From 1edfa0e2b17236127274e723e45237446f226d93 Mon Sep 17 00:00:00 2001 From: Jason Tsay Date: Wed, 22 Oct 2025 16:46:19 -0400 Subject: [PATCH 1/2] Add ALTK JSON Processing native plugin Signed-off-by: Jason Tsay --- plugins/altk_json_processor/README.md | 47 + plugins/altk_json_processor/__init__.py | 8 + plugins/altk_json_processor/json_processor.py | 131 ++ .../altk_json_processor/plugin-manifest.yaml | 6 + plugins/config.yaml | 30 + pyproject.toml | 7 +- uv.lock | 2011 ++++++++++++++++- 7 files changed, 2135 insertions(+), 105 deletions(-) create mode 100644 plugins/altk_json_processor/README.md create mode 100644 plugins/altk_json_processor/__init__.py create mode 100644 plugins/altk_json_processor/json_processor.py create mode 100644 plugins/altk_json_processor/plugin-manifest.yaml diff --git a/plugins/altk_json_processor/README.md b/plugins/altk_json_processor/README.md new file mode 100644 index 000000000..9224ae873 --- /dev/null +++ b/plugins/altk_json_processor/README.md @@ -0,0 +1,47 @@ +# ALTKJsonProcessor for Context Forge MCP Gateway + +> Author: Jason Tsay +> Version: 0.1.0 + +Uses JSON Processor from ALTK to extract data from long JSON responses. See the [ALTK](https://altk.ai/) and the [JSON Processor component in the ALTK repo](https://github.com/AgentToolkit/agent-lifecycle-toolkit/tree/main/altk/post_tool/code_generation) for more details on how the component works. + +## Hooks +- `tool_post_invoke` - Detects long JSON responses and processes as necessary + +## Installation + +1. Copy .env.example .env +2. Enable plugins in `.env` +3. Enable the "ALTKJsonProcessor" plugin in `plugins/config.yaml`. +4. Install the optional dependency `altk` (i.e. `pip install mcp-context-forge[altk]`) + +## Configuration + +```yaml + - name: "ALTKJsonProcessor" + kind: "plugins.altk_json_processor.json_processor.ALTKJsonProcessor" + description: "Uses JSON Processor from ALTK to extract data from long JSON responses" + hooks: ["tool_post_invoke"] + tags: ["plugin"] + mode: "enforce" + priority: 150 + conditions: [] + config: + jsonprocessor_query: "" + llm_provider: "watsonx" # one of watsonx, ollama, openai, anthropic + watsonx: + wx_api_key: "" # optional, can define WX_API_KEY instead + wx_project_id: "" # optional, can define WX_PROJECT_ID instead + wx_url: "https://us-south.ml.cloud.ibm.com" + ollama: + ollama_url: "http://localhost:11434" + openai: + api_key: "" # optional, can define OPENAI_API_KEY instead + anthropic: + api_key: "" # optional, can define ANTHROPIC_API_KEY instead + length_threshold: 100000 + model_id: "ibm/granite-3-3-8b-instruct" # note that this changes depending on provider +``` + +- `length_threshold` is the minimum number of characters before activating this component +- `jsonprocessor_query` is a natural language statement of what the long response should be processed for. For an example of a long response for a musical artist: "get full metadata for all albums from the artist's discography in json format" diff --git a/plugins/altk_json_processor/__init__.py b/plugins/altk_json_processor/__init__.py new file mode 100644 index 000000000..af174d13f --- /dev/null +++ b/plugins/altk_json_processor/__init__.py @@ -0,0 +1,8 @@ +# -*- coding: utf-8 -*- +"""MCP Gateway ALTKJsonProcessor Plugin - Uses JSON Processor from ALTK to extract data from long JSON responses. + +Copyright 2025 +SPDX-License-Identifier: Apache-2.0 +Authors: Jason Tsay + +""" diff --git a/plugins/altk_json_processor/json_processor.py b/plugins/altk_json_processor/json_processor.py new file mode 100644 index 000000000..6387e509d --- /dev/null +++ b/plugins/altk_json_processor/json_processor.py @@ -0,0 +1,131 @@ +# -*- coding: utf-8 -*- +"""Uses JSON Processor from ALTK to extract data from long JSON responses. + +Copyright 2025 +SPDX-License-Identifier: Apache-2.0 +Authors: Jason Tsay + +This module