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<!-- livebook:{"app_settings":{"access_type":"public","output_type":"rich","slug":"report"}} -->
# GitHub Repo Report and Analysis
```elixir
Mix.install(
[
{:req, "~> 0.4.0"},
{:json, "~> 1.4"},
{:instructor, github: "acalejos/instructor_ex"},
{:exterval, "~> 0.2.0"},
{:kino, "~> 0.12.3"}
],
config: [
instructor: [
adapter: Instructor.Adapters.OpenAI
],
openai: [http_options: [recv_timeout: 10 * 60 * 1000]]
]
)
```
## Github Searching
```elixir
defmodule Report do
use Ecto.Schema
use Instructor.Validator
import Ecto.Changeset
import Exterval
@score_interval ~i<[0,10]//0.5>
@categories [
:software_library,
:list_aggregation,
:educational_tutorial,
:documentation_reference,
:configuration_dotfiles,
:template_boilerplate,
:data_dataset,
:tool_utility,
:art_design,
:hardware_iot,
:research_academic,
:demo_example,
:community_social,
:game_development
]
@doc """
## Field Descriptions:
- repository_details: A summary of the repository details, including facts such as name, owner, descriptions, number of stargazers, licenseInfo, createdAt, pushedAt, isArchived, primaryLanguage, topics, etc. Your answer should be between 750 to 1000 characters
- category: Categorizes the nature and purpose of the GitHub repository. It aids in quickly identifying the type of content or project a repository contains. This field provides vital information for someone determining the relevance and scope of a project. The field accepts predefined atom values representing various types of repositories typically found on GitHub. These categories include:
- `:software_library` - Traditional coding projects like applications, frameworks, or libraries.
- `:list_aggregation` - Collections of resources such as awesome lists or curated topic lists.
- `:educational_tutorial` - Repositories focusing on educational content, tutorials, or learning exercises.
- `:documentation_reference` - Projects mainly containing documentation, reference material, or specifications.
- `:configuration_dotfiles` - Repositories for configuration files or dotfiles for software/tool setups.
- `:template_boilerplate` - Starter templates or boilerplates for kickstarting development.
- `:data_dataset` - Repos hosting or linking to datasets for research or analysis.
- `:tool_utility` - Repos containing specific tools, scripts, or utilities.
- `:art_design` - Projects related to art, graphics, or design resources.
- `:hardware_iot` - Repositories about hardware, IoT, or physical computing projects.
- `:research_academic` - Academic or scholarly research, papers, or experiments.
- `:demo_example` - Example or demo projects illustrating concepts or technologies.
- `:community_social` - Repos focused on community building or social initiatives.
- `:game_development` - Game development-related projects, engines, or games.
- language: The detected natural language (eg. English, Spanish, etc.) of the repository according to any natural language inputs found from fields such as the README, Git Commit Messages, Issue Messages, Repo Description, etc. The description and README should be weighted higher than all other sources.
- activity_metrics: A summary of the repository's activity based on factors such as commitComments, issues (history, activity, comments, etc.), pull requests, etc. Your answer should be between 750 to 1000 characters.
- community_involvement: A summary of the community involvement based on factors such as forkCount, watchers, contributors, discussions, mergeRequest discussions, etc. Your answer should be between 750 to 1000 characters.
- development_practices: A summary of the development practices seen throughout the repo based on factors such as branch_protection_rules, latest_release_info, and other version-control meta controls. Your answer should be between 750 to 1000 characters.
- skill_score: Rating from 0 to 10 in increments of 0.5 of how much expertise a new maintainer should have to consider taking on the development related to this repo. 0 is very easy (think Awesome lists which just aggregate other repos, lists, etc.), while 10 is extrmely difficult (think something like an OS kernel).
- potential_score: Rating from 0 to 10 in increments of 0.5 of how suitable the repo is for continued development if it were to be re-opened by a current user. Scored the repo on the future potential development.
