Building AI agent with hyperpocket tool in a flash
Project description
Pocket 👛
Pocket is where tools belong. Power your agent up with a pocket of tools. 👛
Introduction
Pocket is a tool that allows you to easily use tool and auth for agents on your machine.
Start fast. Just install Pocket and use it. We know you don't have time to authenticate to our server.
Go securely. Not like others, you are the only one who knows your secret tokens. We do NOT. All of your secret tokens belong to your infrastructure, not ours.
Power up with public tools. Without worries for tool integration, use others' tools just with copy-and-paste the link to the tool. Your tool will run on isolated environment based on WebAssembly technology, and you don't have to deal with the dependency spaghetti.
Battery Included You can use popular tools and authentication providers out-of-the-box.
Installation
- install hyperpocket
pip install hyperpocket
- install playwright
playwright install
Usage
Supported agent frameworks
Or just use LLM API Clients out of the box.
Using out-of-the-box tools
from hyperpocket.tool import from_git
from langchain_openai import ChatOpenAI
from hyperpocket_langchain import PocketLangchain
pklc = PocketLangchain(
tools=[
from_git("https://github.com/vessl-ai/hyperawesometools", "main", "managed-tools/slack/get-message"),
from_git("https://github.com/vessl-ai/hyperawesometools", "main", "managed-tools/slack/post-message"),
]
)
tools = pklc.get_tools()
llm = ChatOpenAI()
llm_tool_binding = llm.bind_tools(tools)
llm_tool_binding.invoke(...)
Using out-of-the-box auth for various tools
There are two kinds of auth process, one is using system auth(developer api key) and the other is using end user auth.
Pocket provides way to use end user auth easily. (Of course, you can also just set your STRIPE_API_KEY when using Stripe API related tools)
-
Supported methods
- OAuth
- Token
- Basic Auth (Username, Password)
-
Supported OAuth Providers
- GitHub
- Slack
- Linear
- X (Previously Twitter)
- Discord
- Zoom
- Microsoft
- Spotify
- Twitch
You can manage your auths in request-wise level. (e.g. you can use different auths for different requests)
from hyperpocket.tool import from_git
from langchain_openai import ChatOpenAI
from langgraph.graph import StateGraph, START, MessagesState
from langgraph.prebuilt import tools_condition
from hyperpocket_langgraph import PocketLanggraph
pklg = PocketLanggraph(
tools=[
from_git("https://github.com/vessl-ai/hyperawesometools", "main", "managed-tools/slack/get-message"),
from_git("https://github.com/vessl-ai/hyperawesometools", "main", "managed-tools/slack/post-message"),
],
)
llm = ChatOpenAI()
# Langgraph
pk_tool_node = pklg.get_tool_node()
llm_tool_binding = llm.bind_tools(pklg.get_tools())
# ...
graph_builder = StateGraph(MessagesState)
graph_builder.add_node('llm', llm)
graph_builder.add_node('tools', pk_tool_node)
graph_builder.add_edge(START, llm)
graph_builder.add_conditional_edges("llm", tools_condition)
graph_builder.add_edge(pk_tool_node, llm)
# ...
graph_builder.compile()
from hyperpocket.config import secret
from hyperpocket.tool import from_git
from llama_index.core.agent import FunctionCallingAgent
from llama_index.llms.openai import OpenAI
from hyperpocket_llamaindex import PocketLlamaindex
llm = OpenAI(api_key=secret["OPENAI_API_KEY"])
pocket = PocketLlamaindex(
tools=[
from_git("https://github.com/vessl-ai/hyperawesometools", "main", "managed-tools/slack/get-message"),
from_git("https://github.com/vessl-ai/hyperawesometools", "main", "managed-tools/slack/post-message"),
from_git("https://github.com/vessl-ai/hyperawesometools", "main", "managed-tools/linear/get-issues"),
from_git("https://github.com/vessl-ai/hyperawesometools", "main", "managed-tools/google/get-calendar-events"),
from_git("https://github.com/vessl-ai/hyperawesometools", "main", "managed-tools/google/get-calendar-list"),
]
)
tools = pocket.get_tools()
agent = FunctionCallingAgent.from_tools(tools=tools, llm=llm)
Specifying auth methods for tool type
Some resources support multiple auth methods. Your end user should be able to select between those methods.
