# GitHub Issue Lead Monitor (`techionik9993/github-issue-lead-monitor`) Actor

Find GitHub issues that reveal bugs, feature requests, migration pain, API problems, support demand, competitor gaps, and open-source product signals.

- **URL**: https://apify.com/techionik9993/github-issue-lead-monitor.md
- **Developed by:** [Techionik](https://apify.com/techionik9993) (community)
- **Categories:** AI, MCP servers, Developer tools
- **Stats:** 1 total users, 0 monthly users, 0.0% runs succeeded, 1 bookmarks
- **User rating**: No ratings yet

## Pricing

from $1.20 / 1,000 github issue rows

This Actor is paid per event. You are not charged for the Apify platform usage, but only a fixed price for specific events.
Since this Actor supports Apify Store discounts, the price gets lower the higher subscription plan you have.

Learn more: https://docs.apify.com/platform/actors/running/actors-in-store#pay-per-event

## What's an Apify Actor?

Actors are a software tools running on the Apify platform, for all kinds of web data extraction and automation use cases.
In Batch mode, an Actor accepts a well-defined JSON input, performs an action which can take anything from a few seconds to a few hours,
and optionally produces a well-defined JSON output, datasets with results, or files in key-value store.
In Standby mode, an Actor provides a web server which can be used as a website, API, or an MCP server.
Actors are written with capital "A".

## How to integrate an Actor?

If asked about integration, you help developers integrate Actors into their projects.
You adapt to their stack and deliver integrations that are safe, well-documented, and production-ready.
The best way to integrate Actors is as follows.

In JavaScript/TypeScript projects, use official [JavaScript/TypeScript client](https://docs.apify.com/api/client/js.md):

```bash
npm install apify-client
```

In Python projects, use official [Python client library](https://docs.apify.com/api/client/python.md):

```bash
pip install apify-client
```

In shell scripts, use [Apify CLI](https://docs.apify.com/cli/docs.md):

````bash
# MacOS / Linux
curl -fsSL https://apify.com/install-cli.sh | bash
# Windows
irm https://apify.com/install-cli.ps1 | iex
```bash

In AI frameworks, you might use the [Apify MCP server](https://docs.apify.com/platform/integrations/mcp.md).

If your project is in a different language, use the [REST API](https://docs.apify.com/api/v2.md).

For usage examples, see the [API](#api) section below.

For more details, see Apify documentation as [Markdown index](https://docs.apify.com/llms.txt) and [Markdown full-text](https://docs.apify.com/llms-full.txt).


# README

## GitHub Issue Lead Monitor

Find GitHub issues that reveal bugs, feature requests, migration pain, API problems, support demand, competitor gaps, and open-source product signals.

This Actor is built for developer lead generation, product research, support monitoring, competitive intelligence, and open-source trend tracking. It uses the public GitHub Search API, so runs are fast, low-cost, and do not need a proxy by default.

### What It Returns

- GitHub issue title and URL
- Repository, issue number, state, labels, and author
- Comment count, created time, updated time, and closed time
- Source query or source repository
- Relevance score and matched source terms
- Intent score and matched bug/support/feature keywords
- Optional bot-user exclusion
- Optional issue body
- Monitoring mode for newly discovered issues

### Common Uses

- Find people struggling with a product, API, or integration
- Monitor open issues for a competitor or ecosystem
- Track migration problems after SDK/API changes
- Discover feature requests and product gaps
- Build developer prospecting lists from public issue data
- Watch open-source trends around frameworks, APIs, and tools

### Input Tips

Use specific query phrases and repositories.

Good query examples:

- `stripe webhook error`
- `shopify api issue`
- `openai api timeout`
- `postgres migration error`
- `firebase alternative`
- `hubspot api bug`

Good repository examples:

- `vercel/next.js`
- `facebook/react`
- `openai/openai-node`

Use `state = open` for fresh support/lead opportunities. Use `sort = created` for newest issues and `sort = updated` for active monitoring.

The default `minimumRelevanceScore` is 2 and `excludeBotUsers` is enabled so the output avoids generic matches and common automation accounts.

### GitHub Token

The Actor can work without a token for light public searches, but a GitHub token is recommended for reliable production runs.

GitHub's public Search API is rate-limited, and shared cloud IPs may hit that limit quickly. For 500+ result runs, frequent schedules, or many search sources, provide a GitHub token in the hidden `githubToken` input.

No proxy is needed. The token is for API rate limits, not bypassing blocks.

### Result Limits

`maxResults` is a maximum cap, not a guarantee. The Actor only writes rows that pass your relevance, state, date, and intent filters.