- conclusion: Summarize your analysis of this repository with respect to its technical applicability, potential for future work, and skill required to work with it. Your conclusion should incorporate aspect of every other field, and should serve as a comprehensive summarization of the repository, its community, and its practices. Your answer should be between 1250 to 1500 characters
"""
@primary_key false
embedded_schema do
field(:repository_details, :string)
field(:category, Ecto.Enum, values: @categories)
field(:language, :string)
field(:activity_metrics, :string)
field(:community_involvement, :string)
field(:development_practices, :string)
field(:skill_score, :float)
field(:potential_score, :float)
field(:conclusion, :string)
end
@impl true
def validate_changeset(changeset) do
changeset
|> validate_inclusion(:skill_score, @score_interval)
|> validate_inclusion(:potential_score, @score_interval)
end
end
```
```elixir
defmodule ReportGenerator do
@req Req.new(base_url: "https://api.github.com/graphql")
def cleanup_nodes(nodes) do
max_readme_length = 300
issueCharLimit = 300
nodes
|> Enum.map(fn node ->
{topics, related_topics} =
node
|> get_in(["repositoryTopics", "nodes"])
|> Enum.reduce(
{[], []},
fn %{"topic" => %{"name" => topic_name, "relatedTopics" => topic_related}},
{topics_acc, related_acc} ->
topic_related =
Enum.reduce(topic_related, [], fn curr, acc ->
if Map.has_key?(curr, "name"), do: [Map.fetch!(curr, "name") | acc], else: acc
end)
{[topic_name | topics_acc], related_acc ++ topic_related}
end
)
%{"totalCount" => openIssueCount, "nodes" => openIssues} = Map.get(node, "openIssues")
%{"totalCount" => closedIssueCount, "nodes" => closedIssues} = Map.get(node, "closedIssues")
[closedIssues, openIssues] =
Enum.zip_reduce([openIssues, closedIssues], [[], []], fn [
%{"bodyText" => openText} =
openIssue,
%{"bodyText" => closedText} =
closedIssue
],
[openAcc, closedAcc] ->
openIssue =
Map.replace!(openIssue, "bodyText", openText |> String.slice(0..(issueCharLimit - 1)))
closedIssue =
Map.replace!(
closedIssue,
"bodyText",
closedText |> String.slice(0..(issueCharLimit - 1))
)
[[openIssue | openAcc], [closedIssue | closedAcc]]
end)
readme =
(Map.get(node, "readmeMD") || Map.get(node, "readme") || Map.get(node, "readmeLowerMD"))
|> Map.update("text", "", fn text ->
text
|> String.split(" ", trim: true)
|> Enum.slice(0..max_readme_length)
|> Enum.join(" ")
end)
node
|> Map.replace!("repositoryTopics", topics)
|> Map.put_new("relatedTopics", related_topics)
|> Map.replace!("readme", readme)
|> Map.reject(fn {k, _v} -> k in ["readmeMD", "readmeLowerMD"] end)
|> Map.replace!("openIssues", openIssues)
|> Map.replace!("closedIssues", closedIssues)
|> Map.put_new("openIssueCount", openIssueCount)
|> Map.put_new("closedIssueCount", closedIssueCount)
end)
end
def run_query(repoOwner, repoName, gh_tok) do
query = """
query getRepoReport($repoName: String!, $repoOwner: String!) {
repository(name: $repoName, owner: $repoOwner) {
commitComments(after: null, first: 5) {
nodes {
bodyText
}
}
squashMergeAllowed
squashMergeCommitTitle
squashMergeCommitMessage
webCommitSignoffRequired
openPRs: pullRequests(first: 5, after: null, states: OPEN) {
totalCount
nodes {
totalCommentsCount
merged
participants(first: 100, after: null) {
totalCount
}
}
}
closedPRs: pullRequests(first: 5, after: null, states: CLOSED) {
totalCount
nodes {
totalCommentsCount
merged
participants(first: 100, after: null) {
totalCount
}
}
}
deleteBranchOnMerge