Human: List my slack messages in 'general' channel
Assistance: To access your slack messages, you need authentication. Slack api provides 1) bot token auth 2) OAuth auth. Which do you want to proceed?
Human: I'll go with OAuth
Assistance: You need chat:read, channel:history scopes to list messages. Do you confirm?
Human: OK.
Assistance: Please proceed to the following url and finish authentication. After that, let me know.
> https://slack.com/authorize?clientId=xxx&scope=chat:read,channel:history&redirect_url=xxx
Human: I'm done. (if necessary)
Assistance: I've checked you finished your auth. Let me search messages in slack channel 'general'.
Assistance: Here are the recent 10 messages.
(...)
Config
Running pocket config init will create your config file in $HOME/.pocket/settings.toml
The settings.toml looks as follows.
TODO: Add secrets.toml.
log_level = "debug"
internal_server_port = "8000" # optional, default is 8000
public_hostname = "localhost" # optional, default is localhost
public_server_protocol = "https" # optional, default is https
public_server_port = "8001" # optional, default is 8001
enable_local_callback_proxy = "true" # optional, default is true, can be turned off when running in production behind TLS termination
callback_url_rewrite_prefix = "proxy" # optional, default is proxy, auth callback url prefix
[session]
session_type = "redis" # optional, default is in-memory
[session.redis]
host = "localhost"
port = 6379
db = 0
[git]
[git.github]
github_token = "<Your github PAT>" # optional, your github personal access token
app_id = "<Your github app id>" # optional, your github app id
app_installation_id = "<Your github app installation id>" # optional, your github app installation id
app_private_key = "<Your github app private key>" # optional, your github app private key
[auth]
[auth.slack] # add your slack app's client id and secret for slack auth
client_id = "" # your slack client id
client_secret = "" # your slack client secret
[auth.github] # add your github app's client id and secret for github auth
client_id = "" # your github client id
client_secret = "" # your github client secret
How to integrate github OAuth app
- Follow the github documentation to create a new OAuth app. https://docs.github.com/en/apps/oauth-apps/building-oauth-apps/creating-an-oauth-app
- While creating your github OAuth app, configuring your app's
Authorization callback URLis different for your development environment and production environment.- For development environment, you can use
http://localhost:8000/auth/github/callback- Note: Default port for pocket dev server is
8000. If you are using a different port, make sure to replace8000with your actual port number.
- Note: Default port for pocket dev server is
- For production environment, you can use
https://yourdomain.com/auth/github/callback- Note: Make sure to replace
yourdomain.comwith your actual domain name that this app will be hosted on.
- Note: Make sure to replace
- For development environment, you can use
How to integrate SLACK OAuth app
-
Follow the slack documentation to create a new Oauth APP. https://api.slack.com/quickstart
-
Setting Redirect URLs, Scopes at OAuth & Permissions tap in slack APP page
- Redirect URLs :
{public_server_protocol}://{public_hostname}:[{public_server_port}]/{callback_url_rewrite_prefix}/auth/slack/oauth2/callback - Scopes : What you want to request to user.
- Recommended scopes :
- channels:history,
- channels:read,
- chat:write,
- groups:history,
- groups:read,
- im:history,
- mpim:history,
- reactions:read,
- reactions:write,
- Recommended scopes :
- Set your Slack APP Client ID / Client Secret in
$HOME/.pocket/settings.toml
How to start adding a new token auth
- Generate boilerplate codes for token-based auth services ?
# service_name should be lowercase including underscore
poetry run hyperpocket devtool create-token-auth-template {service_name}
It will generate boilerplate code lines for a new token-based auth service
- Extend AuthProvider enum to add your new auth provider.
class AuthProvider(Enum):
SERVICE = 'service'
- Specify auth provider for tools
- github repo or local
[auth]
auth_provider = "{service_name}"
auth_handler = "{service_name}-token"
scopes = []
- function_tool
@function_tool(
auth_provider=AuthProvider.SERVICE
)
def my_function(**kwargs):
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