Use `maxResultsPerSource` when you provide several queries/repositories and want balanced output. For example, with `maxResults` set to 500 and 5 sources, set `maxResultsPerSource` to 100.

Without a GitHub token, keep runs small: one or two focused sources and lower `pagesPerSource`. With a token, larger 500+ result runs are much more reliable.

The minimum `maxResults` is 50 so runs are commercially practical and users are charged for meaningful output.

### Monitoring

Enable `monitorChanges` to compare the current run against the previous snapshot in the Actor key-value store.

When `onlyChanges` is enabled, the dataset contains only newly detected issues. When it is disabled, the dataset contains the current full result set while the change snapshot is still stored for automation.

### Proxy Use

No proxy is needed by default. This Actor uses a public API and does not run a browser, which keeps speed high and usage cost low.

### Output

Each dataset row represents one GitHub issue. The primary output event is one dataset row.

### Notes

This Actor is not affiliated with GitHub. It reads public GitHub Search API results and stores structured rows in your Apify dataset.

# Actor input Schema

## `searchQueries` (type: `array`):

GitHub issue search phrases. Use product, competitor, error, migration, alternative, or feature-request terms.
## `repositories` (type: `array`):

Optional repositories to monitor in owner/repo format. These are queried separately from general searches.
## `state` (type: `string`):

Open issues usually contain fresher lead/support opportunities.
## `sort` (type: `string`):

Updated is best for monitoring. Created is best for fresh leads.
## `maxResults` (type: `integer`):

Maximum rows to write for the whole run. The minimum is 50 for better marketplace economics.
## `maxResultsPerSource` (type: `integer`):

Optional cap per query or repository so one source does not fill the entire run. Use 0 for no source cap.
## `pagesPerSource` (type: `integer`):

How many GitHub Search API pages to scan per query or repository. Each page requests up to 100 issues.
## `daysBack` (type: `integer`):

Only include issues updated or created in the last N days. Use 0 to disable date filtering.
## `includeBody` (type: `boolean`):

Include issue body text when available. Disable for faster, lighter output.
## `excludeBotUsers` (type: `boolean`):

Skip issues opened by common bot accounts such as renovate[bot] and github-actions[bot].
## `githubToken` (type: `string`):

Recommended for reliable high-volume runs. GitHub's public Search API is rate-limited on shared cloud IPs, so use a token for 500+ result runs.
## `intentKeywords` (type: `array`):

Keywords used to score bug, support, lead, and feature-request intent.
## `minimumRelevanceScore` (type: `integer`):

Minimum number of meaningful source words that must appear in the issue title, body, repo, or labels.
## `minimumIntentScore` (type: `integer`):

Minimum number of intent keywords required. Use 0 for broad research, 1+ for stronger pain/lead signals.
## `monitorChanges` (type: `boolean`):

Compare against the previous saved snapshot and detect newly found issues.
## `onlyChanges` (type: `boolean`):

When monitoring is enabled, write only newly detected issues to the dataset.

## Actor input object example

```json
{
  "searchQueries": [
    "postgres migration error",
    "firebase alternative",
    "hubspot api bug"
  ],
  "repositories": [
    "vercel/next.js",
    "facebook/react",
    "openai/openai-node"
  ],
  "state": "open",
  "sort": "updated",
  "maxResults": 100,
  "maxResultsPerSource": 0,
  "pagesPerSource": 3,
  "daysBack": 365,
  "includeBody": false,
  "excludeBotUsers": true,
  "githubToken": "",
  "intentKeywords": [
    "bug",
    "error",
    "alternative",
    "migration"
  ],
  "minimumRelevanceScore": 2,
  "minimumIntentScore": 0,
  "monitorChanges": false,
  "onlyChanges": false
}
````

# Actor output Schema

## `results` (type: `string`):

Normal runs contain GitHub issue rows. When output-only-changes is enabled, rows contain newly detected issues.

# API

You can run this Actor programmatically using our API. Below are code examples in JavaScript, Python, and CLI, as well as the OpenAPI specification and MCP server setup.