deployments(first: 5, after: null) {
nodes {
task
payload
}
}
discussions(first: 5, after: null) {
nodes {
answer {
minimizedReason
}
labels {
nodes {
name
}
}
}
}
latestRelease {
name
tagName
createdAt
updatedAt
}
mergeCommitAllowed
openIssues: issues(states: OPEN, first: 10, after: null) {
totalCount
nodes {
title
bodyText
}
}
closedIssues: issues(states: CLOSED, first: 5, after: null) {
totalCount
nodes {
title
bodyText
}
}
isLocked
forkCount
forkingAllowed
hasDiscussionsEnabled
hasIssuesEnabled
hasVulnerabilityAlertsEnabled
hasWikiEnabled
isFork
isSecurityPolicyEnabled
readmeMD: object(expression: "HEAD:README.md") {
... on Blob {
text
}
}
readme: object(expression: "HEAD:README") {
... on Blob {
text
}
}
readmeLowerMD: object(expression: "HEAD:readme.md") {
... on Blob {
text
}
}
name
primaryLanguage {
name
}
contactLinks {
name
about
url
}
createdAt
description
updatedAt
stargazerCount
homepageUrl
url
owner {
avatarUrl
login
url
}
openGraphImageUrl
pushedAt
repositoryTopics(after: null, first: 5) {
totalCount
nodes {
topic {
name
relatedTopics {
name
}
}
}
}
}
}
"""
variables = %{"repoName" => repoName, "repoOwner" => repoOwner}
Req.post(
@req,
headers: %{"Authorization" => "bearer #{gh_tok}"},
json: %{"query" => query, "variables" => variables}
)
end
def get_report(gql_response, oai_token, model) do
Instructor.chat_completion(
model: model,
response_model: Report,
max_retries: 3,
messages: [
%{
role: "user",
content: """
I'm making a website that showcases Github repos that have been abandoned, but have
a lot of stars and permissive licenses. This is to allow people to look for potential
projects that they can fork, take over, or use freely. I want to have premium Reports
that people can look at that summarize some of the history of the project. Im using
the GitHub Graphql API. What fields and/or items should I use from the API to help
synthesize these reports? My idea is to generate these reports using an LLM that
is given these items from the API and generates the reports according to a predefined
structure.
Your job is to write these reports in a professional, but not stiff manner.
Assume that people are paying a premium for these reports, so they must provide good
insight based on the given information from the GitHub GraphQL API. These results
should be presentable as a dossier about the repository in question,
and should make conclusions derived from the available data. The conclusions should
be well thought out, and not simply restating the facts.
Here is the result of the GrapqhQL Response from Github: #{Jason.encode!(gql_response)}
"""
}
],
config: %OpenAI.Config{
http_options: [recv_timeout: 10 * 60 * 1000],
api_key: oai_token
}
)
end
def generate_report(path, gh_tok, oai_tok, model) do
case String.split(path, "/") do
[owner, repo] ->
case run_query(owner, repo, gh_tok) do
{:ok, %Req.Response{status: 200, body: body}} ->
get_report(body["data"], oai_tok, model)
{:ok, %Req.Response{body: body}} ->
{:error,
"Something went wrong when communicating with the GitHub API. #{body["message"]}."}
{:error, _exception} ->
{:error,
"Something went wrong when communicating with the GitHub API. Try again later."}
end
_ ->
{:error, "Repo must be in the form own 'owner/repo', got #{inspect(path)}"}
end
end
end
```
```elixir
defmodule LiveReport do
use Kino.JS
use Kino.JS.Live
@empty_state """
<!DOCTYPE html>
<html lang="en">
<head>
<meta charset="UTF-8">
<meta name="viewport" content="width=device-width, initial-scale=1.0">
