
+
+
+class HealthResponse(BaseModel):
+ status: str = Field("ok", description="Health status")
+
+
+class WebSubSubscriber:
+ def __init__(
+ self,
+ hub: str,
+ topic: str,
+ callback: str,
+ *,
+ secret: str | None = None,
+ lease_seconds: int = 86400, # 24 hours default
+ ) -> None:
+ self.hub = hub
+ self.topic = topic
+ self.callback = callback
+ self.secret = secret
+ self.lease_seconds = lease_seconds
+ self._verified = False
+ self._challenge: str | None = None
+
+ @property
+ def is_verified(self) -> bool:
+ return self._verified
+
+ async def subscribe(self) -> bool:
+ try:
+ async with httpx.AsyncClient() as client:
+ data = {
+ "hub.mode": "subscribe",
+ "hub.topic": self.topic,
+ "hub.callback": self.callback,
+ "hub.lease_seconds": str(self.lease_seconds),
+ }
+
+ if self.secret:
+ data["hub.secret"] = self.secret
+
+ response = await client.post(
+ self.hub,
+ data=data,
+ headers={"Content-Type": "application/x-www-form-urlencoded"},
+ timeout=30.0,
+ )
+
+ # WebSub spec: 202 Accepted means subscription request received
+ if response.status_code in (200, 202, 204):
+ logger.info(
+ f"WebSub subscription request sent to {self.hub} "
+ f"for topic {self.topic}"
+ )
+ return True
+ else:
+ logger.error(
+ f"WebSub subscription failed: {response.status_code} "
+ f"{response.text}"
+ )
+ return False
+
+ except Exception as e:
+ logger.error(f"WebSub subscription error: {e}")
+ return False
+
+ async def unsubscribe(self) -> bool:
+ try:
+ async with httpx.AsyncClient() as client:
+ data = {
+ "hub.mode": "unsubscribe",
+ "hub.topic": self.topic,
+ "hub.callback": self.callback,
+ }
+
+ response = await client.post(
+ self.hub,
+ data=data,
+ headers={"Content-Type": "application/x-www-form-urlencoded"},
+ timeout=30.0,
+ )
+
+ if response.status_code in (200, 202, 204):
+ logger.info(f"WebSub unsubscription request sent for {self.topic}")
+ return True
+ else:
+ logger.warning(
+ f"WebSub unsubscription may have failed: {response.status_code}"
+ )
+ return False
+
+ except Exception as e:
+ logger.error(f"WebSub unsubscription error: {e}")
+ return False
+
+ def verify_challenge(
+ self,
+ mode: str,
+ topic: str,
+ challenge: str,
+ lease_seconds: int | None = None,
+ ) -> str | None:
+ if topic != self.topic:
+ logger.warning(f"Topic mismatch: expected {self.topic}, got {topic}")
+ return None
+
+ if mode == "subscribe":
+ self._verified = True
+ self._challenge = challenge
+ logger.info(f"WebSub subscription verified for {self.topic}")
+ return challenge
+ elif mode == "unsubscribe":
+ self._verified = False
+ logger.info(f"WebSub unsubscription verified for {self.topic}")
+ return challenge
+
+ return None
+
+
+def verify_webhook_signature(
+ body: bytes,
+ signature_header: str | None,
+ secret: str,
+ *,
+ algorithm: str = "sha256",
+) -> bool:
+ if not signature_header:
+ return False
+
+ # Parse signature header (format: "algorithm=signature")
+ if "=" in signature_header:
+ algo, provided_sig = signature_header.split("=", 1)
+ # Some implementations prefix with algorithm
+ if algo.lower() in ("sha1", "sha256", "sha512"):
+ algorithm = algo.lower()
+ else:
+ provided_sig = signature_header
+
+ # Compute expected signature
+ if algorithm == "sha1":
+ hash_func = hashlib.sha1
+ elif algorithm == "sha512":
+ hash_func = hashlib.sha512
+ else:
+ hash_func = hashlib.sha256
+
+ expected_sig = hmac.new(
+ secret.encode("utf-8"),
+ body,
+ hash_func,
+ ).hexdigest()
+
+ # Constant-time comparison
+ return hmac.compare_digest(expected_sig.lower(), provided_sig.lower())
+
+
+def create_webhook_router(
+ agent: Agent,
+ interface: WebhookInterface,
+ path: str = "/webhook",
+ *,
+ verify_signatures: bool = True,
+) -> APIRouter:
+ router = APIRouter()
+
+ # Compile the prompt template if provided
+ compiled_prompt: CompiledTemplate | None = None
+ if interface.prompt:
+ compiled_prompt = compile_template(interface.prompt)
+
+ # Get signature configuration
+ signature = interface.signature
+ output_is_string = signature.output.type == "string"
+
+ # Get subscription configuration
+ subscription = interface.subscription
+ secret = subscription.secret
+
+ # WebSub verification endpoint
+ @router.get(path)
+ async def websub_verification(
+ request: Request,
+ hub_mode: str = Query(..., alias="hub.mode"),
+ hub_topic: str = Query(..., alias="hub.topic"),
+ hub_challenge: str = Query(..., alias="hub.challenge"),
+ hub_lease_seconds: int | None = Query(None, alias="hub.lease_seconds"),
+ ) -> PlainTextResponse:
+ # Check for subscriber in app state (for topic verification)
+ websub_subscriber = getattr(request.app.state, "websub_subscriber", None)
+
+ if hub_mode in ("subscribe", "unsubscribe"):
+ # If we have a subscriber, verify the topic matches
+ if websub_subscriber is not None:
+ # Use subscriber's verification logic
+ challenge = websub_subscriber.verify_challenge(
+ hub_mode,
+ hub_topic,
+ hub_challenge,
+ lease_seconds=hub_lease_seconds,
+ )
+ if challenge:
+ return PlainTextResponse(content=challenge)
+ # Verification failed (e.g. topic mismatch)
+ raise HTTPException(status_code=404, detail="Verification failed")
+
+ elif hasattr(request.app.state, "websub_subscriber"):
+ # Subscriber was explicitly set to None - reject verification
+ raise HTTPException(status_code=404, detail="No subscriber configured")
+
+ return PlainTextResponse(content=hub_challenge)
+ raise HTTPException(status_code=404, detail="Invalid mode")
+
+ # Webhook receiver endpoint
+ @router.post(
+ path,
+ responses={
+ 400: {"model": ErrorResponse},
+ 401: {"model": ErrorResponse},
+ 500: {"model": ErrorResponse},
+ },
+ )
+ async def receive_webhook(request: Request) -> JSONResponse:
+ # Get raw body for signature verification
+ body = await request.body()
+
+ # Verify signature if configured
+ if verify_signatures and secret:
+ signature_header = request.headers.get(
+ "X-Hub-Signature-256"
+ ) or request.headers.get("X-Hub-Signature")
+
+ if not verify_webhook_signature(body, signature_header, secret):
+ raise HTTPException(
+ status_code=401,
+ detail="Invalid signature",
+ )
+
+ try:
+ # Parse payload
+ payload = json.loads(body)
+ except json.JSONDecodeError as e:
+ raise HTTPException(
+ status_code=400,
+ detail="Invalid JSON payload",
+ ) from e
+
+ headers = dict(request.headers)
+ # Construct user prompt
+ if compiled_prompt:
+ try:
+ user_prompt = evaluate_template(compiled_prompt, payload, headers)
+ except TemplateEvaluationError as e:
+ logger.warning(f"Template evaluation error: {e}")
+ raise HTTPException(
+ status_code=400,
+ detail="Failed to evaluate prompt template",
+ ) from e
+ else:
+ # Default: stringify the payload
+ user_prompt = json.dumps(payload, indent=2)
+
+ try:
+ # Run the agent
+ response = await agent.arun(user_prompt)
+ logger.debug(f"Agent response: {response}")
+
+ # Format response based on output schema
+ if output_is_string:
+ if not isinstance(response, str):
+ response = json.dumps(response)
+ return JSONResponse(content={"result": response})
+ else:
+ if isinstance(response, dict):
+ return JSONResponse(content=response)
+ elif isinstance(response, str):
+ try:
+ return JSONResponse(content=json.loads(response))
+ except json.JSONDecodeError:
+ return JSONResponse(content={"result": response})
+ else:
+ return JSONResponse(content={"result": response})
+
+ except Exception as e:
+ logger.exception("Agent execution error")
+ raise HTTPException(
+ status_code=500,
+ detail="Internal server error",
+ ) from e
+
+ return router
+
+
+def create_webhook_app(
+ agent: Agent,
+ *,
+ verify_signatures: bool = True,
+ auto_subscribe: bool = True,
+ path: str | None = None,
+ host: str | None = None,
+ port: int | None = None,
+) -> FastAPI:
+ # Get interface configuration
+ try:
+ interface = get_webhook_interface(agent.afm)
+ webhook_path = path or get_http_path(interface)
+ except InterfaceNotFoundError as e:
+ raise ValueError(
+ "Agent must have a webhook interface to create a webhook app. "
+ "Add a webhook interface to the agent's metadata."
+ ) from e
+
+ # Get subscription configuration for WebSub
+ subscription = interface.subscription
+ secret = subscription.secret
+
+ # Set up WebSub subscriber if configured
+ websub_subscriber: WebSubSubscriber | None = None
+ if auto_subscribe and subscription.hub and subscription.topic:
+ if subscription.callback:
+ callback_url = subscription.callback
+ else:
+ # Construct fallback callback URL from host/port
+ # Use localhost for 0.0.0.0 since it's not externally routable
+ if host and host != "0.0.0.0":
+ effective_host = host
+ else:
+ effective_host = "localhost"
+
+ effective_port = port if port else 8000
+
+ callback_url = f"http://{effective_host}:{effective_port}{webhook_path}"
+ logger.warning(
+ f"Using auto-generated WebSub callback URL: {callback_url}. "
+ "For production use, set subscription.callback explicitly in the AFM file."
+ )
+ websub_subscriber = WebSubSubscriber(
+ hub=subscription.hub,
+ topic=subscription.topic,
+ callback=callback_url,
+ secret=secret,
+ )
+
+ # Create lifespan context manager for startup/shutdown
+ @asynccontextmanager
+ async def lifespan(app: FastAPI) -> AsyncGenerator[None, None]:
+ # Startup: Subscribe to WebSub hub
+ if websub_subscriber:
+ # Run subscription in background to not block startup
+ subscription_task = asyncio.create_task(
+ subscribe_with_retry(websub_subscriber)
+ )
+ subscription_task.add_done_callback(log_task_exception)
+ app.state.subscription_task = subscription_task
+ yield
+ # Shutdown: Cancel pending subscription task
+ subscription_task = getattr(app.state, "subscription_task", None)
+ if subscription_task is not None and not subscription_task.done():
+ subscription_task.cancel()
+ try:
+ await subscription_task
+ except asyncio.CancelledError:
+ pass
+ # Unsubscribe from WebSub hub if verified
+ if websub_subscriber and websub_subscriber.is_verified:
+ await websub_subscriber.unsubscribe()
+
+ # Create the FastAPI app
+ app = FastAPI(
+ title=f"{agent.name} Webhook",
+ description=agent.description or f"Webhook interface for {agent.name}",
+ version=agent.afm.metadata.version or "0.0.0",
+ lifespan=lifespan,
+ )
+
+ # Store references in app state
+ app.state.agent = agent
+ app.state.interface = interface
+ app.state.websub_subscriber = websub_subscriber
+ app.state.secret = secret
+ app.state.verify_signatures = verify_signatures
+
+ @app.get("/health", response_model=HealthResponse)
+ async def health_check() -> HealthResponse:
+ """Health check endpoint."""
+ return HealthResponse(status="ok")
+
+ webhook_router = create_webhook_router(
+ agent, interface, webhook_path, verify_signatures=verify_signatures
+ )
+ app.include_router(webhook_router)
+
+ return app
+
+
+async def subscribe_with_retry(
+ subscriber: WebSubSubscriber,
+ max_retries: int = 3,
+ retry_delay: float = 5.0,
+) -> None:
+ for attempt in range(max_retries):
+ try:
+ success = await subscriber.subscribe()
+ if success:
+ return
+ except Exception as e:
+ logger.warning(f"WebSub subscription attempt {attempt + 1} failed: {e}")
+
+ if attempt < max_retries - 1:
+ await asyncio.sleep(retry_delay)
+
+ logger.error(f"Failed to subscribe to WebSub after {max_retries} attempts")
+
+
+def log_task_exception(task: asyncio.Task) -> None:
+ if not task.cancelled() and task.exception():
+ logger.error(
+ "Background subscription task failed with unexpected error",
+ exc_info=task.exception(),
+ )
diff --git a/langchain-interpreter/src/afm/models.py b/langchain-interpreter/src/afm/models.py
new file mode 100644
index 0000000..4927e30
--- /dev/null
+++ b/langchain-interpreter/src/afm/models.py
@@ -0,0 +1,228 @@
+# Copyright (c) 2025
+# Licensed under the Apache License, Version 2.0
+
+from __future__ import annotations
+
+from enum import Enum
+from typing import Annotated, Literal, Self
+
+from pydantic import BaseModel, ConfigDict, Field, model_validator
+
+
+class Provider(BaseModel):
+ model_config = ConfigDict(extra="forbid")
+
+ name: str | None = None
+ url: str | None = None
+
+
+class ClientAuthentication(BaseModel):
+ model_config = ConfigDict(extra="allow")
+
+ type: str
+ token: str | None = None
+ username: str | None = None
+ password: str | None = None
+ api_key: str | None = None
+
+ @model_validator(mode="after")
+ def validate_type_fields(self) -> Self:
+ match self.type.lower():
+ case "bearer":
+ if self.token is None:
+ raise ValueError("type 'bearer' requires 'token' field")
+ case "basic":
+ if self.username is None or self.password is None:
+ raise ValueError(
+ "type 'basic' requires 'username' and 'password' fields"
+ )
+ case "api-key":
+ if self.api_key is None:
+ raise ValueError("type 'api-key' requires 'api_key' field")
+ return self
+
+
+class Model(BaseModel):
+ model_config = ConfigDict(extra="forbid")
+
+ name: str | None = None
+ provider: str | None = None
+ url: str | None = None
+ authentication: ClientAuthentication | None = None
+
+
+class TransportType(str, Enum):
+ HTTP = "http"
+
+
+class Transport(BaseModel):
+ model_config = ConfigDict(extra="forbid")
+
+ type: Literal["http"] = "http"
+ url: str
+ authentication: ClientAuthentication | None = None
+
+
+class ToolFilter(BaseModel):
+ model_config = ConfigDict(extra="forbid")
+
+ allow: list[str] | None = None
+ deny: list[str] | None = None
+
+
+class MCPServer(BaseModel):
+ model_config = ConfigDict(extra="forbid")
+
+ name: str
+ transport: Transport
+ tool_filter: ToolFilter | None = None
+
+
+class Tools(BaseModel):
+ model_config = ConfigDict(extra="forbid")
+
+ mcp: list[MCPServer] | None = None
+
+
+class JSONSchema(BaseModel):
+ model_config = ConfigDict(extra="allow")
+
+ type: str
+ properties: dict[str, JSONSchema] | None = None
+ required: list[str] | None = None
+ items: JSONSchema | None = None
+ description: str | None = None
+
+
+class Signature(BaseModel):
+ model_config = ConfigDict(extra="forbid")
+
+ input: JSONSchema = Field(default_factory=lambda: JSONSchema(type="string"))
+ output: JSONSchema = Field(default_factory=lambda: JSONSchema(type="string"))
+
+
+#
+
+
+class HTTPExposure(BaseModel):
+ model_config = ConfigDict(extra="forbid")
+
+ path: str
+
+
+class Exposure(BaseModel):
+ model_config = ConfigDict(extra="forbid")
+
+ http: HTTPExposure | None = None
+
+
+class Subscription(BaseModel):
+ model_config = ConfigDict(extra="forbid")
+
+ protocol: str
+ hub: str | None = None
+ topic: str | None = None
+ callback: str | None = None
+ secret: str | None = None
+ authentication: ClientAuthentication | None = None
+
+
+class InterfaceType(str, Enum):
+ CONSOLE_CHAT = "consolechat"
+ WEB_CHAT = "webchat"
+ WEBHOOK = "webhook"
+
+
+class ConsoleChatInterface(BaseModel):
+ model_config = ConfigDict(extra="forbid")
+
+ type: Literal["consolechat"] = "consolechat"
+ signature: Signature = Field(default_factory=Signature)
+
+
+class WebChatInterface(BaseModel):
+ model_config = ConfigDict(extra="forbid")
+
+ type: Literal["webchat"] = "webchat"
+ signature: Signature = Field(default_factory=Signature)
+ exposure: Exposure = Field(
+ default_factory=lambda: Exposure(http=HTTPExposure(path="/chat"))
+ )
+
+
+class WebhookInterface(BaseModel):
+ model_config = ConfigDict(extra="forbid")
+
+ type: Literal["webhook"] = "webhook"
+ prompt: str | None = None
+ signature: Signature = Field(default_factory=Signature)
+ exposure: Exposure = Field(
+ default_factory=lambda: Exposure(http=HTTPExposure(path="/webhook"))
+ )
+ subscription: Subscription
+
+
+# Type alias for any interface type
+Interface = Annotated[
+ ConsoleChatInterface | WebChatInterface | WebhookInterface,
+ Field(discriminator="type"),
+]
+
+
+class AgentMetadata(BaseModel):
+ model_config = ConfigDict(extra="forbid")
+
+ spec_version: str | None = None
+ name: str | None = None
+ description: str | None = None
+ version: str | None = None
+ author: str | None = None
+ authors: list[str] | None = None
+ icon_url: str | None = None
+ provider: Provider | None = None
+ license: str | None = None
+ model: Model | None = None
+ interfaces: list[Interface] | None = None
+ tools: Tools | None = None
+ max_iterations: int | None = None
+
+
+class AFMRecord(BaseModel):
+ model_config = ConfigDict(extra="forbid")
+
+ metadata: AgentMetadata
+ role: str
+ instructions: str
+
+
+class LiteralSegment(BaseModel):
+ model_config = ConfigDict(frozen=True)
+
+ kind: Literal["literal"] = "literal"
+ text: str
+
+
+class PayloadVariable(BaseModel):
+ model_config = ConfigDict(frozen=True)
+
+ kind: Literal["payload"] = "payload"
+ path: str
+
+
+class HeaderVariable(BaseModel):
+ model_config = ConfigDict(frozen=True)
+
+ kind: Literal["header"] = "header"
+ name: str
+
+
+# Type alias for template segments
+TemplateSegment = Annotated[
+ LiteralSegment | PayloadVariable | HeaderVariable, Field(discriminator="kind")
+]
+
+
+class CompiledTemplate(BaseModel):
+ model_config = ConfigDict(frozen=True)
+
+ segments: tuple[TemplateSegment, ...]