## JavaScript example

```javascript
import { ApifyClient } from 'apify-client';

// Initialize the ApifyClient with your Apify API token
// Replace the '<YOUR_API_TOKEN>' with your token
const client = new ApifyClient({
    token: '<YOUR_API_TOKEN>',
});

// Prepare Actor input
const input = {
    "searchQueries": [
        "stripe webhook error",
        "shopify api issue",
        "openai api timeout"
    ]
};

// Run the Actor and wait for it to finish
const run = await client.actor("techionik9993/github-issue-lead-monitor").call(input);

// Fetch and print Actor results from the run's dataset (if any)
console.log('Results from dataset');
console.log(`💾 Check your data here: https://console.apify.com/storage/datasets/${run.defaultDatasetId}`);
const { items } = await client.dataset(run.defaultDatasetId).listItems();
items.forEach((item) => {
    console.dir(item);
});

// 📚 Want to learn more 📖? Go to → https://docs.apify.com/api/client/js/docs

```

## Python example

```python
from apify_client import ApifyClient

# Initialize the ApifyClient with your Apify API token
# Replace '<YOUR_API_TOKEN>' with your token.
client = ApifyClient("<YOUR_API_TOKEN>")

# Prepare the Actor input
run_input = { "searchQueries": [
        "stripe webhook error",
        "shopify api issue",
        "openai api timeout",
    ] }

# Run the Actor and wait for it to finish
run = client.actor("techionik9993/github-issue-lead-monitor").call(run_input=run_input)

# Fetch and print Actor results from the run's dataset (if there are any)
print("💾 Check your data here: https://console.apify.com/storage/datasets/" + run["defaultDatasetId"])
for item in client.dataset(run["defaultDatasetId"]).iterate_items():
    print(item)

# 📚 Want to learn more 📖? Go to → https://docs.apify.com/api/client/python/docs/quick-start

```

## CLI example

```bash
echo '{
  "searchQueries": [
    "stripe webhook error",
    "shopify api issue",
    "openai api timeout"
  ]
}' |
apify call techionik9993/github-issue-lead-monitor --silent --output-dataset

```

## MCP server setup

```json
{
    "mcpServers": {
        "apify": {
            "command": "npx",
            "args": [
                "mcp-remote",
                "https://mcp.apify.com/?tools=techionik9993/github-issue-lead-monitor",
                "--header",
                "Authorization: Bearer <YOUR_API_TOKEN>"
            ]
        }
    }
}