<title>Report</title>
<link href="https://cdn.jsdelivr.net/npm/tailwindcss@2.2.19/dist/tailwind.min.css" rel="stylesheet">
</head>
<body>
<button class="relative block w-full rounded-lg border-2 border-dashed border-gray-300 p-12 text-center hover:border-gray-400 focus:outline-none focus:ring-2 focus:ring-indigo-500 focus:ring-offset-2">
<svg class="mx-auto h-12 w-12 text-gray-400" stroke="currentColor" xmlns="http://www.w3.org/2000/svg" fill="none" viewBox="0 0 24 24" stroke-width="1.5" stroke="currentColor" class="w-6 h-6">
<path stroke-linecap="round" stroke-linejoin="round" d="M19.5 14.25v-2.625a3.375 3.375 0 0 0-3.375-3.375h-1.5A1.125 1.125 0 0 1 13.5 7.125v-1.5a3.375 3.375 0 0 0-3.375-3.375H8.25m0 12.75h7.5m-7.5 3H12M10.5 2.25H5.625c-.621 0-1.125.504-1.125 1.125v17.25c0 .621.504 1.125 1.125 1.125h12.75c.621 0 1.125-.504 1.125-1.125V11.25a9 9 0 0 0-9-9Z" />
</svg>
<span class="mt-2 block text-sm font-semibold text-gray-900">Generate Your Report to See it Here!</span>
</button>
</body>
</html>
"""
def new() do
Kino.JS.Live.new(__MODULE__, nil)
end
def replace(kino, report, origin) do
Kino.JS.Live.call(kino, {:replace, report, origin})
end
def loading(kino, origin) do
Kino.JS.Live.call(kino, {:replace, :loading, origin})
end
def download_html(kino) do
Kino.JS.Live.call(kino, {:download})
end
defp format_category(category) do
category
|> Atom.to_string()
|> String.split("_")
|> Enum.map(&String.capitalize/1)
|> Enum.join(" ")
end
@impl true
def init(_report, ctx) do
{:ok, assign(ctx, html: @empty_state)}
end
@impl true
def handle_connect(ctx) do
{:ok, @empty_state, ctx}
end
@impl true
def handle_call({:download}, _from, ctx) do
{:reply, ctx.html, nil}
end
def handle_call({:replace, %Report{} = report, origin}, _from, ctx) do
report_html =
"""
<!DOCTYPE html>
<html lang="en">
<head>
<meta charset="UTF-8">
<meta name="viewport" content="width=device-width, initial-scale=1.0">
<title>Report</title>
<link href="https://cdn.jsdelivr.net/npm/tailwindcss@2.2.19/dist/tailwind.min.css" rel="stylesheet">
</head>
<body class="bg-gray-100">
<div class="container mx-auto p-6 mt-10 max-w-4xl">
<div class="bg-white shadow overflow-hidden sm:rounded-lg">
<div class="px-4 py-5 sm:px-6">
<h1 class="text-2xl leading-6 font-medium text-gray-900">Project Report</h1>
<p class="mt-1 max-w-2xl text-sm text-gray-500">Detailed analysis and insights</p>
</div>
<div class="border-t border-gray-200">
<dl>
<div class="bg-gray-50 px-4 py-5 sm:grid sm:grid-cols-3 sm:gap-4 sm:px-6">
<dt class="text-sm font-medium text-gray-500">Repository Details</dt>
<dd class="mt-1 text-sm text-gray-900 sm:mt-0 sm:col-span-2">#{report.repository_details}</dd>
</div>
<div class="bg-white px-4 py-5 sm:grid sm:grid-cols-3 sm:gap-4 sm:px-6">
<dt class="text-sm font-medium text-gray-500">Category</dt>
<dd class="mt-1 text-sm text-gray-900 sm:mt-0 sm:col-span-2">#{format_category(report.category)}</dd>
</div>
<div class="bg-gray-50 px-4 py-5 sm:grid sm:grid-cols-3 sm:gap-4 sm:px-6">
<dt class="text-sm font-medium text-gray-500">Language</dt>
<dd class="mt-1 text-sm text-gray-900 sm:mt-0 sm:col-span-2">#{report.language}</dd>
</div>
<div class="bg-white px-4 py-5 sm:grid sm:grid-cols-3 sm:gap-4 sm:px-6">
<dt class="text-sm font-medium text-gray-500">Activity Metrics</dt>
<dd class="mt-1 text-sm text-gray-900 sm:mt-0 sm:col-span-2">#{report.activity_metrics}</dd>
</div>
<div class="bg-gray-50 px-4 py-5 sm:grid sm:grid-cols-3 sm:gap-4 sm:px-6">