diff --git a/langchain-interpreter/src/afm/parser.py b/langchain-interpreter/src/afm/parser.py
new file mode 100644
index 0000000..d9a4c04
--- /dev/null
+++ b/langchain-interpreter/src/afm/parser.py
@@ -0,0 +1,118 @@
+# Copyright (c) 2025
+# Licensed under the Apache License, Version 2.0
+
+from pathlib import Path
+
+import yaml
+from pydantic import ValidationError
+
+from .exceptions import AFMParseError, AFMValidationError
+from .models import AFMRecord, AgentMetadata
+from .variables import resolve_variables, validate_http_variables
+
+# Delimiter for YAML frontmatter
+FRONTMATTER_DELIMITER = "---"
+
+
+def parse_afm(content: str) -> AFMRecord:
+ resolved_content = resolve_variables(content)
+ lines = resolved_content.splitlines()
+ metadata, body_start = _extract_frontmatter(lines)
+ role, instructions = _extract_role_and_instructions(lines, body_start)
+ afm_record = AFMRecord(
+ metadata=metadata,
+ role=role,
+ instructions=instructions,
+ )
+ validate_http_variables(afm_record)
+ return afm_record
+
+
+def parse_afm_file(file_path: str | Path) -> AFMRecord:
+ path = Path(file_path)
+ content = path.read_text(encoding="utf-8")
+ return parse_afm(content)
+
+
+def _extract_frontmatter(lines: list[str]) -> tuple[AgentMetadata, int]:
+ if not lines or lines[0].strip() != FRONTMATTER_DELIMITER:
+ # No frontmatter - return empty metadata
+ return AgentMetadata(), 0
+
+ end_index = None
+ for i in range(1, len(lines)):
+ if lines[i].strip() == FRONTMATTER_DELIMITER:
+ end_index = i
+ break
+
+ if end_index is None:
+ raise AFMParseError("Unclosed frontmatter - missing closing '---'")
+
+ yaml_lines = lines[1:end_index]
+ yaml_content = "\n".join(yaml_lines)
+
+ if not yaml_content.strip():
+ return AgentMetadata(), end_index + 1
+
+ try:
+ yaml_data = yaml.safe_load(yaml_content)
+ except yaml.YAMLError as e:
+ raise AFMParseError(f"Invalid YAML in frontmatter: {e}")
+
+ if yaml_data is None:
+ return AgentMetadata(), end_index + 1
+
+ if not isinstance(yaml_data, dict):
+ raise AFMParseError("Frontmatter must be a YAML mapping/object")
+
+ try:
+ metadata = AgentMetadata.model_validate(yaml_data)
+ except ValidationError as e:
+ errors = e.errors()
+ if errors:
+ first_error = errors[0]
+ field = ".".join(str(loc) for loc in first_error.get("loc", []))
+ msg = first_error.get("msg", "Invalid value")
+ raise AFMValidationError(msg, field=field)
+ raise AFMValidationError(str(e))
+
+ return metadata, end_index + 1
+
+
+def _extract_role_and_instructions(
+ lines: list[str], start_index: int
+) -> tuple[str, str]:
+ role_lines: list[str] = []
+ instructions_lines: list[str] = []
+
+ in_role = False
+ in_instructions = False
+
+ for i in range(start_index, len(lines)):
+ line = lines[i]
+ stripped = line.strip()
+
+ if stripped.startswith("# "):
+ heading = stripped[2:].strip().lower()
+ if heading == "role":
+ in_role = True
+ in_instructions = False
+ continue
+ elif heading == "instructions":
+ in_role = False
+ in_instructions = True
+ continue
+ else:
+ # Different heading - stop current section
+ in_role = False
+ in_instructions = False
+
+ if in_role:
+ role_lines.append(line)
+ elif in_instructions:
+ instructions_lines.append(line)
+
+ role = "\n".join(role_lines).strip()
+ instructions = "\n".join(instructions_lines).strip()
+
+ return role, instructions
diff --git a/langchain-interpreter/src/afm/providers.py b/langchain-interpreter/src/afm/providers.py
new file mode 100644
index 0000000..e2fc0c0
--- /dev/null
+++ b/langchain-interpreter/src/afm/providers.py
@@ -0,0 +1,136 @@
+# Copyright (c) 2025
+# Licensed under the Apache License, Version 2.0
+
+from __future__ import annotations
+
+import os
+from typing import TYPE_CHECKING
+
+from langchain_core.language_models import BaseChatModel
+
+from .exceptions import ProviderError
+from .models import ClientAuthentication, Model
+
+if TYPE_CHECKING:
+ from langchain_anthropic import ChatAnthropic
+ from langchain_openai import ChatOpenAI
+
+
+DEFAULT_OPENAI_MODEL = "gpt-4o"
+DEFAULT_ANTHROPIC_MODEL = "claude-sonnet-4-5"
+
+DEFAULT_OPENAI_URL = "https://api.openai.com/v1"
+DEFAULT_ANTHROPIC_URL = "https://api.anthropic.com"
+
+# Environment variable names for API keys
+OPENAI_API_KEY_ENV = "OPENAI_API_KEY"
+ANTHROPIC_API_KEY_ENV = "ANTHROPIC_API_KEY"
+
+
+def create_model_provider(afm_model: Model | None = None) -> BaseChatModel:
+ if afm_model is None:
+ return _create_openai_model(None)
+
+ provider = (afm_model.provider or "openai").lower()
+
+ match provider:
+ case "openai":
+ return _create_openai_model(afm_model)
+ case "anthropic":
+ return _create_anthropic_model(afm_model)
+ case _:
+ raise ProviderError(f"Unsupported provider: {provider}", provider=provider)
+
+
+def _create_openai_model(afm_model: Model | None) -> ChatOpenAI:
+ try:
+ from langchain_openai import ChatOpenAI
+ except ImportError as e:
+ raise ProviderError(
+ "langchain-openai package is required for OpenAI models. "
+ "Install it with: pip install langchain-openai",
+ provider="openai",
+ ) from e
+
+ api_key = _get_api_key(
+ afm_model.authentication if afm_model else None,
+ OPENAI_API_KEY_ENV,
+ "openai",
+ )
+ model_name = (
+ afm_model.name if afm_model and afm_model.name else DEFAULT_OPENAI_MODEL
+ )
+ base_url = afm_model.url if afm_model and afm_model.url else None
+
+ kwargs: dict = {
+ "api_key": api_key,
+ "model": model_name,
+ }
+ if base_url:
+ kwargs["base_url"] = base_url
+
+ return ChatOpenAI(**kwargs)
+
+
+def _create_anthropic_model(afm_model: Model) -> ChatAnthropic:
+ try:
+ from langchain_anthropic import ChatAnthropic
+ except ImportError as e:
+ raise ProviderError(
+ "langchain-anthropic package is required for Anthropic models. "
+ "Install it with: pip install langchain-anthropic",
+ provider="anthropic",
+ ) from e
+
+ api_key = _get_api_key(
+ afm_model.authentication,
+ ANTHROPIC_API_KEY_ENV,
+ "anthropic",
+ )
+ model_name = afm_model.name if afm_model.name else DEFAULT_ANTHROPIC_MODEL
+ base_url = afm_model.url if afm_model.url else None
+
+ kwargs: dict = {
+ "api_key": api_key,
+ "model": model_name,
+ }
+ if base_url:
+ kwargs["base_url"] = base_url
+
+ return ChatAnthropic(**kwargs)
+
+
+def _get_api_key(
+ auth: ClientAuthentication | None,
+ env_var: str,
+ provider: str,
+) -> str:
+ if auth is not None:
+ auth_type = auth.type.lower()
+
+ if auth_type == "bearer" and auth.token:
+ return auth.token
+ elif auth_type == "api-key" and auth.api_key:
+ return auth.api_key
+ elif auth_type == "basic":
+ raise ProviderError(
+ "Basic authentication is not supported for LLM providers. "
+ "Use 'bearer' or 'api-key' authentication type.",
+ provider=provider,
+ )
+ else:
+ auth_dict = auth.model_dump(exclude_none=True)
+ for key in ["token", "api_key", "key", "apiKey"]:
+ if key in auth_dict and auth_dict[key]:
+ return auth_dict[key]
+
+ # Fall back to environment variable
+ api_key = os.environ.get(env_var)
+ if api_key:
+ return api_key
+
+ raise ProviderError(
+ f"No API key found. Provide authentication in the model config "
+ f"or set the {env_var} environment variable.",
+ provider=provider,
+ )
diff --git a/langchain-interpreter/src/afm/resources/chat-ui.html b/langchain-interpreter/src/afm/resources/chat-ui.html
new file mode 100644
index 0000000..f29af68
--- /dev/null
+++ b/langchain-interpreter/src/afm/resources/chat-ui.html
@@ -0,0 +1,251 @@
+
+
+
+
+
+ AFM Web Chat
+
+
+
+
+
+
+
+
+
Agent
+
Hello! How can I help you today?
+
+
+
+
+
+
+
+
+
+
diff --git a/langchain-interpreter/src/afm/schema_validator.py b/langchain-interpreter/src/afm/schema_validator.py
new file mode 100644
index 0000000..00574cd
--- /dev/null
+++ b/langchain-interpreter/src/afm/schema_validator.py
@@ -0,0 +1,116 @@
+# Copyright (c) 2025
+# Licensed under the Apache License, Version 2.0
+
+import json
+import re
+from typing import Any
+
+import jsonschema
+from jsonschema import ValidationError as JsonSchemaValidationError
+
+from .exceptions import InputValidationError, OutputValidationError
+from .models import JSONSchema
+
+JSON_BLOCK_PATTERN = re.compile(r"```json\s*([\s\S]*?)\s*```")
+GENERIC_BLOCK_PATTERN = re.compile(r"```\s*([\s\S]*?)\s*```")
+
+
+def json_schema_to_dict(schema: JSONSchema) -> dict[str, Any]:
+ result: dict[str, Any] = {"type": schema.type}
+
+ if schema.properties is not None:
+ result["properties"] = {
+ name: json_schema_to_dict(prop) for name, prop in schema.properties.items()
+ }
+
+ if schema.required is not None:
+ result["required"] = schema.required
+
+ if schema.items is not None:
+ result["items"] = json_schema_to_dict(schema.items)
+
+ if schema.description is not None:
+ result["description"] = schema.description
+
+ extra_fields = schema.model_dump(
+ exclude={"type", "properties", "required", "items", "description"}
+ )
+ for key, value in extra_fields.items():
+ if value is not None:
+ original = getattr(schema, key, None)
+ if isinstance(original, JSONSchema):
+ result[key] = json_schema_to_dict(original)
+ else:
+ result[key] = value
+
+ return result
+
+
+def validate_input(data: Any, schema: JSONSchema) -> None:
+ schema_dict = json_schema_to_dict(schema)
+ try:
+ jsonschema.validate(instance=data, schema=schema_dict)
+ except JsonSchemaValidationError as e:
+ path = ".".join(str(p) for p in e.absolute_path) if e.absolute_path else None
+ raise InputValidationError(e.message, schema_path=path) from e
+
+
+def validate_output(data: Any, schema: JSONSchema) -> None:
+ schema_dict = json_schema_to_dict(schema)
+ try:
+ jsonschema.validate(instance=data, schema=schema_dict)
+ except JsonSchemaValidationError as e:
+ path = ".".join(str(p) for p in e.absolute_path) if e.absolute_path else None
+ raise OutputValidationError(e.message, schema_path=path) from e
+
+
+def extract_json_from_response(response: str) -> str:
+ match = JSON_BLOCK_PATTERN.search(response)
+ if match:
+ return match.group(1).strip()
+
+ match = GENERIC_BLOCK_PATTERN.search(response)
+ if match:
+ return match.group(1).strip()
+
+ return response.strip()
+
+
+def coerce_output_to_schema(
+ response: str,
+ schema: JSONSchema,
+) -> Any:
+ if schema.type == "string":
+ return response
+
+ json_str = extract_json_from_response(response)
+
+ try:
+ data = json.loads(json_str)
+ except json.JSONDecodeError as e:
+ raise OutputValidationError(
+ f"Failed to parse response as JSON: {e}",
+ schema_path=None,
+ ) from e
+
+ # Handle non-object schema types
+ if schema.type != "object":
+ validate_output(data, schema)
+ return data
+
+ # Validate against schema
+ validate_output(data, schema)
+ return data
+
+
+def build_output_schema_instruction(schema: JSONSchema) -> str:
+ schema_dict = json_schema_to_dict(schema)
+ schema_json = json.dumps(schema_dict, indent=2)
+
+ return f"""
+
+The final response MUST conform to the following JSON schema:
+{schema_json}
+
+Respond only with the JSON value enclosed between ``` and ```.