```

## OpenAPI specification

```json
{
    "openapi": "3.0.1",
    "info": {
        "title": "GitHub Issue Lead Monitor",
        "description": "Find GitHub issues that reveal bugs, feature requests, migration pain, API problems, support demand, competitor gaps, and open-source product signals.",
        "version": "0.0",
        "x-build-id": "CoqN7hghgKBuEDvLi"
    },
    "servers": [
        {
            "url": "https://api.apify.com/v2"
        }
    ],
    "paths": {
        "/acts/techionik9993~github-issue-lead-monitor/run-sync-get-dataset-items": {
            "post": {
                "operationId": "run-sync-get-dataset-items-techionik9993-github-issue-lead-monitor",
                "x-openai-isConsequential": false,
                "summary": "Executes an Actor, waits for its completion, and returns Actor's dataset items in response.",
                "tags": [
                    "Run Actor"
                ],
                "requestBody": {
                    "required": true,
                    "content": {
                        "application/json": {
                            "schema": {
                                "$ref": "#/components/schemas/inputSchema"
                            }
                        }
                    }
                },
                "parameters": [
                    {
                        "name": "token",
                        "in": "query",
                        "required": true,
                        "schema": {
                            "type": "string"
                        },
                        "description": "Enter your Apify token here"
                    }
                ],
                "responses": {
                    "200": {
                        "description": "OK"
                    }
                }
            }
        },
        "/acts/techionik9993~github-issue-lead-monitor/runs": {
            "post": {
                "operationId": "runs-sync-techionik9993-github-issue-lead-monitor",
                "x-openai-isConsequential": false,
                "summary": "Executes an Actor and returns information about the initiated run in response.",
                "tags": [
                    "Run Actor"
                ],
                "requestBody": {
                    "required": true,
                    "content": {
                        "application/json": {
                            "schema": {
                                "$ref": "#/components/schemas/inputSchema"
                            }
                        }
                    }
                },
                "parameters": [
                    {
                        "name": "token",
                        "in": "query",
                        "required": true,
                        "schema": {
                            "type": "string"
                        },
                        "description": "Enter your Apify token here"
                    }
                ],
                "responses": {
                    "200": {
                        "description": "OK",
                        "content": {
                            "application/json": {
                                "schema": {
                                    "$ref": "#/components/schemas/runsResponseSchema"
                                }
                            }
                        }
                    }
                }
            }
        },
        "/acts/techionik9993~github-issue-lead-monitor/run-sync": {
            "post": {
                "operationId": "run-sync-techionik9993-github-issue-lead-monitor",
                "x-openai-isConsequential": false,
                "summary": "Executes an Actor, waits for completion, and returns the OUTPUT from Key-value store in response.",
                "tags": [
                    "Run Actor"
                ],
                "requestBody": {
                    "required": true,
                    "content": {
                        "application/json": {
                            "schema": {
                                "$ref": "#/components/schemas/inputSchema"
                            }
                        }
                    }
                },
                "parameters": [
                    {
                        "name": "token",
                        "in": "query",
                        "required": true,
                        "schema": {
                            "type": "string"
                        },
                        "description": "Enter your Apify token here"
                    }
                ],
                "responses": {
                    "200": {
                        "description": "OK"
                    }
                }
            }
        }
    },
    "components": {
        "schemas": {
            "inputSchema": {
                "type": "object",
                "properties": {
                    "searchQueries": {
                        "title": "Search queries",
                        "type": "array",
                        "description": "GitHub issue search phrases. Use product, competitor, error, migration, alternative, or feature-request terms.",
                        "default": [
                            "stripe webhook error",
                            "shopify api issue",
                            "openai api timeout"
                        ],
                        "items": {
                            "type": "string"
                        }
                    },
                    "repositories": {
                        "title": "Repositories",
                        "type": "array",
                        "description": "Optional repositories to monitor in owner/repo format. These are queried separately from general searches.",
                        "default": [],
                        "items": {
                            "type": "string"
                        }
                    },
                    "state": {
                        "title": "Issue state",
                        "enum": [
                            "open",
                            "closed",
                            "all"
                        ],
                        "type": "string",
                        "description": "Open issues usually contain fresher lead/support opportunities.",
                        "default": "open"
                    },
                    "sort": {
                        "title": "Sort",
                        "enum": [
                            "updated",
                            "created",
                            "comments",
                            "reactions"
                        ],
                        "type": "string",
                        "description": "Updated is best for monitoring. Created is best for fresh leads.",
                        "default": "updated"
                    },
                    "maxResults": {
                        "title": "Max results",
                        "minimum": 50,
                        "maximum": 2000,
                        "type": "integer",
                        "description": "Maximum rows to write for the whole run. The minimum is 50 for better marketplace economics.",
                        "default": 100
                    },
                    "maxResultsPerSource": {
                        "title": "Max results per source",
                        "minimum": 0,
                        "maximum": 1000,
                        "type": "integer",
                        "description": "Optional cap per query or repository so one source does not fill the entire run. Use 0 for no source cap.",
                        "default": 0
                    },
                    "pagesPerSource": {
                        "title": "Pages per source",
                        "minimum": 1,
                        "maximum": 10,
                        "type": "integer",
                        "description": "How many GitHub Search API pages to scan per query or repository. Each page requests up to 100 issues.",
                        "default": 3
                    },
                    "daysBack": {
                        "title": "Days back",
                        "minimum": 0,
                        "maximum": 3650,
                        "type": "integer",
                        "description": "Only include issues updated or created in the last N days. Use 0 to disable date filtering.",
                        "default": 365
                    },
                    "includeBody": {
                        "title": "Include issue body",
                        "type": "boolean",
                        "description": "Include issue body text when available. Disable for faster, lighter output.",
                        "default": false
                    },
                    "excludeBotUsers": {
                        "title": "Exclude bot users",
                        "type": "boolean",
                        "description": "Skip issues opened by common bot accounts such as renovate[bot] and github-actions[bot].",
                        "default": true
                    },
                    "githubToken": {
                        "title": "GitHub token - recommended",
                        "type": "string",
                        "description": "Recommended for reliable high-volume runs. GitHub's public Search API is rate-limited on shared cloud IPs, so use a token for 500+ result runs.",
                        "default": ""
                    },
                    "intentKeywords": {
                        "title": "Intent keywords",
                        "type": "array",
                        "description": "Keywords used to score bug, support, lead, and feature-request intent.",
                        "default": [
                            "bug",