loads configurations for plugins. +""" + +# Standard +import json +import os +from typing import cast + +# Third-Party +from altk.core.llm import get_llm + +# Third-party +from altk.core.toolkit import AgentPhase +from altk.post_tool.code_generation.code_generation import CodeGenerationComponent, CodeGenerationComponentConfig +from altk.post_tool.core.toolkit import CodeGenerationRunInput, CodeGenerationRunOutput + +# First-Party +from mcpgateway.plugins.framework import ( + Plugin, + PluginConfig, + PluginContext, + ToolPostInvokePayload, + ToolPostInvokeResult, +) +from mcpgateway.services.logging_service import LoggingService + +# Initialize logging service first +logging_service = LoggingService() +logger = logging_service.get_logger(__name__) + + +class ALTKJsonProcessor(Plugin): + """Uses JSON Processor from ALTK to extract data from long JSON responses.""" + + def __init__(self, config: PluginConfig): + """Entry init block for plugin. + + Args: + config: the plugin configuration + """ + super().__init__(config) + if config.config: + self._cfg = config.config + else: + self._cfg = {} + + async def tool_post_invoke(self, payload: ToolPostInvokePayload, context: PluginContext) -> ToolPostInvokeResult: + """Plugin hook run after a tool is invoked. + + Args: + payload: The tool result payload to be analyzed. + context: Contextual information about the hook call. + + Raises: + ValueError: if a provider api key is not provided in either config or env var + + Returns: + The result of the plugin's analysis, including whether the tool result should proceed. + """ + provider = self._cfg["llm_provider"] + llm_client = None + if provider == "watsonx": + watsonx_client = get_llm("watsonx") + if len(self._cfg["watsonx"]["wx_api_key"]) > 0: + api_key = self._cfg["watsonx"]["wx_api_key"] + else: + # Note that we assume here this env var exists and should throw an error if not + api_key = os.environ["WX_API_KEY"] + if len(self._cfg["watsonx"]["wx_project_id"]) > 0: + project_id = self._cfg["watsonx"]["wx_project_id"] + else: + # Note that we assume here this env var exists and should throw an error if not + project_id = os.environ["WX_PROJECT_ID"] + llm_client = watsonx_client(model_id=self._cfg["model_id"], api_key=api_key, project_id=project_id, url=self._cfg["watsonx"]["wx_url"]) + elif provider == "openai": + openai_client = get_llm("openai.sync") + if len(self._cfg["openai"]["api_key"]) > 0: + api_key = self._cfg["openai"]["api_key"] + else: + # Note that we assume here this env var exists and should throw an error if not + api_key = os.environ["OPENAI_API_KEY"] + llm_client = openai_client(api_key=api_key, model=self._cfg["model_id"]) + elif provider == "ollama": + ollama_client = get_llm("litellm.ollama") + llm_client = ollama_client(api_url=self._cfg["ollama"]["ollama_url"], model_name=self._cfg["model_id"]) + elif provider == "anthropic": + anthropic_client = get_llm("litellm") + model_path = f"anthropic/{self._cfg['model_id']}" + if len(self._cfg["anthropic"]["api_key"]) > 0: + api_key = self._cfg["anthropic"]["api_key"] + else: + # Note that we assume here this env var exists and should throw an error if not + api_key = os.environ["ANTHROPIC_API_KEY"] + llm_client = anthropic_client(model_name=model_path, api_key=api_key) + else: + raise ValueError("Unknown provider given for 'llm_provider' in plugin config!") + + config = CodeGenerationComponentConfig(llm_client=llm_client, use_docker_sandbox=False) + + response_json = None + response_str = None + if "content" in payload.result: + if len(payload.result["content"]) > 0: + content = payload.result["content"][0] + if "type" in content and content["type"] == "text": + response_str = content["text"] + try: + response_json = json.loads(response_str) + except json.decoder.JSONDecodeError: + # ignore anything that's not json + pass + + if