+Do not include any other text or explanation outside the code block."""
diff --git a/langchain-interpreter/src/afm/templates.py b/langchain-interpreter/src/afm/templates.py
new file mode 100644
index 0000000..e7eee86
--- /dev/null
+++ b/langchain-interpreter/src/afm/templates.py
@@ -0,0 +1,283 @@
+# Copyright (c) 2025
+# Licensed under the Apache License, Version 2.0
+
+
+from __future__ import annotations
+
+import json
+from typing import Any
+
+from .exceptions import (
+ JSONAccessError,
+ TemplateCompilationError,
+ TemplateEvaluationError,
+)
+from .models import (
+ CompiledTemplate,
+ HeaderVariable,
+ LiteralSegment,
+ PayloadVariable,
+ TemplateSegment,
+)
+
+
+def compile_template(template: str) -> CompiledTemplate:
+ segments: list[TemplateSegment] = []
+ pos = 0
+
+ while pos < len(template):
+ dollar_pos = template.find("${", pos)
+
+ if dollar_pos == -1:
+ if pos < len(template):
+ segments.append(LiteralSegment(text=template[pos:]))
+ break
+
+ close_pos = template.find("}", dollar_pos)
+
+ if close_pos == -1:
+ if pos < len(template):
+ segments.append(LiteralSegment(text=template[pos:]))
+ break
+
+ if dollar_pos > pos:
+ segments.append(LiteralSegment(text=template[pos:dollar_pos]))
+
+ var_expr = template[dollar_pos + 2 : close_pos]
+
+ if var_expr.startswith("http:"):
+ http_part = var_expr[5:] # Remove "http:" prefix
+ segment = _parse_http_variable(http_part, var_expr)
+ segments.append(segment)
+ else:
+ segments.append(LiteralSegment(text=f"${{{var_expr}}}"))
+
+ pos = close_pos + 1
+
+ return CompiledTemplate(segments=tuple(segments))
+
+
+def _parse_http_variable(http_part: str, full_expr: str) -> TemplateSegment:
+ if http_part == "payload":
+ # Entire payload
+ return PayloadVariable(path="")
+
+ if http_part.startswith("payload."):
+ path = http_part[8:] # Remove "payload."
+ if not path:
+ raise TemplateCompilationError(
+ f"Invalid http variable format: {full_expr}",
+ template=full_expr,
+ )
+ return PayloadVariable(path=path)
+
+ if http_part.startswith("header."):
+ header_name = http_part[7:] # Remove "header."
+ if not header_name:
+ raise TemplateCompilationError(
+ f"Invalid http variable format: {full_expr}",
+ template=full_expr,
+ )
+ return HeaderVariable(name=header_name)
+
+ # Unknown prefix
+ prefix = http_part.split(".")[0] if "." in http_part else http_part
+ raise TemplateCompilationError(
+ f"Unknown http variable prefix: {prefix}",
+ template=full_expr,
+ )
+
+
+def evaluate_template(
+ compiled: CompiledTemplate,
+ payload: Any,
+ headers: dict[str, str | list[str]] | None,
+) -> str:
+ parts: list[str] = []
+
+ for segment in compiled.segments:
+ match segment:
+ case LiteralSegment(text=text):
+ parts.append(text)
+ case PayloadVariable():
+ _handle_payload_variable(payload, parts, segment)
+ case HeaderVariable():
+ _handle_header_variable(headers, parts, segment)
+
+ return "".join(parts)
+
+
+def _handle_payload_variable(
+ payload: Any,
+ parts: list[str],
+ segment: PayloadVariable,
+) -> None:
+ if segment.path == "":
+ # Entire payload
+ parts.append(json.dumps(payload))
+ return
+
+ try:
+ value = access_json_field(payload, segment.path)
+ if isinstance(value, str):
+ parts.append(value)
+ else:
+ parts.append(json.dumps(value))
+ except JSONAccessError as e:
+ raise TemplateEvaluationError(
+ f"Cannot resolve payload variable '${{http:payload.{segment.path}}}': "
+ f"field not found",
+ template=f"http:payload.{segment.path}",
+ ) from e
+
+
+def _handle_header_variable(
+ headers: dict[str, str | list[str]] | None,
+ parts: list[str],
+ segment: HeaderVariable,
+) -> None:
+ if headers is None:
+ raise TemplateEvaluationError(
+ f"Cannot resolve header variable '${{http:header.{segment.name}}}': "
+ "no headers provided",
+ template=f"http:header.{segment.name}",
+ )
+
+ # Case-insensitive header lookup
+ header_name_lower = segment.name.lower()
+ for key, value in headers.items():
+ if key.lower() == header_name_lower:
+ if isinstance(value, list):
+ parts.append(", ".join(value))
+ else:
+ parts.append(value)
+ return
+
+ # Header not found
+ raise TemplateEvaluationError(
+ f"Cannot resolve header variable '${{http:header.{segment.name}}}': "
+ f"header not found",
+ template=f"http:header.{segment.name}",
+ )
+
+
+def access_json_field(payload: Any, path: str) -> Any:
+ if not path:
+ return payload
+
+ current = payload
+ remaining = path
+
+ while remaining:
+ # Check for bracket notation at start
+ if remaining.startswith("["):
+ current, remaining = _handle_bracket_access(current, remaining)
+ elif remaining.startswith("."):
+ if remaining.startswith(".."):
+ raise JSONAccessError(
+ f"Empty field name in path: {remaining}",
+ path=remaining,
+ )
+ # Skip leading dot
+ remaining = remaining[1:]
+ else:
+ # Dot notation - find next delimiter
+ current, remaining = _handle_dot_notation(current, remaining)
+
+ return current
+
+
+def _handle_bracket_access(current: Any, remaining: str) -> tuple[Any, str]:
+ # Find closing bracket
+ close_bracket = remaining.find("]")
+ if close_bracket == -1:
+ raise JSONAccessError(
+ f"Invalid bracket notation in path: {remaining}",
+ path=remaining,
+ )
+
+ bracket_content = remaining[1:close_bracket]
+ new_remaining = remaining[close_bracket + 1 :]
+
+ # Check if it's a quoted string or array index
+ if (bracket_content.startswith("'") and bracket_content.endswith("'")) or (
+ bracket_content.startswith('"') and bracket_content.endswith('"')
+ ):
+ # Quoted field name
+ field_name = bracket_content[1:-1]
+ if not isinstance(current, dict):
+ raise JSONAccessError(
+ f"Cannot access field '{field_name}' on non-object",
+ path=remaining,
+ )
+ if field_name not in current:
+ raise JSONAccessError(
+ f"Field '{field_name}' not found",
+ path=remaining,
+ )
+ return current[field_name], new_remaining
+ else:
+ # Array index
+ try:
+ index = int(bracket_content)
+ except ValueError as err:
+ raise JSONAccessError(
+ f"Invalid array index: {bracket_content}",
+ path=remaining,
+ ) from err
+
+ if not isinstance(current, list):
+ raise JSONAccessError(
+ f"Cannot access index {index} on non-array",
+ path=remaining,
+ )
+ if index < 0 or index >= len(current):
+ raise JSONAccessError(
+ f"Array index out of bounds: {index}",
+ path=remaining,
+ )
+ return current[index], new_remaining
+
+
+def _handle_dot_notation(current: Any, remaining: str) -> tuple[Any, str]:
+ # Find next delimiter (., [, or end of string)
+ dot_pos = remaining.find(".")
+ bracket_pos = remaining.find("[")
+
+ if dot_pos == -1 and bracket_pos == -1:
+ # No more delimiters - this is the final field
+ field_name = remaining
+ new_remaining = ""
+ elif dot_pos == -1:
+ # Only bracket found
+ field_name = remaining[:bracket_pos]
+ new_remaining = remaining[bracket_pos:]
+ elif bracket_pos == -1:
+ # Only dot found
+ field_name = remaining[:dot_pos]
+ new_remaining = remaining[dot_pos:]
+ else:
+ # Both found - use whichever comes first
+ delimiter_pos = min(dot_pos, bracket_pos)
+ field_name = remaining[:delimiter_pos]
+ new_remaining = remaining[delimiter_pos:]
+
+ if not field_name:
+ # Empty field name (e.g., from ".." or ".[")
+ raise JSONAccessError(
+ f"Empty field name in path: {remaining}",
+ path=remaining,
+ )
+
+ if not isinstance(current, dict):
+ raise JSONAccessError(
+ f"Cannot access field '{field_name}' on non-object",
+ path=remaining,
+ )
+ if field_name not in current:
+ raise JSONAccessError(
+ f"Field '{field_name}' not found",
+ path=remaining,
+ )
+
+ return current[field_name], new_remaining
diff --git a/langchain-interpreter/src/afm/tools/__init__.py b/langchain-interpreter/src/afm/tools/__init__.py
new file mode 100644
index 0000000..284fff9
--- /dev/null
+++ b/langchain-interpreter/src/afm/tools/__init__.py
@@ -0,0 +1,2 @@
+# Copyright (c) 2025
+# Licensed under the Apache License, Version 2.0
diff --git a/langchain-interpreter/src/afm/tools/mcp.py b/langchain-interpreter/src/afm/tools/mcp.py
new file mode 100644
index 0000000..6656579
--- /dev/null
+++ b/langchain-interpreter/src/afm/tools/mcp.py
@@ -0,0 +1,244 @@
+# Copyright (c) 2025
+# Licensed under the Apache License, Version 2.0
+
+from __future__ import annotations
+
+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 ..exceptions import (
+ MCPAuthenticationError,
+ MCPConnectionError,
+ MCPError,
+)
+from ..models import (
+ AFMRecord,
+ ClientAuthentication,
+ MCPServer,
+ ToolFilter,
+)
+
+logger = logging.getLogger(__name__)
+
+
+class BearerAuth(httpx.Auth):
+ def __init__(self, token: str) -> None:
+ self.token = token
+
+ def auth_flow(self, request: httpx.Request):
+ request.headers["Authorization"] = f"Bearer {self.token}"
+ yield request
+
+
+class ApiKeyAuth(httpx.Auth):
+ def __init__(self, api_key: str, header_name: str = "Authorization") -> None:
+ self.api_key = api_key
+ self.header_name = header_name
+
+ def auth_flow(self, request: httpx.Request):
+ request.headers[self.header_name] = self.api_key
+ yield request
+
+
+def build_httpx_auth(auth: ClientAuthentication | None) -> httpx.Auth | None:
+ if auth is None:
+ return None
+
+ auth_type = auth.type.lower()
+
+ if auth_type == "bearer":
+ if auth.token is None:
+ raise MCPAuthenticationError("Bearer auth requires 'token' field")
+ return BearerAuth(auth.token)
+
+ elif auth_type == "basic":
+ if auth.username is None or auth.password is None:
+ raise MCPAuthenticationError(
+ "Basic auth requires 'username' and 'password' fields"
+ )
+ return httpx.BasicAuth(auth.username, auth.password)
+
+ elif auth_type == "api-key":
+ if auth.api_key is None:
+ raise MCPAuthenticationError("API key auth requires 'api_key' field")
+ return ApiKeyAuth(auth.api_key)
+
+ elif auth_type in ("oauth2", "jwt"):
+ raise MCPAuthenticationError(
+ f"Authentication type '{auth_type}' not yet supported"
+ )
+
+ else:
+ raise MCPAuthenticationError(f"Unsupported authentication type: {auth_type}")
+
+
+def filter_tools(
+ tools: list[BaseTool],
+ tool_filter: ToolFilter | None,
+) -> list[BaseTool]:
+ if tool_filter is None:
+ return tools
+
+ allow = tool_filter.allow
+ deny = tool_filter.deny
+
+ # No filters specified
+ if allow is None and deny is None:
+ return tools
+
+ # Build a set of tool names for efficient lookup
+ tool_names = {tool.name for tool in tools}
+
+ if allow is not None:
+ # Start with allowed tools only
+ allowed_set = set(allow) & tool_names
+ else:
+ # Start with all tools
+ allowed_set = tool_names
+
+ if deny is not None:
+ # Remove denied tools
+ allowed_set -= set(deny)
+
+ # Filter the tools list maintaining order
+ return [tool for tool in tools if tool.name in allowed_set]
+
+
+class MCPClient:
+ def __init__(
+ self,
+ name: str,
+ url: str,
+ authentication: ClientAuthentication | None = None,
+ tool_filter: ToolFilter | None = None,
+ ) -> None:
+ """Initialize an MCP client."""
+ self.name = name
+ self.url = url
+ self.authentication = authentication
+ self.tool_filter = tool_filter
+ self._tools: list[BaseTool] | None = None
+
+ @classmethod
+ def from_mcp_server(cls, server: MCPServer) -> "MCPClient":
+ transport = server.transport
+
+ if transport.type != "http":
+ raise MCPError(
+ f"Unsupported transport type: {transport.type}. Only 'http' is supported for now.",
+ server_name=server.name,
+ )
+
+ return cls(
+ name=server.name,
+ url=transport.url,
+ authentication=transport.authentication,
+ 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
+
+ async def get_tools(self) -> list[BaseTool]:
+ try:
+ # Create a client for just this server
+ client = MultiServerMCPClient({self.name: self._build_connection_config()})
+
+ # Get tools from the server
+ tools = await client.get_tools(server_name=self.name)
+
+ # Apply filtering
+ filtered_tools = filter_tools(tools, self.tool_filter)
+
+ logger.info(
+ f"MCP server '{self.name}': loaded {len(filtered_tools)} tools "
+ f"(filtered from {len(tools)})"
+ )
+
+ return filtered_tools
+
+ except MCPError:
+ # Re-raise MCPError subclasses (like MCPAuthenticationError) to preserve diagnostics
+ raise
+ except Exception as e:
+ raise MCPConnectionError(
+ f"Failed to connect: {e}",
+ server_name=self.name,
+ ) from e
+
+
+class MCPManager:
+ def __init__(self, servers: list[MCPServer]) -> None:
+ """Initialize the MCP manager."""
+ self._servers = servers
+ self._clients: list[MCPClient] = []
+ self._tools: list[BaseTool] | None = None
+
+ # Create clients for each server
+ for server in servers:
+ try:
+ client = MCPClient.from_mcp_server(server)
+ self._clients.append(client)
+ except MCPError as e:
+ logger.warning(f"Skipping MCP server: {e}")
+
+ @classmethod
+ def from_afm(cls, afm: AFMRecord) -> "MCPManager | None":
+ tools_config = afm.metadata.tools
+ if tools_config is None:
+ return None
+
+ mcp_servers = tools_config.mcp
+ if mcp_servers is None or len(mcp_servers) == 0:
+ return None
+
+ return cls(mcp_servers)
+
+ @property
+ def server_names(self) -> list[str]:
+ return [client.name for client in self._clients]
+
+ async def get_tools(self) -> list[BaseTool]:
+ if self._tools is not None:
+ return self._tools
+
+ all_tools: list[BaseTool] = []
+ errors: list[str] = []
+
+ # Get tools from each client individually to handle per-server filtering
+ for client in self._clients:
+ try:
+ tools = await client.get_tools()
+ all_tools.extend(tools)
+ except MCPConnectionError as e:
+ errors.append(str(e))
+ logger.error(f"Failed to get tools from server '{client.name}': {e}")
+
+ if errors and not all_tools:
+ raise MCPConnectionError(
+ f"Failed to connect to any MCP server: {'; '.join(errors)}"
+ )
+
+ # Only cache if all servers succeeded; partial results are not
+ # cached so that failed servers can be retried on the next call.