<dt class="text-sm font-medium text-gray-500">Community Involvement</dt>
<dd class="mt-1 text-sm text-gray-900 sm:mt-0 sm:col-span-2">#{report.community_involvement}</dd>
</div>
<div class="bg-white px-4 py-5 sm:grid sm:grid-cols-3 sm:gap-4 sm:px-6">
<dt class="text-sm font-medium text-gray-500">Development Practices</dt>
<dd class="mt-1 text-sm text-gray-900 sm:mt-0 sm:col-span-2">#{report.development_practices}</dd>
</div>
<div class="bg-gray-50 px-4 py-5 sm:grid sm:grid-cols-3 sm:gap-4 sm:px-6">
<dt class="text-sm font-medium text-gray-500">Skill Score</dt>
<dd class="sm:mt-0 sm:col-span-2">
<div class="w-full bg-gray-200 rounded-full h-2.5 dark:bg-gray-700">
<div class="bg-blue-600 h-2.5 rounded-full" style="width: #{report.skill_score * 10}%"></div>
</div>
</dd>
</div>
<div class="bg-white px-4 py-5 sm:grid sm:grid-cols-3 sm:gap-4 sm:px-6">
<dt class="text-sm font-medium text-gray-500">Potential Score</dt>
<dd class="sm:mt-0 sm:col-span-2">
<div class="w-full bg-gray-200 rounded-full h-2.5 dark:bg-gray-700">
<div class="bg-green-600 h-2.5 rounded-full" style="width: #{report.potential_score * 10}%"></div>
</div>
</dd>
</div>
<div class="bg-gray-50 px-4 py-5 sm:grid sm:grid-cols-3 sm:gap-4 sm:px-6">
<dt class="text-sm font-medium text-gray-500">Conclusion</dt>
<dd class="mt-1 text-sm text-gray-900 sm:mt-0 sm:col-span-2">#{report.conclusion}</dd>
</div>
</dl>
</div>
</div>
</div>
</body>
</html>
"""
send_event(ctx, origin, "replace", report_html)
{:reply, report_html, assign(ctx, html: report_html)}
end
def handle_call({:replace, report, origin}, _from, ctx) do
report_html =
case report do
nil ->
@empty_state
{:error, reason} ->
"""
<!DOCTYPE html>
<html lang="en">
<head>
<meta charset="UTF-8">
<meta name="viewport" content="width=device-width, initial-scale=1.0">
<title>Error Page</title>
<link href="https://cdn.jsdelivr.net/npm/tailwindcss@2.2.19/dist/tailwind.min.css" rel="stylesheet">
</head>
<body class="bg-gray-900 text-white flex items-center justify-center h-screen">
<div class="text-center">
<div class="mb-4">
<svg xmlns="http://www.w3.org/2000/svg" class="h-20 w-20 mx-auto text-red-500" fill="none" viewBox="0 0 24 24" stroke="currentColor" stroke-width="2">
<path stroke-linecap="round" stroke-linejoin="round" d="M12 9v2m0 4h.01M21 12a9 9 0 11-18 0 9 9 0 0118 0z" />
</svg>
</div>
<h1 class="text-3xl font-semibold mb-2">Oops! Something went wrong.</h1>
<p class="text-lg text-gray-400">#{reason}</p>
</div>
</body>
</html>
"""
:loading ->
"""
<!DOCTYPE html>
<html lang="en">
<style>
.loader {
border: 16px solid #f3f3f3; /* Light grey */
border-top: 16px solid #3498db; /* Blue */
border-radius: 50%;
width: 120px;
height: 120px;
animation: spin 2s linear infinite;
}
@keyframes spin {
0% { transform: rotate(0deg); }
100% { transform: rotate(360deg); }
}
</style>
<head>
<meta charset="UTF-8">
<meta name="viewport" content="width=device-width, initial-scale=1.0">
<title>Report</title>
<link href="https://cdn.jsdelivr.net/npm/tailwindcss@2.2.19/dist/tailwind.min.css" rel="stylesheet">
</head>
<body class="bg-gray-100">
<div class="loader"></div>
</body>
"""
end
send_event(ctx, origin, "replace", report_html)
{:reply, report_html, assign(ctx, html: report_html)}
end
asset "main.js" do
"""
export function init(ctx, html) {
ctx.root.innerHTML = html;
ctx.handleEvent("replace", (html) => {
console.log(html);
ctx.root.innerHTML = html;
});
}
"""
end
end
```
```elixir
live_report = LiveReport.new()
instructions =
Kino.Markdown.new("""
Welcome!