response_json and response_str and len(response_str) > self._cfg["length_threshold"]: + logger.info("Long JSON response detected, using ALTK JSON Processor...") + codegen = CodeGenerationComponent(config=config) + nl_query = self._cfg["jsonprocessor_query"] + input_data = CodeGenerationRunInput(messages=[], nl_query=nl_query, tool_response=response_json) + output = codegen.process(input_data, AgentPhase.RUNTIME) + output = cast(CodeGenerationRunOutput, output) + payload.result["content"][0]["text"] = output.result + logger.debug(f"ALTK processed response: {output.result}") + return ToolPostInvokeResult(continue_processing=True, modified_payload=payload) + + return ToolPostInvokeResult(continue_processing=True) diff --git a/plugins/altk_json_processor/plugin-manifest.yaml b/plugins/altk_json_processor/plugin-manifest.yaml new file mode 100644 index 000000000..5b56e035f --- /dev/null +++ b/plugins/altk_json_processor/plugin-manifest.yaml @@ -0,0 +1,6 @@ +description: "Uses JSON Processor from ALTK to extract data from long JSON responses" +author: "Jason Tsay" +version: "0.1.0" +available_hooks: + - "tool_post_hook" +default_configs: diff --git a/plugins/config.yaml b/plugins/config.yaml index 56f02b282..c6d221590 100644 --- a/plugins/config.yaml +++ b/plugins/config.yaml @@ -869,3 +869,33 @@ plugins: enable_caching: true cache_ttl: 3600 max_text_length: 10000 + + # ALTK: JSON Processor + - name: "ALTKJsonProcessor" + kind: "plugins.altk_json_processor.json_processor.ALTKJsonProcessor" + description: "Uses JSON Processor from ALTK to extract data from long JSON responses" + version: "0.1.0" + author: "Jason Tsay" + hooks: ["tool_post_invoke"] + tags: ["plugin"] + mode: "disabled" # enforce | permissive | disabled + priority: 150 + conditions: + # Apply to specific tools/servers + - server_ids: [] # Apply to all servers + tenant_ids: [] # Apply to all tenants + config: + jsonprocessor_query: "" + llm_provider: "watsonx" # one of watsonx, ollama, openai, anthropic + watsonx: + wx_api_key: "" # optional, can define WX_API_KEY instead + wx_project_id: "" # optional, can define WX_PROJECT_ID instead + wx_url: "https://us-south.ml.cloud.ibm.com" + ollama: + ollama_url: "http://localhost:11434" + openai: + api_key: "" # optional, can define OPENAI_API_KEY instead + anthropic: + api_key: "" # optional, can define ANTHROPIC_API_KEY instead + model_id: "ibm/granite-3-3-8b-instruct" # note that this changes depending on provider + length_threshold: 100000 diff --git a/pyproject.toml b/pyproject.toml index 4d8ae7da0..d9a14c36b 100644 --- a/pyproject.toml +++ b/pyproject.toml @@ -116,7 +116,7 @@ dev = [ "pydocstyle>=6.3.0", "pylint>=3.3.9", "pylint-pydantic>=0.3.5", - "pyre-check>=0.9.25", + #"pyre-check>=0.9.25", # incompatible with altk, superceded by pyrefly? 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125 insertions(+), 29 deletions(-) create mode 100644 tests/unit/mcpgateway/plugins/plugins/altk_json_processor/test_json_processor.py diff --git a/plugins/altk_json_processor/README.md b/plugins/altk_json_processor/README.md index 9224ae873..8a9339cd9 100644 --- a/plugins/altk_json_processor/README.md +++ b/plugins/altk_json_processor/README.md @@ -5,15 +5,16 @@ Uses JSON Processor from ALTK to extract data from long JSON responses. See the [ALTK](https://altk.ai/) and the [JSON Processor component in the ALTK repo](https://github.com/AgentToolkit/agent-lifecycle-toolkit/tree/main/altk/post_tool/code_generation) for more details on how the component works. +Note that this plugin will require calling an LLM and will therefore require configuring an LLM provider as described below. This plugin will also incure some cost in terms of time and money to do its LLM calls. This can be adjusted via the length threshold in the configuration, such that the plugin only activates and calls an LLM on JSON responses