+ if not errors:
+ self._tools = all_tools
+
+ return all_tools
+
+ def clear_cache(self) -> None:
+ self._tools = None
diff --git a/langchain-interpreter/src/afm/variables.py b/langchain-interpreter/src/afm/variables.py
new file mode 100644
index 0000000..b7a24f5
--- /dev/null
+++ b/langchain-interpreter/src/afm/variables.py
@@ -0,0 +1,253 @@
+# Copyright (c) 2025
+# Licensed under the Apache License, Version 2.0
+
+from __future__ import annotations
+
+import os
+import re
+from typing import TYPE_CHECKING, Any
+
+from .exceptions import AFMValidationError, VariableResolutionError
+from .models import (
+ ConsoleChatInterface,
+ WebChatInterface,
+ WebhookInterface,
+)
+
+if TYPE_CHECKING:
+ from .models import (
+ AFMRecord,
+ ClientAuthentication,
+ Exposure,
+ JSONSchema,
+ Signature,
+ Subscription,
+ ToolFilter,
+ )
+
+# Pattern to match ${...} variable syntax
+VARIABLE_PATTERN = re.compile(r"\$\{([^}]+)\}")
+
+
+def resolve_variables(content: str) -> str:
+ result = content
+ start_pos = 0
+
+ while True:
+ match = VARIABLE_PATTERN.search(result, start_pos)
+ if match is None:
+ break
+
+ dollar_pos = match.start()
+ close_brace_pos = match.end()
+ var_expr = match.group(1)
+
+ line_start = result.rfind("\n", 0, dollar_pos) + 1
+ line_prefix = result[line_start:dollar_pos].strip()
+
+ if line_prefix.startswith("#"):
+ start_pos = close_brace_pos
+ continue
+
+ if ":" in var_expr:
+ prefix, var_name = var_expr.split(":", 1)
+ else:
+ prefix = ""
+ var_name = var_expr
+
+ if prefix == "http":
+ start_pos = close_brace_pos
+ continue
+
+ if prefix in ("", "env"):
+ env_value = os.environ.get(var_name)
+ if env_value is None or env_value == "":
+ raise VariableResolutionError(
+ var_expr, f"Environment variable '{var_name}' not found"
+ )
+ resolved_value = env_value
+ else:
+ raise VariableResolutionError(
+ var_expr,
+ f"Unsupported variable prefix '{prefix}:'. "
+ "Only 'env:' and 'http:' are supported.",
+ )
+
+ # Replace the variable with its value
+ before = result[:dollar_pos]
+ after = result[close_brace_pos:]
+ result = before + resolved_value + after
+ start_pos = len(before) + len(resolved_value)
+
+ return result
+
+
+def contains_http_variable(content: str) -> bool:
+ return "${http:" in content
+
+
+def validate_http_variables(afm_record: AFMRecord) -> None:
+ errored_fields: list[str] = []
+
+ # Check role and instructions
+ if contains_http_variable(afm_record.role):
+ errored_fields.append("role")
+
+ if contains_http_variable(afm_record.instructions):
+ errored_fields.append("instructions")
+
+ metadata = afm_record.metadata
+
+ # Check simple string fields
+ simple_fields = [
+ ("spec_version", metadata.spec_version),
+ ("name", metadata.name),
+ ("description", metadata.description),
+ ("version", metadata.version),
+ ("author", metadata.author),
+ ("icon_url", metadata.icon_url),
+ ("license", metadata.license),
+ ]
+
+ for field_name, value in simple_fields:
+ if value is not None and contains_http_variable(value):
+ errored_fields.append(field_name)
+
+ # Check authors list
+ if metadata.authors:
+ for author in metadata.authors:
+ if contains_http_variable(author):
+ errored_fields.append("authors")
+ break
+
+ # Check provider
+ if metadata.provider:
+ if metadata.provider.name and contains_http_variable(metadata.provider.name):
+ errored_fields.append("provider.name")
+ if metadata.provider.url and contains_http_variable(metadata.provider.url):
+ errored_fields.append("provider.url")
+
+ # Check model
+ if metadata.model:
+ model = metadata.model
+ if model.name and contains_http_variable(model.name):
+ errored_fields.append("model.name")
+ if model.provider and contains_http_variable(model.provider):
+ 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):
+ errored_fields.append("model.authentication")
+
+ # Check interfaces
+ if metadata.interfaces:
+ for interface in metadata.interfaces:
+ match interface:
+ case ConsoleChatInterface():
+ if _signature_contains_http_variable(interface.signature):
+ errored_fields.append("interfaces.consolechat.signature")
+ case WebChatInterface():
+ if _signature_contains_http_variable(interface.signature):
+ errored_fields.append("interfaces.webchat.signature")
+ if _exposure_contains_http_variable(interface.exposure):
+ errored_fields.append("interfaces.webchat.exposure")
+ case WebhookInterface():
+ # Note: webhook.prompt is allowed to contain http: variables
+ if _signature_contains_http_variable(interface.signature):
+ errored_fields.append("interfaces.webhook.signature")
+ if _exposure_contains_http_variable(interface.exposure):
+ errored_fields.append("interfaces.webhook.exposure")
+ if _subscription_contains_http_variable(interface.subscription):
+ errored_fields.append("interfaces.webhook.subscription")
+
+ # Check tools
+ if metadata.tools and metadata.tools.mcp:
+ 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 _tool_filter_contains_http_variable(server.tool_filter):
+ errored_fields.append("tools.mcp.tool_filter")
+
+ if errored_fields:
+ fields_str = ", ".join(errored_fields)
+ raise AFMValidationError(
+ f"http: variables are only supported in webhook prompt fields, "
+ f"found in: {fields_str}"
+ )
+
+
+def _authentication_contains_http_variable(
+ auth: ClientAuthentication | None,
+) -> bool:
+ if auth is None:
+ return False
+
+ # Check all fields in the authentication object
+ for value in auth.model_dump().values():
+ if isinstance(value, str) and contains_http_variable(value):
+ return True
+ return False
+
+
+def _signature_contains_http_variable(signature: Signature) -> bool:
+ return _json_schema_contains_http_variable(
+ signature.input
+ ) or _json_schema_contains_http_variable(signature.output)
+
+
+def _json_schema_contains_http_variable(schema: JSONSchema) -> bool:
+ # Dump all fields and recursively check them
+ schema_dict = schema.model_dump()
+
+ def _check_value(value: Any) -> bool:
+ """Recursively check a value for http: variables."""
+ if isinstance(value, str):
+ return contains_http_variable(value)
+ elif isinstance(value, dict):
+ for v in value.values():
+ if _check_value(v):
+ return True
+ elif isinstance(value, list):
+ for item in value:
+ if _check_value(item):
+ return True
+ return False
+
+ return _check_value(schema_dict)
+
+
+def _exposure_contains_http_variable(exposure: Exposure) -> bool:
+ if exposure.http and contains_http_variable(exposure.http.path):
+ return True
+ return False
+
+
+def _subscription_contains_http_variable(subscription: Subscription) -> bool:
+ if contains_http_variable(subscription.protocol):
+ return True
+ if subscription.hub and contains_http_variable(subscription.hub):
+ return True
+ if subscription.topic and contains_http_variable(subscription.topic):
+ return True
+ if subscription.callback and contains_http_variable(subscription.callback):
+ return True
+ if subscription.secret and contains_http_variable(subscription.secret):
+ return True
+ if _authentication_contains_http_variable(subscription.authentication):
+ return True
+ return False
+
+
+def _tool_filter_contains_http_variable(tool_filter: ToolFilter | None) -> bool:
+ if tool_filter is None:
+ return False
+
+ all_tools = (tool_filter.allow or []) + (tool_filter.deny or [])
+ for tool in all_tools:
+ if contains_http_variable(tool):
+ return True
+ return False
diff --git a/langchain-interpreter/tests/__init__.py b/langchain-interpreter/tests/__init__.py
new file mode 100644
index 0000000..284fff9
--- /dev/null
+++ b/langchain-interpreter/tests/__init__.py
@@ -0,0 +1,2 @@
+# Copyright (c) 2025
+# Licensed under the Apache License, Version 2.0
diff --git a/langchain-interpreter/tests/conftest.py b/langchain-interpreter/tests/conftest.py
new file mode 100644
index 0000000..7104c36
--- /dev/null
+++ b/langchain-interpreter/tests/conftest.py
@@ -0,0 +1,63 @@
+# Copyright (c) 2025
+# Licensed under the Apache License, Version 2.0
+
+import os
+from pathlib import Path
+
+import pytest
+
+
+@pytest.fixture
+def fixtures_dir() -> Path:
+ return Path(__file__).parent / "fixtures"
+
+
+@pytest.fixture
+def sample_agent_path(fixtures_dir: Path) -> Path:
+ return fixtures_dir / "sample_agent.afm.md"
+
+
+@pytest.fixture
+def sample_consolechat_path(fixtures_dir: Path) -> Path:
+ return fixtures_dir / "sample_consolechat_agent.afm.md"
+
+
+@pytest.fixture
+def sample_webhook_path(fixtures_dir: Path) -> Path:
+ return fixtures_dir / "sample_webhook_agent.afm.md"
+
+
+@pytest.fixture
+def sample_minimal_path(fixtures_dir: Path) -> Path:
+ return fixtures_dir / "sample_minimal.afm.md"
+
+
+@pytest.fixture
+def sample_no_frontmatter_path(fixtures_dir: Path) -> Path:
+ return fixtures_dir / "sample_no_frontmatter.afm.md"
+
+
+@pytest.fixture
+def env_vars():
+ original_values: dict[str, str | None] = {}
+
+ class EnvManager:
+ def set(self, name: str, value: str) -> None:
+ if name not in original_values:
+ original_values[name] = os.environ.get(name)
+ os.environ[name] = value
+
+ def unset(self, name: str) -> None:
+ if name not in original_values:
+ original_values[name] = os.environ.get(name)
+ if name in os.environ:
+ del os.environ[name]
+
+ yield EnvManager()
+
+ for name, original_value in original_values.items():
+ if original_value is None:
+ if name in os.environ:
+ del os.environ[name]
+ else:
+ os.environ[name] = original_value
diff --git a/langchain-interpreter/tests/fixtures/sample_agent.afm.md b/langchain-interpreter/tests/fixtures/sample_agent.afm.md
new file mode 100644
index 0000000..b38628d
--- /dev/null
+++ b/langchain-interpreter/tests/fixtures/sample_agent.afm.md
@@ -0,0 +1,47 @@
+---
+spec_version: '0.3.0'
+name: "TestAgent"
+description: "A test agent for AFM parsing."
+authors:
+ - "Maryam"
+ - "Copilot"
+version: "0.1.0"
+icon_url: "https://example.com/icon.png"
+license: "Apache-2.0"
+interfaces:
+ - type: webchat
+ signature:
+ input:
+ type: object
+ properties:
+ user_prompt:
+ type: string
+ description: Prompt from user.
+ required: [user_prompt]
+ output:
+ type: object
+ properties:
+ response:
+ type: string
+ description: Agent response.
+ required: [response]
+tools:
+ mcp:
+ - name: "TestServer"
+ transport:
+ type: http
+ url: "https://test-server.com/api"
+ authentication:
+ type: bearer
+ token: "dummy-token"
+ tool_filter:
+ allow:
+ - "tool1"
+ - "tool2"
+max_iterations: 5
+---
+# Role
+This is a test role for the agent. It should be parsed correctly.
+
+# Instructions
+These are the instructions for the agent. They should also be parsed correctly.
diff --git a/langchain-interpreter/tests/fixtures/sample_consolechat_agent.afm.md b/langchain-interpreter/tests/fixtures/sample_consolechat_agent.afm.md
new file mode 100644
index 0000000..9642870
--- /dev/null
+++ b/langchain-interpreter/tests/fixtures/sample_consolechat_agent.afm.md
@@ -0,0 +1,27 @@
+---
+spec_version: '0.3.0'
+name: "TestAgent"
+description: "A test agent for AFM parsing."
+author: "Copilot"
+version: "0.1.0"
+interfaces:
+ - type: consolechat
+max_iterations: 5
+model:
+ name: "gpt-4"
+ provider: "openai"
+ url: "https://api.openai.com/v1/chat/completions"
+ authentication:
+ type: "bearer"
+ token: "mock-token"
+---
+
+# Role
+You are a friendly and helpful conversational assistant. Your purpose is to engage in natural, helpful conversations with users, answering their questions and assisting with various tasks.
+
+# Instructions
+- Always respond in a friendly and conversational tone
+- Keep your responses clear, concise, and easy to understand
+- Be helpful and provide practical advice when possible
+- Ask clarifying questions when needed
+- Maintain context throughout the conversation
diff --git a/langchain-interpreter/tests/fixtures/sample_minimal.afm.md b/langchain-interpreter/tests/fixtures/sample_minimal.afm.md
new file mode 100644
index 0000000..7e08e1b
--- /dev/null
+++ b/langchain-interpreter/tests/fixtures/sample_minimal.afm.md
@@ -0,0 +1,9 @@
+---
+spec_version: "0.3.0"
+---
+
+# Role
+Agent role here.
+
+# Instructions
+Agent instructions here.
diff --git a/langchain-interpreter/tests/fixtures/sample_no_frontmatter.afm.md b/langchain-interpreter/tests/fixtures/sample_no_frontmatter.afm.md
new file mode 100644
index 0000000..af7b26b
--- /dev/null
+++ b/langchain-interpreter/tests/fixtures/sample_no_frontmatter.afm.md
@@ -0,0 +1,5 @@
+# Role
+This is the role without frontmatter.
+
+# Instructions
+These are instructions without frontmatter.
diff --git a/langchain-interpreter/tests/fixtures/sample_webhook_agent.afm.md b/langchain-interpreter/tests/fixtures/sample_webhook_agent.afm.md
new file mode 100644
index 0000000..7277d3f
--- /dev/null
+++ b/langchain-interpreter/tests/fixtures/sample_webhook_agent.afm.md
@@ -0,0 +1,31 @@
+---
+spec_version: '0.3.0'
+name: "WebhookTestAgent"
+description: "A test agent for webhook AFM processing."
+author: "Copilot"
+version: "0.1.0"
+interfaces:
+ - type: webhook
+ prompt: "[${http:payload.event}] Process the following order event: ${http:payload}"
+ subscription:
+ protocol: "websub"
+ hub: "http://localhost:9193/websub/hub"
+ topic: "http://localhost:9193/events/orders"
+ callback: "http://localhost:8080/webhook"
+max_iterations: 5
+model:
+ provider: "openai"
+ url: "https://api.openai.com/v1/chat/completions"
+ authentication:
+ type: "bearer"
+ token: "mock-token"
+---
+
+# Role
+You are an order processing assistant that handles webhook events for e-commerce orders.
+
+# Instructions
+- Process incoming order events from the webhook
+- Extract relevant information from the event payload
+- Provide clear confirmation of the action taken
+- Log important details like order ID, customer information, and amounts
diff --git a/langchain-interpreter/tests/test_agent.py b/langchain-interpreter/tests/test_agent.py
new file mode 100644
index 0000000..c923c58
--- /dev/null
+++ b/langchain-interpreter/tests/test_agent.py
@@ -0,0 +1,138 @@
+# Copyright (c) 2025
+# Licensed under the Apache License, Version 2.0
+
+from unittest.mock import MagicMock, patch
+
+import pytest
+
+from afm.agent import Agent
+from afm.models import (
+ AFMRecord,
+ AgentMetadata,
+ Model,
+)
+
+
+@pytest.fixture
+def mock_chat_model() -> MagicMock:
+ from langchain_core.messages import AIMessage
+ from unittest.mock import AsyncMock
+
+ model = MagicMock()
+ model.invoke.return_value = AIMessage(content="Hello! I'm here to help.")