This demo showcases using LLMs to generate automated smart reports.
Here, we use the GitHub API + OpenAI to analyze your repository and give you a
downloadable report with insights about its suitability for open-source contributions
and an overall summary!
Get started by following the steps below:
1. Enter your GitHub API Token. This should be a Classic Token with `repo` scope. [See Docs](https://docs.github.com/en/authentication/keeping-your-account-and-data-secure/managing-your-personal-access-tokens#personal-access-tokens-classic)
1. Enter your OpenAI API Token. [See Docs](https://platform.openai.com/docs/quickstart/step-2-setup-your-api-key)
1. Enter the name of the OpenAI model you would like to use [See Available Models](https://platform.openai.com/docs/models/models) (requires authentication)
* I suggest `gpt-4`, as it is likely that that the request will exceed the context window limit of `gpt-3.5-turbo`
If you liked this demo, consider giving a star to the wonderful libraries that helped power this app:
* [Livebook](https://github.com/livebook-dev/livebook) / [Kino](https://github.com/livebook-dev/kino/)
* [Instructor](https://github.com/thmsmlr/instructor_ex)
* [Req](https://github.com/wojtekmach/req)
* [OpenAI Elixir Wrapper](https://github.com/mgallo/openai.ex)
---
You can also follow my work on [GitHub](https://github.com/acalejos)
You can read more long-form articles at [The Stack Canary](https://www.thestackcanary.com)
![X (formerly Twitter) Follow](https://img.shields.io/twitter/follow/ac_alejos)
---
""")
form =
Kino.Control.form(
[
github_token: Kino.Input.text("GitHub API Key"),
openai_token: Kino.Input.text("OpenAI API Key"),
model: Kino.Input.text("OpenAI Model"),
repo: Kino.Input.text("GitHub Repo (owner/repo)")
],
submit: "Generate"
)
frame = Kino.Frame.new()
Kino.listen(form, fn
%{
data: %{repo: repo, github_token: gh_tok, openai_token: oai_tok, model: model},
origin: origin
} ->
LiveReport.loading(live_report, origin)
new_html =
cond do
repo == "" ->
LiveReport.replace(live_report, {:error, "Please specify a GitHub Repo"}, origin)
gh_tok == "" ->
LiveReport.replace(live_report, {:error, "Please specify a GitHub Token"}, origin)
oai_tok == "" ->
LiveReport.replace(live_report, {:error, "Please specify an OpenAI Token"}, origin)
model == "" ->
LiveReport.replace(live_report, {:error, "Please specify an OpenAI model"}, origin)
true ->
case repo |> ReportGenerator.generate_report(gh_tok, oai_tok, model) do
{:ok, report} ->
LiveReport.replace(live_report, report, origin)
{:error, reason} ->
cond do
String.contains?(reason, "invalid_api_key") ->
LiveReport.replace(live_report, {:error, "Invalid OpenAI API Key"}, origin)
String.contains?(reason, "invalid model ID") or
String.contains?(reason, "model_not_found") ->
LiveReport.replace(live_report, {:error, "Invalid OpenAI Model"}, origin)
true ->
LiveReport.replace(live_report, {:error, reason}, origin)
end
end
end
Kino.Frame.render(frame, Kino.Text.new(new_html, terminal: false))
end)
download =
Kino.Download.new(
fn ->
Kino.Frame.get_outputs(frame)
|> hd()
|> Map.get(:text)
end,
label: "Download Report",
filename: "report.html"
)
Kino.Layout.grid([instructions, form, live_report, download], columns: 1, gap: 4, boxed: true)
```
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