of a particular length (default: 100,000 characters). + ## Hooks - `tool_post_invoke` - Detects long JSON responses and processes as necessary ## Installation -1. Copy .env.example .env -2. Enable plugins in `.env` -3. Enable the "ALTKJsonProcessor" plugin in `plugins/config.yaml`. -4. Install the optional dependency `altk` (i.e. `pip install mcp-context-forge[altk]`) +1. Enable the "ALTKJsonProcessor" plugin in `plugins/config.yaml`. +2. Install the optional dependency `altk` (i.e. `pip install mcp-context-forge[altk]`) +3. Configure a LLM provider as described below. ## Configuration @@ -29,7 +30,7 @@ Uses JSON Processor from ALTK to extract data from long JSON responses. See the config: jsonprocessor_query: "" llm_provider: "watsonx" # one of watsonx, ollama, openai, anthropic - watsonx: + watsonx: # each section of providers is optional wx_api_key: "" # optional, can define WX_API_KEY instead wx_project_id: "" # optional, can define WX_PROJECT_ID instead wx_url: "https://us-south.ml.cloud.ibm.com" @@ -45,3 +46,22 @@ Uses JSON Processor from ALTK to extract data from long JSON responses. See the - `length_threshold` is the minimum number of characters before activating this component - `jsonprocessor_query` is a natural language statement of what the long response should be processed for. For an example of a long response for a musical artist: "get full metadata for all albums from the artist's discography in json format" + +### LLM Provider Configuration + +In the configuration, select an LLM Provider via `llm_provider`, the current options are WatsonX, Ollama, OpenAI, or Anthropic. +Then fill out the corresponding provider section in the plugin config. For many of the api key-related fields, an environment variable +can also be used instead. If the field is set in both the plugin config and in an environment variable, the plugin config takes priority. + +### JSON Processor Query + +To guide the JSON Processor, an optional but recommended `jsonprocessor_query` can be provided that is a natural language statement of what the long response should be processed for. + +Example queries: + +- For an API endpoint such as [this Spotify artist overview](https://rapidapi.com/DataFanatic/api/spotify-scraper/playground/apiendpoint_fd33b4eb-d258-437e-af85-c244904acefc) that returns a large response, if you only want the discography of the artist, use a query such as: "get full metadata for all albums from the artist's discography in json format" +- For a shopping API endpoint that returns a [response like this](https://raw.githubusercontent.com/AgentToolkit/agent-lifecycle-toolkit/refs/heads/main/examples/codegen_long_response_example.json), if you only want the sizes of hte sneakers, use a query such as: "get the sizes for all products" + +## Testing + +Unit tests: `tests/unit/mcpgateway/plugins/plugins/altk_json_processor/test_json_processor.py` diff --git a/plugins/altk_json_processor/json_processor.py b/plugins/altk_json_processor/json_processor.py index 6387e509d..4d1cb25fa 100644 --- a/plugins/altk_json_processor/json_processor.py +++ b/plugins/altk_json_processor/json_processor.py @@ -71,21 +71,24 @@ async def tool_post_invoke(self, payload: ToolPostInvokePayload, context: Plugin if len(self._cfg["watsonx"]["wx_api_key"]) > 0: api_key = self._cfg["watsonx"]["wx_api_key"] else: - # Note that we assume here this env var exists and should throw an error if not - api_key = os.environ["WX_API_KEY"] + api_key = os.getenv("WX_API_KEY") + if not api_key: + raise ValueError("WatsonX api key not found, provide WX_API_KEY either in the plugin config or as an env var.") if len(self._cfg["watsonx"]["wx_project_id"]) > 0: project_id = self._cfg["watsonx"]["wx_project_id"] else: - # Note that we assume here this env var exists and should throw an error if not - project_id = os.environ["WX_PROJECT_ID"] + project_id = os.getenv("WX_PROJECT_ID") + if not project_id: + raise ValueError("WatsonX project id not found, project WX_PROJECT_ID either in the plugin config or as an env var.") llm_client = watsonx_client(model_id=self._cfg["model_id"], api_key=api_key, project_id=project_id, url=self._cfg["watsonx"]["wx_url"]) elif provider == "openai": openai_client = get_llm("openai.sync") if len(self._cfg["openai"]["api_key"]) > 0: api_key = self._cfg["openai"]["api_key"] else: - # Note that we assume here this env var exists and should throw an error if not - api_key = os.environ["OPENAI_API_KEY"] + api_key = os.getenv("OPENAI_API_KEY") + if not api_key: + raise ValueError("OpenAI api key not found, provide OPENAI_API_KEY either in the plugin config or as an env var.") llm_client = openai_client(api_key=api_key, model=self._cfg["model_id"]) elif provider == "ollama": ollama_client = get_llm("litellm.ollama") @@ -96,9 +99,13 @@ async def tool_post_invoke(self, payload: ToolPostInvokePayload, context: Plugin if len(self._cfg["anthropic"]["api_key"]) > 0: api_key = self._cfg["anthropic"]["api_key"] else: - # Note that we assume here this env var exists and should throw an error if not - api_key = os.environ["ANTHROPIC_API_KEY"] + api_key = os.getenv("ANTHROPIC_API_KEY") + if not api_key: + raise ValueError("Anthropic api key not found, provide ANTHROPIC_API_KEY either in the plugin config or as an env var.") llm_client = anthropic_client(model_name=model_path, api_key=api_key) + elif provider == "pytestmock": + # only meant to be used for unit tests + llm_client = None else: raise ValueError("Unknown provider given for 'llm_provider' in plugin config!") @@ -111,21 +118,28 @@ async def tool_post_invoke(self, payload: ToolPostInvokePayload, context: Plugin content = payload.result["content"][0] if "type" in content and content["type"] == "text": response_str = content["text"] - try: - response_json = json.loads(response_str) - except json.decoder.JSONDecodeError: - # ignore anything that's not json - pass - if response_json and response_str and len(response_str) > self._cfg["length_threshold"]: + if len(response_str) > self._cfg["length_threshold"]: + try: + response_json = json.loads(response_str) + except json.decoder.JSONDecodeError: + # ignore anything that's not json + pass + + # Should only get here if response is long enough and is valid JSON + if response_json: logger.info("Long JSON response detected, using ALTK JSON Processor...") - codegen = CodeGenerationComponent(config=config) - nl_query = self._cfg["jsonprocessor_query"] - input_data = CodeGenerationRunInput(messages=[], nl_query=nl_query, tool_response=response_json) - output = codegen.process(input_data, AgentPhase.RUNTIME) - output = cast(CodeGenerationRunOutput, output) - payload.result["content"][0]["text"] = output.result - logger.debug(f"ALTK processed response: {output.result}") + if provider == "pytestmock": + # only meant for unit testing + payload.result["content"][0]["text"] = "(filtered response)" + else: + codegen = CodeGenerationComponent(config=config) + nl_query = self._cfg.get("jsonprocessor_query", "") + input_data = CodeGenerationRunInput(messages=[], nl_query=nl_query, tool_response=response_json) + output = codegen.process(input_data, AgentPhase.RUNTIME) + output = cast(CodeGenerationRunOutput, output) + payload.result["content"][0]["text"] = output.result + logger.debug(f"ALTK processed response: {output.result}") return ToolPostInvokeResult(continue_processing=True, modified_payload=payload) return ToolPostInvokeResult(continue_processing=True) diff --git a/plugins/altk_json_processor/plugin-manifest.yaml b/plugins/altk_json_processor/plugin-manifest.yaml index 5b56e035f..8411a05f3 100644 --- a/plugins/altk_json_processor/plugin-manifest.yaml +++ b/plugins/altk_json_processor/plugin-manifest.yaml @@ -2,5 +2,6 @@ description: "Uses JSON Processor from ALTK to extract data from long JSON respo author: "Jason Tsay" version: "0.1.0" available_hooks: - - "tool_post_hook" + - "tool_post_invoke" default_configs: + length_threshold: 100000 diff --git a/plugins/config.yaml b/plugins/config.yaml index c6d221590..bc67a5d6f 100644 --- a/plugins/config.yaml +++ b/plugins/config.yaml @@ -887,7 +887,7 @@ plugins: config: jsonprocessor_query: "" llm_provider: "watsonx" # one of watsonx, ollama, openai, anthropic - watsonx: + watsonx: # each section of providers is optional wx_api_key: "" # optional, can define WX_API_KEY instead wx_project_id: "" # optional, can define WX_PROJECT_ID instead wx_url: "https://us-south.ml.cloud.ibm.com" diff --git a/pyproject.toml b/pyproject.toml index d9a14c36b..a71cffb2c 100644 --- a/pyproject.toml +++ b/pyproject.toml @@ -116,7 +116,7 @@ dev = [ "pydocstyle>=6.3.0", "pylint>=3.3.9", "pylint-pydantic>=0.3.5", - #"pyre-check>=0.9.25", # incompatible with altk, superceded by pyrefly? + #"pyre-check>=0.9.25", # unused, conflicts with altk, superceded by pyrefly "pyrefly>=0.35.0", "pyright>=1.1.406", "pyroma>=5.0", diff --git a/tests/unit/mcpgateway/plugins/plugins/altk_json_processor/test_json_processor.py b/tests/unit/mcpgateway/plugins/plugins/altk_json_processor/test_json_processor.py new file mode 100644 index 000000000..8b1f0be30 --- /dev/null +++ b/tests/unit/mcpgateway/plugins/plugins/altk_json_processor/test_json_processor.py @@ -0,0 +1,61 @@ +# -*- coding: utf-8 -*- +"""Location: ./tests/unit/mcpgateway/plugins/plugins/altk_json_processor/test_json_processor.py +Copyright 2025 +SPDX-License-Identifier: Apache-2.0 +Authors: Jason Tsay + +Tests for ALTKJsonProcessor. +""" + +# Standard +import json + +# Third-Party +import pytest + +# First-Party +from mcpgateway.plugins.framework.models import ( + GlobalContext, + HookType, + PluginConfig, + PluginContext, + ToolPostInvokePayload, +) + +# ALTK is an optional dependency and may not be present, skip if not +have_altk = True +try: + # Third-Party + import altk # noqa: F401 # type: ignore + + # First-Party + from plugins.altk_json_processor.json_processor import ALTKJsonProcessor +except ModuleNotFoundError: + have_altk = False + + +@pytest.mark.asyncio +@pytest.mark.skipif(not have_altk, reason="altk not available") +async def test_threshold(): + plugin = ALTKJsonProcessor( # type: ignore + PluginConfig( + name="jsonprocessor", kind="plugins.altk_json_processor.json_processor.ALTKJsonProcessor", hooks=[HookType.TOOL_POST_INVOKE], config={"llm_provider": "pytestmock", "length_threshold": 50} + ) + ) + ctx = PluginContext(global_context=GlobalContext(request_id="r1")) + # below threshold, so the plugin should not activate + too_short = {"a": "1", "b": "2"} + too_short_payload = {"content": [{"type": "text", "text": json.dumps(too_short)}]} + res = await plugin.tool_post_invoke(ToolPostInvokePayload(name="x1", result=too_short_payload), ctx) + assert res.modified_payload is None + long_enough = { + "a": "Lorem ipsum dolor sit amet, consectetur adipiscing elit, sed do eiusmod tempor incididunt ut labore et dolore magna aliqua.", + "b": "Ut enim ad minim veniam, quis nostrud exercitation ullamco laboris nisi ut aliquip ex ea commodo consequat.", + "c": "Duis aute irure dolor in reprehenderit in voluptate velit esse cillum dolore eu fugiat nulla pariatur.", + "d": "Excepteur sint occaecat cupidatat non proident, sunt in culpa qui officia deserunt mollit anim id est laborum.", + } + # above threshold, so the plugin should activate + long_enough_payload = {"content": [{"type": "text", "text": json.dumps(long_enough)}]} + res = await plugin.tool_post_invoke(ToolPostInvokePayload(name="x2", result=long_enough_payload), ctx) + assert res.modified_payload is not None + assert res.modified_payload.result["content"][0]["text"] == "(filtered response)"