+ model.ainvoke = AsyncMock(
+ return_value=AIMessage(content="Hello! I'm here to help.")
+ )
+ return model
+
+
+@pytest.fixture
+def simple_afm() -> AFMRecord:
+ return AFMRecord(
+ metadata=AgentMetadata(
+ name="Test Agent",
+ description="A test agent",
+ ),
+ role="You are a helpful assistant.",
+ instructions="Be concise and helpful in your responses.",
+ )
+
+
+class TestAgentCreation:
+ def test_create_agent_with_mock_model(
+ self,
+ simple_afm: AFMRecord,
+ mock_chat_model: MagicMock,
+ ) -> None:
+ agent = Agent(simple_afm, model=mock_chat_model)
+ assert agent.name == "Test Agent"
+ assert agent.description == "A test agent"
+
+ def test_agent_name_defaults_when_not_set(
+ self,
+ mock_chat_model: MagicMock,
+ ) -> None:
+ afm = AFMRecord(
+ metadata=AgentMetadata(),
+ role="Test role",
+ instructions="Test instructions",
+ )
+ agent = Agent(afm, model=mock_chat_model)
+ assert agent.name == "AFM Agent"
+
+ def test_agent_description_can_be_none(
+ self,
+ mock_chat_model: MagicMock,
+ ) -> None:
+ afm = AFMRecord(
+ metadata=AgentMetadata(name="Test"),
+ role="Test role",
+ instructions="Test instructions",
+ )
+ agent = Agent(afm, model=mock_chat_model)
+ assert agent.description is None
+
+ def test_agent_stores_afm(
+ self,
+ simple_afm: AFMRecord,
+ mock_chat_model: MagicMock,
+ ) -> None:
+ agent = Agent(simple_afm, model=mock_chat_model)
+ assert agent.afm is simple_afm
+
+ def test_agent_max_iterations(
+ self,
+ mock_chat_model: MagicMock,
+ ) -> None:
+ afm = AFMRecord(
+ metadata=AgentMetadata(max_iterations=50),
+ role="Test role",
+ instructions="Test instructions",
+ )
+ agent = Agent(afm, model=mock_chat_model)
+ assert agent.max_iterations == 50
+
+
+class TestSystemPrompt:
+ def test_system_prompt_includes_role_and_instructions(
+ self,
+ simple_afm: AFMRecord,
+ mock_chat_model: MagicMock,
+ ) -> None:
+ agent = Agent(simple_afm, model=mock_chat_model)
+ prompt = agent.system_prompt
+ assert "# Role" in prompt
+ assert "You are a helpful assistant." in prompt
+ assert "# Instructions" in prompt
+ assert "Be concise and helpful" in prompt
+
+
+class TestModelProviderIntegration:
+ @patch("afm.agent.create_model_provider")
+ def test_creates_model_from_afm_config(
+ self,
+ mock_create_provider: MagicMock,
+ ) -> None:
+ mock_model = MagicMock()
+ mock_create_provider.return_value = mock_model
+
+ afm = AFMRecord(
+ metadata=AgentMetadata(
+ model=Model(provider="openai", name="gpt-4"),
+ ),
+ role="Test",
+ instructions="Test",
+ )
+
+ Agent(afm)
+
+ mock_create_provider.assert_called_once_with(afm.metadata.model)
+
+ def test_uses_provided_model(
+ self,
+ simple_afm: AFMRecord,
+ mock_chat_model: MagicMock,
+ ) -> None:
+ with patch("afm.agent.create_model_provider") as mock_create:
+ Agent(simple_afm, model=mock_chat_model)
+ mock_create.assert_not_called()
diff --git a/langchain-interpreter/tests/test_cli.py b/langchain-interpreter/tests/test_cli.py
new file mode 100644
index 0000000..d0a8195
--- /dev/null
+++ b/langchain-interpreter/tests/test_cli.py
@@ -0,0 +1,270 @@
+# Copyright (c) 2025
+# Licensed under the Apache License, Version 2.0
+
+from pathlib import Path
+from unittest.mock import AsyncMock, MagicMock, patch
+
+import pytest
+from click.testing import CliRunner
+
+from afm.agent import Agent
+from afm.cli import (
+ __cli_version__,
+ create_unified_app,
+ main,
+)
+from afm.models import (
+ Subscription,
+ WebChatInterface,
+ WebhookInterface,
+)
+from afm.parser import parse_afm_file
+
+
+@pytest.fixture
+def runner():
+ return CliRunner()
+
+
+class TestCLIBasics:
+ def test_version(self, runner: CliRunner):
+ result = runner.invoke(main, ["--version"])
+ assert result.exit_code == 0
+ assert __cli_version__ in result.output
+
+ def test_help(self, runner: CliRunner):
+ result = runner.invoke(main, ["--help"])
+ assert result.exit_code == 0
+ assert "Run an AFM agent from FILE" in result.output
+ assert "--port" in result.output
+ assert "--dry-run" in result.output
+ assert "--no-console" in result.output
+ assert "--verbose" in result.output
+
+ def test_missing_file_argument(self, runner: CliRunner):
+ result = runner.invoke(main, [])
+ assert result.exit_code != 0
+ assert "Missing argument" in result.output or "Usage:" in result.output
+
+ def test_nonexistent_file(self, runner: CliRunner):
+ result = runner.invoke(main, ["/nonexistent/path/agent.afm.md"])
+ assert result.exit_code != 0
+ assert (
+ "does not exist" in result.output.lower()
+ or "error" in result.output.lower()
+ )
+
+
+class TestDryRun:
+ def test_dry_run_valid_file(self, runner: CliRunner, sample_agent_path: Path):
+ result = runner.invoke(main, [str(sample_agent_path), "--dry-run"])
+ assert result.exit_code == 0
+ assert "validated successfully" in result.output.lower()
+ assert "TestAgent" in result.output
+
+ def test_dry_run_minimal_file(self, runner: CliRunner, sample_minimal_path: Path):
+ result = runner.invoke(main, [str(sample_minimal_path), "--dry-run"])
+ assert result.exit_code == 0
+ assert "validated successfully" in result.output.lower()
+
+ def test_dry_run_shows_interfaces(self, runner: CliRunner, sample_agent_path: Path):
+ result = runner.invoke(main, [str(sample_agent_path), "--dry-run"])
+ assert result.exit_code == 0
+ assert "Interfaces:" in result.output
+ assert "webchat" in result.output.lower()
+
+ def test_dry_run_shows_mcp_servers(
+ self, runner: CliRunner, sample_agent_path: Path
+ ):
+ result = runner.invoke(main, [str(sample_agent_path), "--dry-run"])
+ assert result.exit_code == 0
+ assert "MCP Servers:" in result.output
+ assert "TestServer" in result.output
+
+ def test_dry_run_invalid_file(self, runner: CliRunner, tmp_path: Path):
+ invalid_file = tmp_path / "invalid.afm.md"
+ invalid_file.write_text("""---
+invalid: yaml: with: colons: everywhere
+---
+# Role
+Test
+# Instructions
+Test
+""")
+
+ result = runner.invoke(main, [str(invalid_file), "--dry-run"])
+ assert result.exit_code != 0
+
+
+class TestCreateUnifiedApp:
+ def test_requires_at_least_one_interface(self, sample_minimal_path: Path):
+ afm = parse_afm_file(str(sample_minimal_path))
+
+ with patch.object(
+ afm.metadata, "model", MagicMock(provider="openai", name="gpt-4")
+ ):
+ with patch("afm.agent.create_model_provider") as mock_provider:
+ mock_provider.return_value = MagicMock()
+ agent = Agent(afm)
+
+ with pytest.raises(ValueError, match="At least one HTTP interface"):
+ create_unified_app(agent)
+
+ def test_creates_app_with_webchat(self, sample_agent_path: Path):
+ afm = parse_afm_file(str(sample_agent_path))
+
+ with patch("afm.agent.create_model_provider") as mock_provider:
+ mock_provider.return_value = MagicMock()
+
+ agent = Agent(afm)
+ webchat = WebChatInterface()
+
+ app = create_unified_app(agent, webchat_interface=webchat)
+
+ assert app is not None
+ assert app.title == agent.name
+
+ # Check routes exist
+ routes = [getattr(route, "path", None) for route in app.routes]
+ assert "/" in routes
+ assert "/health" in routes
+ assert "/chat" in routes # default webchat path
+
+ def test_creates_app_with_webhook(self, sample_minimal_path: Path):
+ afm = parse_afm_file(str(sample_minimal_path))
+
+ with patch("afm.agent.create_model_provider") as mock_provider:
+ mock_provider.return_value = MagicMock()
+
+ agent = Agent(afm)
+ webhook = WebhookInterface(
+ subscription=Subscription(
+ protocol="websub", hub="http://hub.example.com"
+ )
+ )
+
+ app = create_unified_app(agent, webhook_interface=webhook)
+
+ assert app is not None
+
+ routes = [getattr(route, "path", None) for route in app.routes]
+ assert "/" in routes
+ assert "/health" in routes
+ assert "/webhook" in routes # default webhook path
+
+ def test_creates_app_with_both_interfaces(self, sample_minimal_path: Path):
+ afm = parse_afm_file(str(sample_minimal_path))
+
+ with patch("afm.agent.create_model_provider") as mock_provider:
+ mock_provider.return_value = MagicMock()
+
+ agent = Agent(afm)
+ webchat = WebChatInterface()
+ webhook = WebhookInterface(
+ subscription=Subscription(
+ protocol="websub", hub="http://hub.example.com"
+ )
+ )
+
+ app = create_unified_app(
+ agent, webchat_interface=webchat, webhook_interface=webhook
+ )
+
+ routes = [getattr(route, "path", None) for route in app.routes]
+ assert "/chat" in routes
+ assert "/webhook" in routes
+
+
+class TestCLIIntegration:
+ @patch("afm.cli.uvicorn")
+ @patch("afm.cli.Agent")
+ def test_cli_starts_http_server_for_webchat(
+ self,
+ mock_agent_class: MagicMock,
+ mock_uvicorn: MagicMock,
+ runner: CliRunner,
+ sample_agent_path: Path,
+ ):
+ # Setup mocks
+ mock_agent = MagicMock()
+ mock_agent.name = "TestAgent"
+ mock_agent.description = "Test description"
+ mock_agent.afm.metadata.version = "0.1.0"
+ mock_agent.afm.metadata.tools = None
+ mock_agent_class.return_value = mock_agent
+
+ runner.invoke(main, [str(sample_agent_path), "--port", "9000"])
+
+ # Should have called uvicorn.run
+ assert mock_uvicorn.run.called or mock_uvicorn.Config.called
+
+ def test_verbose_flag(self, runner: CliRunner, sample_agent_path: Path):
+ result = runner.invoke(main, [str(sample_agent_path), "--dry-run", "--verbose"])
+ assert result.exit_code == 0
+
+
+class TestEdgeCases:
+ def test_invalid_port(self, runner: CliRunner, sample_agent_path: Path):
+ result = runner.invoke(main, [str(sample_agent_path), "--port", "invalid"])
+ assert result.exit_code != 0
+
+ def test_file_with_parse_error(self, runner: CliRunner, tmp_path: Path):
+ bad_file = tmp_path / "bad.afm.md"
+ bad_file.write_text(
+ """---
+invalid: yaml: content: here
+---
+# Role
+Test
+# Instructions
+Test
+"""
+ )
+ result = runner.invoke(main, [str(bad_file), "--dry-run"])
+ assert result.exit_code != 0
+
+
+class TestUnifiedAppLifespan:
+ @pytest.mark.asyncio
+ async def test_lifespan_cancels_subscription_task_on_shutdown(
+ self, sample_agent_path: Path
+ ):
+ import asyncio
+ from asgi_lifespan import LifespanManager
+
+ afm = parse_afm_file(str(sample_agent_path))
+
+ with patch("afm.agent.create_model_provider") as mock_provider:
+ mock_provider.return_value = MagicMock()
+ agent = Agent(afm)
+
+ webhook = WebhookInterface(
+ subscription=Subscription(
+ protocol="websub",
+ hub="http://hub.example.com",
+ topic="http://topic.example.com",
+ )
+ )
+
+ app = create_unified_app(agent, webhook_interface=webhook)
+
+ # Create an async function that blocks indefinitely (simulating a long retry sleep)
+ async def blocking_subscribe(*args, **kwargs) -> None:
+ await asyncio.sleep(3600)
+
+ # Patch subscribe_with_retry and agent methods to avoid real connections
+ with (
+ patch("afm.cli.subscribe_with_retry", blocking_subscribe),
+ patch.object(agent, "connect", new_callable=AsyncMock),
+ patch.object(agent, "disconnect", new_callable=AsyncMock),
+ ):
+ # Use LifespanManager to properly manage the async lifespan
+ async with LifespanManager(app):
+ task = app.state.subscription_task
+ assert not task.done()
+ # Let it start
+ await asyncio.sleep(0.01)
+
+ # After exiting the context, task should be cancelled
+ assert task.done()
+ assert task.cancelled()
diff --git a/langchain-interpreter/tests/test_console_chat.py b/langchain-interpreter/tests/test_console_chat.py
new file mode 100644
index 0000000..68b0a88
--- /dev/null
+++ b/langchain-interpreter/tests/test_console_chat.py
@@ -0,0 +1,149 @@
+# Copyright (c) 2025
+# Licensed under the Apache License, Version 2.0
+
+from __future__ import annotations
+
+from unittest.mock import AsyncMock, MagicMock
+
+import pytest
+from textual.containers import VerticalScroll
+from textual.widgets import Input, Static
+
+from afm.agent import Agent
+from afm.interfaces.console_chat import ChatApp
+
+
+@pytest.fixture
+def mock_agent() -> MagicMock:
+ agent = MagicMock(spec=Agent)
+ agent.name = "Test Agent"
+ agent.description = "A test agent for unit testing"
+ # Mock arun to yield control back to the event loop
+ agent.arun = AsyncMock(return_value="Hello! I'm the test agent.")
+ agent.clear_history = MagicMock()
+ return agent
+
+
+@pytest.mark.asyncio
+async def test_app_starts_with_welcome(mock_agent: MagicMock) -> None:
+ app = ChatApp(mock_agent)
+ async with app.run_test():
+ # Check welcome message
+ chat_log = app.query_one("#chat-log")
+ assert chat_log is not None
+
+ welcome_widget = chat_log.query_one(".system-message", Static)
+ assert "Welcome to chat with Test Agent" in str(welcome_widget.render())
+
+
+@pytest.mark.asyncio
+async def test_user_message_flow(mock_agent: MagicMock) -> None:
+ app = ChatApp(mock_agent)
+ async with app.run_test() as pilot:
+ # Type message
+ input_widget = app.query_one("#chat-input", Input)
+ input_widget.value = "Hello!"
+ await pilot.press("enter")
+
+ # Wait for worker to complete
+ await pilot.pause()
+
+ # Check user message
+ chat_log = app.query_one("#chat-log", VerticalScroll)
+ user_msgs = chat_log.query(".user-message")
+ assert len(user_msgs) == 1
+ assert "Hello!" in str(user_msgs[0].render())
+
+ # Check agent response
+ agent_msgs = chat_log.query(".agent-message")
+ assert len(agent_msgs) == 1
+ assert "Hello! I'm the test agent." in str(agent_msgs[0].render())
+
+ # Verify agent was called
+ mock_agent.arun.assert_called_once()
+
+
+@pytest.mark.asyncio
+async def test_help_command(mock_agent: MagicMock) -> None:
+ app = ChatApp(mock_agent)
+ async with app.run_test() as pilot:
+ input_widget = app.query_one("#chat-input", Input)
+ input_widget.value = "help"
+ await pilot.press("enter")
+
+ await pilot.pause()
+
+ # Check for help message
+ chat_log = app.query_one("#chat-log")
+ system_msgs = chat_log.query(".system-message")
+ # Should be welcome + help
+ assert len(system_msgs) >= 2
+ last_msg = system_msgs[-1]
+ assert "Available commands" in str(last_msg.render())
+
+
+@pytest.mark.asyncio
+async def test_clear_command(mock_agent: MagicMock) -> None:
+ app = ChatApp(mock_agent)
+ async with app.run_test() as pilot:
+ input_widget = app.query_one("#chat-input", Input)
+ input_widget.value = "clear"
+ await pilot.press("enter")
+
+ await pilot.pause()
+
+ # Check confirmation
+ chat_log = app.query_one("#chat-log")
+ system_msgs = chat_log.query(".system-message")
+ last_msg = system_msgs[-1]
+ assert "history cleared" in str(last_msg.render())
+
+ # Verify agent called
+ mock_agent.clear_history.assert_called_once()
+
+
+@pytest.mark.asyncio
+async def test_exit_command(mock_agent: MagicMock) -> None:
+ app = ChatApp(mock_agent)
+ async with app.run_test() as pilot:
+ input_widget = app.query_one("#chat-input", Input)
+ input_widget.value = "exit"
+ await pilot.press("enter")
+
+ # App should exit
+ await pilot.pause()
+ assert not app.is_running
+
+
+@pytest.mark.asyncio
+async def test_agent_error_display(mock_agent: MagicMock) -> None:
+ mock_agent.arun.side_effect = Exception("Test Error")
+
+ app = ChatApp(mock_agent)
+ async with app.run_test() as pilot:
+ input_widget = app.query_one("#chat-input", Input)
+ input_widget.value = "Hello"
+ await pilot.press("enter")
+
+ await pilot.pause()
+
+ # Check error message
+ errors = app.query(".error-message")
+ assert len(errors) == 1
+ assert "Test Error" in str(errors[0].render())
+
+
+@pytest.mark.asyncio
+async def test_json_response(mock_agent: MagicMock) -> None:
+ mock_agent.arun.return_value = {"foo": "bar"}
+
+ app = ChatApp(mock_agent)
+ async with app.run_test() as pilot:
+ input_widget = app.query_one("#chat-input", Input)
+ input_widget.value = "Hello"
+ await pilot.press("enter")
+
+ await pilot.pause()
+
+ agent_msgs = app.query(".agent-message")
+ assert '"foo": "bar"' in str(agent_msgs[0].render())
diff --git a/langchain-interpreter/tests/test_mcp.py b/langchain-interpreter/tests/test_mcp.py
new file mode 100644
index 0000000..60339f7
--- /dev/null
+++ b/langchain-interpreter/tests/test_mcp.py
@@ -0,0 +1,422 @@
+# Copyright (c) 2025
+# Licensed under the Apache License, Version 2.0
+
+from unittest.mock import AsyncMock, MagicMock, patch
+
+import httpx
+import pytest
+from langchain_core.tools import BaseTool
+
+from afm.exceptions import MCPConnectionError, MCPError
+from afm.models import (
+ AFMRecord,
+ AgentMetadata,
+ ClientAuthentication,
+ MCPServer,
+ ToolFilter,
+ Tools,
+ Transport,
+)
+from afm.tools.mcp import (
+ ApiKeyAuth,
+ BearerAuth,
+ MCPClient,
+ MCPManager,
+ build_httpx_auth,
+ filter_tools,
+)
+
+
+def make_mcp_server(
+ name: str = "test-server",
+ url: str = "http://localhost:8080/mcp",
+ auth_type: str | None = None,
+ tool_filter: ToolFilter | None = None,
+) -> MCPServer:
+ auth = None
+ if auth_type == "bearer":
+ auth = ClientAuthentication(type="bearer", token="test-token")
+ elif auth_type == "basic":
+ auth = ClientAuthentication(type="basic", username="user", password="pass")
+ elif auth_type == "api-key":
+ auth = ClientAuthentication(type="api-key", api_key="test-api-key")
+ elif auth_type == "oauth2":
+ auth = ClientAuthentication(type="oauth2")
+ elif auth_type == "jwt":
+ auth = ClientAuthentication(type="jwt")
+
+ return MCPServer(
+ name=name,
+ transport=Transport(type="http", url=url, authentication=auth),
+ tool_filter=tool_filter,
+ )
+
+
+def make_afm_with_mcp(servers: list[MCPServer]) -> AFMRecord:
+ return AFMRecord(
+ metadata=AgentMetadata(
+ name="Test Agent",
+ tools=Tools(mcp=servers),
+ ),
+ role="You are a helpful assistant.",
+ instructions="Help the user.",
+ )
+
+
+def make_mock_tool(name: str, description: str = "A test tool") -> MagicMock:
+ tool = MagicMock(spec=BaseTool)
+ tool.name = name
+ tool.description = description
+ from pydantic import BaseModel
+
+ class MockArgsSchema(BaseModel):
+ pass
+
+ tool.args_schema = MockArgsSchema
+ return tool
+
+
+class TestBuildHttpxAuth:
+ def test_none_auth_returns_none(self):
+ result = build_httpx_auth(None)
+ assert result is None
+
+ def test_bearer_auth_returns_bearer_auth_instance(self):
+ auth = ClientAuthentication(type="bearer", token="my-token")
+ result = build_httpx_auth(auth)
+ assert isinstance(result, BearerAuth)
+ assert result.token == "my-token"
+
+ def test_basic_auth_returns_httpx_basic_auth(self):
+ auth = ClientAuthentication(type="basic", username="user", password="pass")
+ result = build_httpx_auth(auth)
+ assert isinstance(result, httpx.BasicAuth)
+
+ def test_api_key_auth_returns_api_key_auth_instance(self):
+ auth = ClientAuthentication(type="api-key", api_key="my-api-key")
+ result = build_httpx_auth(auth)
+ assert isinstance(result, ApiKeyAuth)
+ assert result.api_key == "my-api-key"
+
+
+class TestFilterTools:
+ def test_no_filter_returns_all_tools(self):
+ tools = [make_mock_tool("tool1"), make_mock_tool("tool2")]
+ result = filter_tools(tools, None)
+ assert result == tools
+
+ def test_empty_filter_returns_all_tools(self):
+ tools = [make_mock_tool("tool1"), make_mock_tool("tool2")]
+ tool_filter = ToolFilter()
+ result = filter_tools(tools, tool_filter)
+ assert result == tools
+
+ def test_allow_only_returns_allowed_tools(self):
+ tools = [
+ make_mock_tool("tool1"),
+ make_mock_tool("tool2"),
+ make_mock_tool("tool3"),
+ ]
+ tool_filter = ToolFilter(allow=["tool1", "tool3"])
+ result = filter_tools(tools, tool_filter)
+ assert len(result) == 2
+ assert result[0].name == "tool1"
+ assert result[1].name == "tool3"
+
+ def test_deny_only_returns_all_except_denied(self):
+ tools = [
+ make_mock_tool("tool1"),
+ make_mock_tool("tool2"),
+ make_mock_tool("tool3"),
+ ]
+ tool_filter = ToolFilter(deny=["tool2"])
+ result = filter_tools(tools, tool_filter)
+ assert len(result) == 2
+ assert result[0].name == "tool1"
+ assert result[1].name == "tool3"
+
+ def test_allow_and_deny_returns_allowed_minus_denied(self):
+ tools = [
+ make_mock_tool("tool1"),
+ make_mock_tool("tool2"),
+ make_mock_tool("tool3"),
+ make_mock_tool("tool4"),
+ ]
+ tool_filter = ToolFilter(allow=["tool1", "tool2", "tool3"], deny=["tool2"])
+ result = filter_tools(tools, tool_filter)
+ assert len(result) == 2
+ assert result[0].name == "tool1"
+ assert result[1].name == "tool3"
+
+
+class TestMCPClient:
+ def test_from_mcp_server_creates_client(self):
+ server = make_mcp_server(name="test", url="http://localhost:8080/mcp")
+ client = MCPClient.from_mcp_server(server)
+
+ assert client.name == "test"
+ assert client.url == "http://localhost:8080/mcp"
+ assert client.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"
+
+ def test_from_mcp_server_with_tool_filter(self):
+ tool_filter = ToolFilter(allow=["tool1", "tool2"])
+ server = make_mcp_server(name="test", tool_filter=tool_filter)
+ client = MCPClient.from_mcp_server(server)
+
+ 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"),
+ )
+ # Manually override the type to simulate invalid transport
+ object.__setattr__(server.transport, "type", "stdio")
+
+ with pytest.raises(MCPError, match="Unsupported transport type"):
+ MCPClient.from_mcp_server(server)
+
+ @pytest.mark.asyncio
+ async def test_get_tools_calls_mcp_client(self):
+ client = MCPClient(
+ name="test-server",
+ url="http://localhost:8080/mcp",
+ )
+
+ mock_tools = [make_mock_tool("tool1"), make_mock_tool("tool2")]
+
+ with patch("afm.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) == 2
+ mock_instance.get_tools.assert_called_once_with(server_name="test-server")
+
+ @pytest.mark.asyncio
+ async def test_get_tools_applies_filtering(self):
+ tool_filter = ToolFilter(allow=["tool1"])
+ client = MCPClient(
+ name="test-server",
+ url="http://localhost:8080/mcp",
+ tool_filter=tool_filter,
+ )
+
+ mock_tools = [make_mock_tool("tool1"), make_mock_tool("tool2")]
+
+ with patch("afm.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 == "tool1"
+
+ @pytest.mark.asyncio
+ async def test_get_tools_connection_error_raises_mcp_error(self):
+ client = MCPClient(
+ name="test-server",
+ url="http://localhost:8080/mcp",
+ )
+
+ with patch("afm.tools.mcp.MultiServerMCPClient") as MockClient:
+ mock_instance = AsyncMock()
+ mock_instance.get_tools.side_effect = Exception("Connection refused")
+ MockClient.return_value = mock_instance
+
+ with pytest.raises(MCPConnectionError, match="Failed to connect"):
+ await client.get_tools()
+
+
+class TestMCPManager:
+ def test_from_afm_with_no_tools_returns_none(self):
+ afm = AFMRecord(
+ metadata=AgentMetadata(name="Test"),
+ role="Role",
+ instructions="Instructions",
+ )
+ manager = MCPManager.from_afm(afm)
+ assert manager is None
+
+ def test_from_afm_with_empty_mcp_returns_none(self):
+ afm = AFMRecord(
+ metadata=AgentMetadata(name="Test", tools=Tools(mcp=[])),
+ role="Role",
+ instructions="Instructions",
+ )
+ manager = MCPManager.from_afm(afm)
+ assert manager is None
+
+ def test_from_afm_with_mcp_servers_creates_manager(self):
+ servers = [
+ make_mcp_server(name="server1", url="http://localhost:8081/mcp"),
+ make_mcp_server(name="server2", url="http://localhost:8082/mcp"),
+ ]
+ afm = make_afm_with_mcp(servers)
+
+ manager = MCPManager.from_afm(afm)
+
+ assert manager is not None
+ assert len(manager._clients) == 2
+ assert manager.server_names == ["server1", "server2"]
+
+ def test_server_names_property(self):
+ servers = [
+ make_mcp_server(name="alpha"),
+ make_mcp_server(name="beta"),
+ ]
+ manager = MCPManager(servers)
+
+ assert manager.server_names == ["alpha", "beta"]
+
+ @pytest.mark.asyncio
+ async def test_get_tools_aggregates_from_all_clients(self):
+ servers = [
+ make_mcp_server(name="server1"),
+ make_mcp_server(name="server2"),
+ ]
+ manager = MCPManager(servers)
+
+ # Mock each client's get_tools
+ with (
+ patch.object(
+ manager._clients[0], "get_tools", return_value=[make_mock_tool("tool1")]
+ ),
+ patch.object(
+ manager._clients[1], "get_tools", return_value=[make_mock_tool("tool2")]
+ ),
+ ):
+ tools = await manager.get_tools()
+
+ assert len(tools) == 2
+ assert tools[0].name == "tool1"
+ assert tools[1].name == "tool2"
+
+ @pytest.mark.asyncio
+ async def test_get_tools_caches_result(self):
+ servers = [make_mcp_server(name="server1")]
+ manager = MCPManager(servers)
+
+ with patch.object(
+ manager._clients[0], "get_tools", return_value=[make_mock_tool("tool1")]
+ ) as mock_get:
+ # First call
+ tools1 = await manager.get_tools()
+ # Second call
+ tools2 = await manager.get_tools()
+
+ assert tools1 is tools2
+ mock_get.assert_called_once()
+
+ @pytest.mark.asyncio
+ async def test_get_tools_continues_on_single_server_failure(self):
+ servers = [
+ make_mcp_server(name="server1"),
+ make_mcp_server(name="server2"),
+ ]
+ manager = MCPManager(servers)
+
+ with (
+ patch.object(
+ manager._clients[0],
+ "get_tools",
+ side_effect=MCPConnectionError(
+ "Connection failed", server_name="server1"
+ ),
+ ),
+ patch.object(
+ manager._clients[1], "get_tools", return_value=[make_mock_tool("tool2")]
+ ),
+ ):
+ tools = await manager.get_tools()
+
+ assert len(tools) == 1
+ assert tools[0].name == "tool2"
+
+ @pytest.mark.asyncio
+ async def test_get_tools_raises_if_all_servers_fail(self):
+ servers = [
+ make_mcp_server(name="server1"),
+ make_mcp_server(name="server2"),
+ ]
+ manager = MCPManager(servers)
+
+ with (
+ patch.object(
+ manager._clients[0],
+ "get_tools",
+ side_effect=MCPConnectionError("Failed 1", server_name="server1"),
+ ),
+ patch.object(
+ manager._clients[1],
+ "get_tools",
+ side_effect=MCPConnectionError("Failed 2", server_name="server2"),
+ ),
+ ):
+ with pytest.raises(
+ MCPConnectionError, match="Failed to connect to any MCP server"
+ ):
+ await manager.get_tools()
+
+ def test_clear_cache_resets_tools(self):
+ manager = MCPManager([make_mcp_server(name="server1")])
+ manager._tools = [make_mock_tool("cached")]
+
+ manager.clear_cache()
+
+ assert manager._tools is None
+
+ @pytest.mark.asyncio
+ async def test_get_tools_partial_failure_not_cached(self):
+ servers = [
+ make_mcp_server(name="server1"),
+ make_mcp_server(name="server2"),
+ ]
+ manager = MCPManager(servers)
+
+ # First call: server1 succeeds, server2 fails
+ with (
+ patch.object(
+ manager._clients[0], "get_tools", return_value=[make_mock_tool("tool1")]
+ ),
+ patch.object(
+ manager._clients[1],
+ "get_tools",
+ side_effect=MCPConnectionError(
+ "Connection failed", server_name="server2"
+ ),
+ ),
+ ):
+ tools = await manager.get_tools()
+ assert len(tools) == 1
+ assert tools[0].name == "tool1"
+
+ # Second call: both succeed (server2 recovered)
+ with (
+ patch.object(
+ manager._clients[0], "get_tools", return_value=[make_mock_tool("tool1")]
+ ) as mock_get1_retry,
+ patch.object(
+ manager._clients[1], "get_tools", return_value=[make_mock_tool("tool2")]
+ ) as mock_get2_retry,
+ ):
+ tools = await manager.get_tools()
+ assert len(tools) == 2
+ assert tools[0].name == "tool1"
+ assert tools[1].name == "tool2"
+ mock_get1_retry.assert_called_once()
+ mock_get2_retry.assert_called_once()
diff --git a/langchain-interpreter/tests/test_parser.py b/langchain-interpreter/tests/test_parser.py
new file mode 100644
index 0000000..601c163
--- /dev/null
+++ b/langchain-interpreter/tests/test_parser.py
@@ -0,0 +1,248 @@
+# Copyright (c) 2025
+# Licensed under the Apache License, Version 2.0
+
+from pathlib import Path
+
+import pytest
+
+from afm.exceptions import AFMParseError, AFMValidationError
+from afm.models import ConsoleChatInterface, WebChatInterface, WebhookInterface
+from afm.parser import parse_afm, parse_afm_file
+
+
+class TestParseAfm:
+ def test_parse_full_agent(self, sample_agent_path: Path) -> None:
+ content = sample_agent_path.read_text()
+ result = parse_afm(content)
+
+ assert result.metadata.spec_version == "0.3.0"
+ assert result.metadata.name == "TestAgent"
+ assert result.metadata.description == "A test agent for AFM parsing."
+ assert result.metadata.authors == ["Maryam", "Copilot"]
+ assert result.metadata.version == "0.1.0"
+ assert result.metadata.icon_url == "https://example.com/icon.png"
+ assert result.metadata.license == "Apache-2.0"
+ assert result.metadata.max_iterations == 5
+
+ # Check interfaces
+ assert result.metadata.interfaces is not None
+ assert len(result.metadata.interfaces) == 1
+ interface = result.metadata.interfaces[0]
+ assert isinstance(interface, WebChatInterface)
+ assert interface.type == "webchat"
+
+ # Check signature
+ assert interface.signature.input.type == "object"
+ assert interface.signature.input.properties is not None
+ assert "user_prompt" in interface.signature.input.properties
+ assert interface.signature.input.required == ["user_prompt"]
+
+ # Check tools
+ assert result.metadata.tools is not None
+ assert result.metadata.tools.mcp is not None
+ assert len(result.metadata.tools.mcp) == 1
+ mcp_server = result.metadata.tools.mcp[0]
+ assert mcp_server.name == "TestServer"
+ 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"
+ assert mcp_server.tool_filter is not None
+ assert mcp_server.tool_filter.allow == ["tool1", "tool2"]
+
+ # Check role and instructions
+ assert (
+ result.role
+ == "This is a test role for the agent. It should be parsed correctly."
+ )
+ assert (
+ result.instructions
+ == "These are the instructions for the agent. They should also be parsed correctly."
+ )
+
+ def test_parse_consolechat_agent(self, sample_consolechat_path: Path) -> None:
+ content = sample_consolechat_path.read_text()
+ result = parse_afm(content)
+
+ assert result.metadata.name == "TestAgent"
+ assert result.metadata.author == "Copilot"
+
+ # Check interfaces
+ assert result.metadata.interfaces is not None
+ assert len(result.metadata.interfaces) == 1
+ interface = result.metadata.interfaces[0]
+ assert isinstance(interface, ConsoleChatInterface)
+ assert interface.type == "consolechat"
+
+ # Check model
+ assert result.metadata.model is not None
+ assert result.metadata.model.provider == "openai"
+ assert result.metadata.model.name == "gpt-4"
+ assert result.metadata.model.authentication is not None
+ assert result.metadata.model.authentication.type == "bearer"
+ assert result.metadata.model.authentication.token == "mock-token"
+
+ def test_parse_webhook_agent(self, sample_webhook_path: Path) -> None:
+ content = sample_webhook_path.read_text()
+ result = parse_afm(content)
+
+ assert result.metadata.name == "WebhookTestAgent"
+
+ # Check interfaces
+ assert result.metadata.interfaces is not None
+ assert len(result.metadata.interfaces) == 1
+ interface = result.metadata.interfaces[0]
+ assert isinstance(interface, WebhookInterface)
+ assert interface.type == "webhook"
+ assert interface.prompt is not None
+ assert "${http:payload.event}" in interface.prompt
+ assert "${http:payload}" in interface.prompt
+
+ # Check subscription
+ assert interface.subscription.protocol == "websub"
+ assert interface.subscription.hub == "http://localhost:9193/websub/hub"
+
+ def test_parse_minimal_agent(self, sample_minimal_path: Path) -> None:
+ content = sample_minimal_path.read_text()
+ result = parse_afm(content)
+
+ assert result.metadata.spec_version == "0.3.0"
+ assert result.role == "Agent role here."
+ assert result.instructions == "Agent instructions here."
+
+ def test_parse_no_frontmatter(self, sample_no_frontmatter_path: Path) -> None:
+ content = sample_no_frontmatter_path.read_text()
+ result = parse_afm(content)
+
+ # Should have empty metadata
+ assert result.metadata.spec_version is None
+ assert result.metadata.name is None
+
+ # Should have role and instructions
+ assert result.role == "This is the role without frontmatter."
+ assert result.instructions == "These are instructions without frontmatter."
+
+ def test_parse_unclosed_frontmatter(self) -> None:
+ content = """---
+spec_version: "0.3.0"
+
+# Role
+The role.
+"""
+ with pytest.raises(AFMParseError) as exc_info:
+ parse_afm(content)
+ assert "Unclosed frontmatter" in str(exc_info.value)
+
+ def test_parse_invalid_yaml(self) -> None:
+ content = """---
+spec_version: "0.3.0"
+invalid: [unclosed
+---
+
+# Role
+Role.
+
+# Instructions
+Instructions.
+"""
+ with pytest.raises(AFMParseError) as exc_info:
+ parse_afm(content)
+ assert "Invalid YAML" in str(exc_info.value)
+
+ def test_parse_invalid_field_type(self) -> None:
+ content = """---
+spec_version: "0.3.0"
+max_iterations: "not a number"
+---
+
+# Role
+Role.
+
+# Instructions
+Instructions.
+"""
+ with pytest.raises(AFMValidationError):
+ parse_afm(content)
+
+ def test_parse_multiline_role_and_instructions(self) -> None:
+ content = """---
+spec_version: "0.3.0"
+---
+
+# Role
+Line 1 of role.
+Line 2 of role.
+Line 3 of role.
+
+# Instructions
+Line 1 of instructions.
+Line 2 of instructions.
+"""
+ result = parse_afm(content)
+ assert "Line 1 of role." in result.role
+ assert "Line 2 of role." in result.role
+ assert "Line 3 of role." in result.role
+ assert "Line 1 of instructions." in result.instructions
+ assert "Line 2 of instructions." in result.instructions
+
+ def test_role_heading_exact_match_only(self) -> None:
+ content = """---
+spec_version: "0.3.0"
+---
+
+# Roleplay
+This should NOT be parsed as role.
+
+# Role
+This is the actual role.
+
+# Instructions
+These are instructions.
+"""
+ result = parse_afm(content)
+ assert "Roleplay" not in result.role
+ assert "This should NOT be parsed as role." not in result.role
+ assert result.role == "This is the actual role."
+
+ def test_instructions_heading_exact_match_only(self) -> None:
+ content = """---
+spec_version: "0.3.0"
+---
+
+# Role
+This is the role.
+
+# Instructions for developers
+This should NOT be parsed as instructions.
+
+# Instructions
+These are the actual instructions.
+"""
+ result = parse_afm(content)
+ assert "for developers" not in result.instructions
+ assert "This should NOT be parsed as instructions." not in result.instructions
+ assert result.instructions == "These are the actual instructions."
+
+ def test_case_insensitive_headings(self) -> None:
+ content = """---
+spec_version: "0.3.0"
+---
+
+# ROLE
+This is the role.
+
+# INSTRUCTIONS
+These are the instructions.
+"""
+ result = parse_afm(content)
+ assert result.role == "This is the role."
+ assert result.instructions == "These are the instructions."
+
+
+class TestParseAfmFile:
+ def test_parse_file(self, sample_agent_path: Path) -> None:
+ result = parse_afm_file(sample_agent_path)
+ assert result.metadata.name == "TestAgent"
+
+ def test_parse_nonexistent_file(self) -> None:
+ with pytest.raises(FileNotFoundError):
+ parse_afm_file("/nonexistent/path/agent.afm.md")
diff --git a/langchain-interpreter/tests/test_variables.py b/langchain-interpreter/tests/test_variables.py
new file mode 100644
index 0000000..37c8ff2
--- /dev/null
+++ b/langchain-interpreter/tests/test_variables.py
@@ -0,0 +1,44 @@
+# Copyright (c) 2025
+# Licensed under the Apache License, Version 2.0
+
+import pytest
+import os
+from afm.variables import resolve_variables
+from afm.exceptions import VariableResolutionError
+
+
+class TestResolveVariables:
+ def test_returns_plain_string(self) -> None:
+ content = "This is a plain string"
+ assert resolve_variables(content) == content
+
+ def test_resolves_env_variable(self, monkeypatch) -> None:
+ monkeypatch.setenv("TEST_VAR", "resolved-value")
+ assert resolve_variables("Value: ${env:TEST_VAR}") == "Value: resolved-value"
+
+ def test_resolves_env_variable_without_prefix(self, monkeypatch) -> None:
+ monkeypatch.setenv("TEST_VAR", "resolved-value")
+ assert resolve_variables("Value: ${TEST_VAR}") == "Value: resolved-value"
+
+ def test_raises_error_for_missing_env_variable(self) -> None:
+ with pytest.raises(VariableResolutionError) as exc_info:
+ resolve_variables("${env:NONEXISTENT_VAR_12345}")
+ assert "NONEXISTENT_VAR_12345" in str(exc_info.value)
+
+ def test_raises_error_for_unsupported_prefix(self) -> None:
+ with pytest.raises(VariableResolutionError) as exc_info:
+ resolve_variables("${unsupported:VAR}")
+ assert "unsupported" in str(exc_info.value)
+
+ def test_skips_commented_variables(self) -> None:
+ content = "# ${env:TEST_VAR}\nActual: ${env:TEST_VAR}"
+ os.environ["TEST_VAR"] = "value"
+ # The first one should remain as is if it's detected as a comment line
+ # Note: Current implementation of resolve_variables has some basic comment skipping
+ result = resolve_variables(content)
+ assert "# ${env:TEST_VAR}" in result
+ assert "Actual: value" in result
+
+ def test_skips_http_variables(self) -> None:
+ content = "Payload: ${http:payload.name}"
+ assert resolve_variables(content) == content
diff --git a/langchain-interpreter/tests/test_web_chat.py b/langchain-interpreter/tests/test_web_chat.py
new file mode 100644
index 0000000..4fd243c
--- /dev/null
+++ b/langchain-interpreter/tests/test_web_chat.py
@@ -0,0 +1,214 @@
+# Copyright (c) 2025
+# Licensed under the Apache License, Version 2.0
+
+from __future__ import annotations
+
+from unittest.mock import MagicMock
+
+import pytest
+from fastapi.testclient import TestClient
+
+from afm.agent import Agent
+from afm.interfaces.web_chat import create_webchat_app
+from afm.models import JSONSchema, Signature
+
+
+@pytest.fixture
+def mock_agent() -> MagicMock:
+ agent = MagicMock(spec=Agent)
+ agent.name = "Test Agent"
+ agent.description = "A test agent for unit testing"
+ agent.afm = MagicMock()
+ agent.afm.metadata = MagicMock()
+ agent.afm.metadata.version = "1.0.0"
+ agent.afm.metadata.icon_url = None
+ agent.afm.metadata.interfaces = None
+
+ # Default string signature
+ agent.signature = Signature(
+ input=JSONSchema(type="string"),
+ output=JSONSchema(type="string"),
+ )
+
+ # Mock async run
+ async def mock_arun(input_data: str, session_id: str = "default") -> str:
+ return f"Response to: {input_data}"
+
+ agent.arun = mock_arun
+ return agent
+
+
+@pytest.fixture
+def mock_agent_with_object_output() -> MagicMock:
+ agent = MagicMock(spec=Agent)
+ agent.name = "Object Output Agent"
+ agent.description = "Returns structured data"
+ agent.afm = MagicMock()
+ agent.afm.metadata = MagicMock()
+ agent.afm.metadata.version = "1.0.0"
+ agent.afm.metadata.icon_url = None
+ agent.afm.metadata.interfaces = None
+
+ # Object output signature
+ agent.signature = Signature(
+ input=JSONSchema(type="string"),
+ output=JSONSchema(
+ type="object",
+ properties={
+ "response": JSONSchema(type="string"),
+ "confidence": JSONSchema(type="number"),
+ },
+ ),
+ )
+
+ # Mock async run returning dict
+ async def mock_arun(input_data: str, session_id: str = "default") -> dict:
+ return {"response": f"Response to: {input_data}", "confidence": 0.95}
+
+ agent.arun = mock_arun
+ return agent
+
+
+class TestStringChat:
+ def test_chat_endpoint_responds(self, mock_agent: MagicMock) -> None:
+ app = create_webchat_app(mock_agent)
+ client = TestClient(app)
+
+ response = client.post(
+ "/chat",
+ json="Hello!",
+ )
+
+ assert response.status_code == 200
+ assert response.text == "Response to: Hello!"
+
+ def test_chat_uses_session_id_header(self, mock_agent: MagicMock) -> None:
+ app = create_webchat_app(mock_agent)
+ client = TestClient(app)
+
+ # Track session IDs
+ sessions_used: list[str] = []
+
+ async def tracking_arun(input_data: str, session_id: str = "default") -> str:
+ sessions_used.append(session_id)
+ return f"Response: {input_data}"
+
+ mock_agent.arun = tracking_arun
+
+ # First request without session
+ client.post(
+ "/chat",
+ content="msg1",
+ headers={"Content-Type": "text/plain"},
+ )
+
+ # Second request with session
+ client.post(
+ "/chat",
+ content="msg2",
+ headers={"X-Session-Id": "my-session-123"},
+ )
+
+ assert sessions_used[0] == "default"
+ assert sessions_used[1] == "my-session-123"
+
+ def test_chat_empty_message_returns_400(self, mock_agent: MagicMock) -> None:
+ app = create_webchat_app(mock_agent)
+ client = TestClient(app)
+
+ response = client.post(
+ "/chat",
+ content=" ",
+ headers={"Content-Type": "text/plain"},
+ )
+
+ assert response.status_code == 400
+
+ def test_chat_invalid_json_returns_400(self, mock_agent: MagicMock) -> None:
+ app = create_webchat_app(mock_agent)
+ client = TestClient(app)
+
+ response = client.post(
+ "/chat",
+ content="not json",
+ headers={"Content-Type": "application/json"},
+ )
+
+ assert response.status_code == 400
+
+ def test_chat_json_string_accepted(self, mock_agent: MagicMock) -> None:
+ app = create_webchat_app(mock_agent)
+ client = TestClient(app)
+
+ response = client.post(
+ "/chat",
+ json="Hello!",
+ )
+
+ assert response.status_code == 200
+ assert response.text == "Response to: Hello!"
+
+ def test_chat_json_object_rejected(self, mock_agent: MagicMock) -> None:
+ app = create_webchat_app(mock_agent)
+ client = TestClient(app)
+
+ response = client.post(
+ "/chat",
+ json={"message": "Hello!"},
+ )
+
+ assert response.status_code == 400
+
+ def test_chat_agent_error_returns_500(self, mock_agent: MagicMock) -> None:
+ app = create_webchat_app(mock_agent)
+ client = TestClient(app)
+
+ async def failing_arun(input_data: str, session_id: str = "default") -> str:
+ raise Exception("Agent failed")
+
+ mock_agent.arun = failing_arun
+
+ response = client.post(
+ "/chat",
+ json="Hello!",
+ )
+
+ assert response.status_code == 500
+ data = response.json()
+ assert data["detail"] == "Internal server error"
+
+
+class TestObjectOutputChat:
+ def test_object_output_returned(
+ self, mock_agent_with_object_output: MagicMock
+ ) -> None:
+ app = create_webchat_app(mock_agent_with_object_output)
+ client = TestClient(app)
+
+ response = client.post(
+ "/chat",
+ json="Hello!",
+ )
+
+ assert response.status_code == 200
+ data = response.json()
+ assert data["response"] == "Response to: Hello!"
+ assert data["confidence"] == 0.95
+
+
+class TestObjectInputChat:
+ def test_object_input_rejects_text_plain(self, mock_agent: MagicMock) -> None:
+ mock_agent.signature = Signature(
+ input=JSONSchema(type="object"),
+ output=JSONSchema(type="string"),
+ )
+ app = create_webchat_app(mock_agent)
+ client = TestClient(app)
+
+ response = client.post(
+ "/chat",
+ content="Hello!",
+ headers={"Content-Type": "text/plain"},
+ )
+
+ assert response.status_code == 400
diff --git a/langchain-interpreter/tests/test_webhook.py b/langchain-interpreter/tests/test_webhook.py
new file mode 100644
index 0000000..22726fd
--- /dev/null
+++ b/langchain-interpreter/tests/test_webhook.py
@@ -0,0 +1,414 @@
+# Copyright (c) 2025
+# Licensed under the Apache License, Version 2.0
+
+from __future__ import annotations
+
+import hashlib
+import hmac
+import json
+from unittest.mock import MagicMock
+
+import pytest
+from fastapi.testclient import TestClient
+
+from afm.agent import Agent
+from afm.interfaces.webhook import (
+ WebSubSubscriber,
+ create_webhook_app,
+ verify_webhook_signature,
+)
+from afm.models import (
+ Exposure,
+ HTTPExposure,
+ JSONSchema,
+ Signature,
+ Subscription,
+ WebhookInterface,
+)
+
+
+@pytest.fixture
+def mock_webhook_agent() -> MagicMock:
+ agent = MagicMock(spec=Agent)
+ agent.name = "Webhook Test Agent"
+ agent.description = "A test agent for webhook testing"
+ agent.afm = MagicMock()
+ agent.afm.metadata = MagicMock()
+ agent.afm.metadata.version = "1.0.0"
+
+ # Configure webhook interface
+ interface = WebhookInterface(
+ type="webhook",
+ prompt="Received event: ${http:payload.event} from ${http:header.User-Agent}",
+ signature=Signature(
+ input=JSONSchema(type="object"),
+ output=JSONSchema(type="string"),
+ ),
+ subscription=Subscription(
+ protocol="websub",
+ hub="https://hub.example.com",
+ topic="https://example.com/events",
+ secret="test-secret-123",
+ ),
+ exposure=Exposure(http=HTTPExposure(path="/webhook")),
+ )
+ agent.afm.metadata.interfaces = [interface]
+
+ # Mock async run
+ async def mock_arun(input_data: str, session_id: str = "default") -> str:
+ return f"Processed: {input_data[:50]}..."
+
+ agent.arun = mock_arun
+ return agent
+
+
+@pytest.fixture
+def mock_webhook_agent_no_template() -> MagicMock:
+ agent = MagicMock(spec=Agent)
+ agent.name = "No Template Agent"
+ agent.description = "Agent without prompt template"
+ agent.afm = MagicMock()
+ agent.afm.metadata = MagicMock()
+ agent.afm.metadata.version = "1.0.0"
+
+ # Configure webhook interface without prompt
+ interface = WebhookInterface(
+ type="webhook",
+ prompt=None,
+ signature=Signature(
+ input=JSONSchema(type="object"),
+ output=JSONSchema(type="string"),
+ ),
+ subscription=Subscription(
+ protocol="websub",
+ ),
+ exposure=Exposure(http=HTTPExposure(path="/webhook")),
+ )
+ agent.afm.metadata.interfaces = [interface]
+
+ async def mock_arun(input_data: str, session_id: str = "default") -> str:
+ return f"Raw payload: {input_data[:30]}..."
+
+ agent.arun = mock_arun
+ return agent
+
+
+@pytest.fixture
+def mock_webhook_agent_no_secret() -> MagicMock:
+ agent = MagicMock(spec=Agent)
+ agent.name = "No Secret Agent"
+ agent.description = "Agent without webhook secret"
+ agent.afm = MagicMock()
+ agent.afm.metadata = MagicMock()
+ agent.afm.metadata.version = "1.0.0"
+
+ interface = WebhookInterface(
+ type="webhook",
+ prompt="Event: ${http:payload.type}",
+ signature=Signature(
+ input=JSONSchema(type="object"),
+ output=JSONSchema(type="string"),
+ ),
+ subscription=Subscription(
+ protocol="websub",
+ secret=None,
+ ),
+ exposure=Exposure(http=HTTPExposure(path="/webhook")),
+ )
+ agent.afm.metadata.interfaces = [interface]
+
+ async def mock_arun(input_data: str, session_id: str = "default") -> str:
+ return f"Processed: {input_data}"
+
+ agent.arun = mock_arun
+ return agent
+
+
+class TestVerifyWebhookSignature:
+ def test_valid_sha256_signature(self) -> None:
+ body = b'{"event": "test"}'
+ secret = "my-secret"
+ expected_sig = hmac.new(secret.encode(), body, hashlib.sha256).hexdigest()
+
+ result = verify_webhook_signature(
+ body=body,
+ signature_header=f"sha256={expected_sig}",
+ secret=secret,
+ )
+
+ assert result is True
+
+ def test_valid_signature_without_prefix(self) -> None:
+ body = b'{"event": "test"}'
+ secret = "my-secret"
+ expected_sig = hmac.new(secret.encode(), body, hashlib.sha256).hexdigest()
+
+ result = verify_webhook_signature(
+ body=body,
+ signature_header=expected_sig,
+ secret=secret,
+ )
+
+ assert result is True
+
+ def test_invalid_signature(self) -> None:
+ body = b'{"event": "test"}'
+ secret = "my-secret"
+
+ result = verify_webhook_signature(
+ body=body,
+ signature_header="sha256=invalid-signature",
+ secret=secret,
+ )
+
+ assert result is False
+
+ def test_missing_signature_header(self) -> None:
+ body = b'{"event": "test"}'
+ secret = "my-secret"
+
+ result = verify_webhook_signature(
+ body=body,
+ signature_header=None,
+ secret=secret,
+ )
+
+ assert result is False
+
+ def test_sha1_signature(self) -> None:
+ body = b'{"event": "test"}'
+ secret = "my-secret"
+ expected_sig = hmac.new(secret.encode(), body, hashlib.sha1).hexdigest()
+
+ result = verify_webhook_signature(
+ body=body,
+ signature_header=f"sha1={expected_sig}",
+ secret=secret,
+ algorithm="sha1",
+ )
+
+ assert result is True
+
+
+class TestCreateWebhookApp:
+ def test_creates_fastapi_app(self, mock_webhook_agent: MagicMock) -> None:
+ app = create_webhook_app(mock_webhook_agent, auto_subscribe=False)
+
+ assert app is not None
+ assert "Webhook" in app.title
+
+ def test_health_endpoint(self, mock_webhook_agent: MagicMock) -> None:
+ app = create_webhook_app(mock_webhook_agent, auto_subscribe=False)
+ client = TestClient(app)
+
+ response = client.get("/health")
+
+ assert response.status_code == 200
+ assert response.json()["status"] == "ok"
+
+ def test_webhook_processes_payload(self, mock_webhook_agent: MagicMock) -> None:
+ app = create_webhook_app(
+ mock_webhook_agent,
+ auto_subscribe=False,
+ verify_signatures=False,
+ )
+ client = TestClient(app)
+
+ response = client.post(
+ "/webhook",
+ json={"event": "test_event", "data": "test_data"},
+ headers={"User-Agent": "TestClient/1.0"},
+ )
+
+ assert response.status_code == 200
+ data = response.json()
+ assert "result" in data
+ # The template should have substituted the values
+ assert "Processed:" in data["result"]
+
+ def test_webhook_with_signature_verification(
+ self, mock_webhook_agent: MagicMock
+ ) -> None:
+ app = create_webhook_app(
+ mock_webhook_agent,
+ auto_subscribe=False,
+ verify_signatures=True,
+ )
+ client = TestClient(app)
+
+ payload = {"event": "test_event"}
+ body = json.dumps(payload).encode()
+ secret = "test-secret-123"
+ signature = hmac.new(secret.encode(), body, hashlib.sha256).hexdigest()
+
+ response = client.post(
+ "/webhook",
+ content=body,
+ headers={
+ "Content-Type": "application/json",
+ "X-Hub-Signature-256": f"sha256={signature}",
+ "User-Agent": "TestClient/1.0",
+ },
+ )
+
+ assert response.status_code == 200
+
+ def test_webhook_rejects_invalid_signature(
+ self, mock_webhook_agent: MagicMock
+ ) -> None:
+ app = create_webhook_app(
+ mock_webhook_agent,
+ auto_subscribe=False,
+ verify_signatures=True,
+ )
+ client = TestClient(app)
+
+ response = client.post(
+ "/webhook",
+ json={"event": "test_event"},
+ headers={"X-Hub-Signature-256": "sha256=invalid"},
+ )
+
+ assert response.status_code == 401
+ assert "Invalid signature" in response.json()["detail"]
+
+ def test_webhook_without_template_uses_raw_payload(
+ self, mock_webhook_agent_no_template: MagicMock
+ ) -> None:
+ app = create_webhook_app(
+ mock_webhook_agent_no_template,
+ auto_subscribe=False,
+ verify_signatures=False,
+ )
+ client = TestClient(app)
+
+ response = client.post(
+ "/webhook",
+ json={"type": "notification", "message": "Hello"},
+ )
+
+ assert response.status_code == 200
+ data = response.json()
+ assert "Raw payload:" in data["result"]
+
+ def test_webhook_invalid_json_returns_400(
+ self, mock_webhook_agent: MagicMock
+ ) -> None:
+ app = create_webhook_app(
+ mock_webhook_agent,
+ auto_subscribe=False,
+ verify_signatures=False,
+ )
+ client = TestClient(app)
+
+ response = client.post(
+ "/webhook",
+ content=b"not json",
+ headers={"Content-Type": "application/json"},
+ )
+
+ assert response.status_code == 400
+ assert "Invalid JSON" in response.json()["detail"]
+
+ def test_webhook_agent_error_returns_500(
+ self, mock_webhook_agent: MagicMock
+ ) -> None:
+
+ async def failing_arun(input_data: str, session_id: str = "default") -> str:
+ raise Exception("Agent failed")
+
+ mock_webhook_agent.arun = failing_arun
+
+ app = create_webhook_app(
+ mock_webhook_agent,
+ auto_subscribe=False,
+ verify_signatures=False,
+ )
+ client = TestClient(app)
+
+ response = client.post(
+ "/webhook",
+ json={"event": "test"},
+ )
+
+ assert response.status_code == 500
+ assert "Internal server error" in response.json()["detail"]
+
+
+class TestWebSubVerification:
+ def test_websub_verification_returns_challenge(
+ self, mock_webhook_agent: MagicMock
+ ) -> None:
+ app = create_webhook_app(
+ mock_webhook_agent,
+ auto_subscribe=False,
+ )
+ # Manually set up subscriber for testing
+ app.state.websub_subscriber = WebSubSubscriber(
+ hub="https://hub.example.com",
+ topic="https://example.com/events",
+ callback="http://localhost/webhook",
+ )
+
+ client = TestClient(app)
+
+ response = client.get(
+ "/webhook",
+ params={
+ "hub.mode": "subscribe",
+ "hub.topic": "https://example.com/events",
+ "hub.challenge": "test-challenge-abc",
+ },
+ )
+
+ assert response.status_code == 200
+ assert response.text == "test-challenge-abc"
+
+ def test_websub_verification_fails_wrong_topic(
+ self, mock_webhook_agent: MagicMock
+ ) -> None:
+ app = create_webhook_app(
+ mock_webhook_agent,
+ auto_subscribe=False,
+ )
+ app.state.websub_subscriber = WebSubSubscriber(
+ hub="https://hub.example.com",
+ topic="https://example.com/events",
+ callback="http://localhost/webhook",
+ )
+
+ client = TestClient(app)
+
+ response = client.get(
+ "/webhook",
+ params={
+ "hub.mode": "subscribe",
+ "hub.topic": "https://example.com/wrong-topic",
+ "hub.challenge": "test-challenge",
+ },
+ )
+
+ assert response.status_code == 404
+
+ def test_websub_verification_no_subscriber(
+ self, mock_webhook_agent_no_secret: MagicMock
+ ) -> None:
+ app = create_webhook_app(
+ mock_webhook_agent_no_secret,
+ auto_subscribe=False,
+ )
+ # Don't set up subscriber
+ app.state.websub_subscriber = None
+
+ client = TestClient(app)
+
+ response = client.get(
+ "/webhook",
+ params={
+ "hub.mode": "subscribe",
+ "hub.topic": "https://example.com/topic",
+ "hub.challenge": "test-challenge",
+ },
+ )
+
+ assert response.status_code == 404
diff --git a/langchain-interpreter/uv.lock b/langchain-interpreter/uv.lock
new file mode 100644
index 0000000..dba92f9
--- /dev/null
+++ b/langchain-interpreter/uv.lock
@@ -0,0 +1,2869 @@
+version = 1
+revision = 3
+requires-python = ">=3.11"
+
+[manifest]
+constraints = [
+ { name = "jaraco-context", specifier = ">=6.0.0" },
+ { name = "wheel", specifier = ">=0.46.0" },
+]
+
+[[package]]
+name = "afm"
+version = "0.1.1"
+source = { editable = "." }
+dependencies = [
+ { name = "click" },
+ { name = "fastapi" },
+ { name = "httpx" },
+ { name = "jsonschema" },
+ { name = "langchain" },
+ { name = "langchain-anthropic" },
+ { name = "langchain-mcp-adapters" },
+ { name = "langchain-openai" },
+ { name = "mcp" },
+ { name = "pydantic" },
+ { name = "pyyaml" },
+ { name = "textual" },
+ { name = "uvicorn" },
+]
+
+[package.dev-dependencies]
+dev = [
+ { name = "asgi-lifespan" },
+ { name = "pytest" },
+ { name = "pytest-asyncio" },
+ { name = "pytest-cov" },
+ { name = "ruff" },
+ { name = "textual-dev" },
+ { name = "ty" },
+]
+
+[package.metadata]
+requires-dist = [
+ { name = "click", specifier = ">=8.0.0" },
+ { name = "fastapi", specifier = ">=0.128.1" },
+ { name = "httpx", specifier = ">=0.28.1" },
+ { name = "jsonschema", specifier = ">=4.26.0" },
+ { name = "langchain", specifier = ">=1.2.8" },
+ { name = "langchain-anthropic", specifier = ">=1.3.1" },
+ { name = "langchain-mcp-adapters", specifier = ">=0.2.1" },
+ { name = "langchain-openai", specifier = ">=1.1.7" },
+ { name = "mcp", specifier = ">=1.26.0" },
+ { name = "pydantic", specifier = ">=2.0" },
+ { name = "pyyaml", specifier = ">=6.0" },
+ { name = "textual", specifier = ">=2.1.0" },
+ { name = "uvicorn", specifier = ">=0.40.0" },
+]
+
+[package.metadata.requires-dev]
+dev = [
+ { name = "asgi-lifespan", specifier = ">=2.1.0" },
+ { name = "pytest", specifier = ">=8.0" },
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+ { name = "pytest-cov", specifier = ">=7.0.0" },
+ { name = "ruff", specifier = ">=0.15.0" },
+ { name = "textual-dev", specifier = ">=1.7.0" },
+ { name = "ty", specifier = ">=0.0.15" },
+]
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