                            "error",
                            "issue",
                            "problem",
                            "fail",
                            "broken",
                            "alternative",
                            "feature request",
                            "migration",
                            "timeout",
                            "help"
                        ],
                        "items": {
                            "type": "string"
                        }
                    },
                    "minimumRelevanceScore": {
                        "title": "Minimum relevance score",
                        "minimum": 0,
                        "maximum": 10,
                        "type": "integer",
                        "description": "Minimum number of meaningful source words that must appear in the issue title, body, repo, or labels.",
                        "default": 2
                    },
                    "minimumIntentScore": {
                        "title": "Minimum intent score",
                        "minimum": 0,
                        "maximum": 10,
                        "type": "integer",
                        "description": "Minimum number of intent keywords required. Use 0 for broad research, 1+ for stronger pain/lead signals.",
                        "default": 0
                    },
                    "monitorChanges": {
                        "title": "Monitor changes since last run",
                        "type": "boolean",
                        "description": "Compare against the previous saved snapshot and detect newly found issues.",
                        "default": false
                    },
                    "onlyChanges": {
                        "title": "Output only new issues",
                        "type": "boolean",
                        "description": "When monitoring is enabled, write only newly detected issues to the dataset.",
                        "default": false
                    }
                }
            },
            "runsResponseSchema": {
                "type": "object",
                "properties": {
                    "data": {
                        "type": "object",
                        "properties": {
                            "id": {
                                "type": "string"
                            },
                            "actId": {
                                "type": "string"
                            },
                            "userId": {
                                "type": "string"
                            },
                            "startedAt": {
                                "type": "string",
                                "format": "date-time",
                                "example": "2025-01-08T00:00:00.000Z"
                            },
                            "finishedAt": {
                                "type": "string",
                                "format": "date-time",
                                "example": "2025-01-08T00:00:00.000Z"
                            },
                            "status": {
                                "type": "string",
                                "example": "READY"
                            },
                            "meta": {
                                "type": "object",
                                "properties": {
                                    "origin": {
                                        "type": "string",
                                        "example": "API"
                                    },
                                    "userAgent": {
                                        "type": "string"
                                    }
                                }
                            },
                            "stats": {
                                "type": "object",
                                "properties": {
                                    "inputBodyLen": {
                                        "type": "integer",
                                        "example": 2000
                                    },
                                    "rebootCount": {
                                        "type": "integer",
                                        "example": 0
                                    },
                                    "restartCount": {
                                        "type": "integer",
                                        "example": 0
                                    },
                                    "resurrectCount": {
                                        "type": "integer",
                                        "example": 0
                                    },
                                    "computeUnits": {
                                        "type": "integer",
                                        "example": 0
                                    }
                                }
                            },
                            "options": {
                                "type": "object",
                                "properties": {
                                    "build": {
                                        "type": "string",
                                        "example": "latest"
                                    },
                                    "timeoutSecs": {
                                        "type": "integer",
                                        "example": 300
                                    },
                                    "memoryMbytes": {
                                        "type": "integer",
                                        "example": 1024
                                    },
                                    "diskMbytes": {
                                        "type": "integer",
                                        "example": 2048
                                    }
                                }
                            },
                            "buildId": {
                                "type": "string"
                            },
                            "defaultKeyValueStoreId": {
                                "type": "string"
                            },
                            "defaultDatasetId": {
                                "type": "string"
                            },
                            "defaultRequestQueueId": {
                                "type": "string"
                            },
                            "buildNumber": {
                                "type": "string",
                                "example": "1.0.0"
                            },
                            "containerUrl": {
                                "type": "string"
                            },
                            "usage": {
                                "type": "object",
                                "properties": {
                                    "ACTOR_COMPUTE_UNITS": {
                                        "type": "integer",
                                        "example": 0
                                    },
                                    "DATASET_READS": {
                                        "type": "integer",
                                        "example": 0
                                    },
                                    "DATASET_WRITES": {
                                        "type": "integer",
                                        "example": 0
                                    },
                                    "KEY_VALUE_STORE_READS": {
                                        "type": "integer",
                                        "example": 0
                                    },
                                    "KEY_VALUE_STORE_WRITES": {
                                        "type": "integer",
                                        "example": 1
                                    },
                                    "KEY_VALUE_STORE_LISTS": {
                                        "type": "integer",
                                        "example": 0
                                    },
                                    "REQUEST_QUEUE_READS": {
                                        "type": "integer",
                                        "example": 0
                                    },
                                    "REQUEST_QUEUE_WRITES": {
                                        "type": "integer",
                                        "example": 0
                                    },
                                    "DATA_TRANSFER_INTERNAL_GBYTES": {
                                        "type": "integer",
                                        "example": 0
                                    },
                                    "DATA_TRANSFER_EXTERNAL_GBYTES": {
                                        "type": "integer",
                                        "example": 0
                                    },
                                    "PROXY_RESIDENTIAL_TRANSFER_GBYTES": {
                                        "type": "integer",
                                        "example": 0
                                    },
                                    "PROXY_SERPS": {
                                        "type": "integer",
                                        "example": 0
                                    }
                                }
                            },
                            "usageTotalUsd": {
                                "type": "number",
                                "example": 0.00005
                            },
                            "usageUsd": {
                                "type": "object",
                                "properties": {
                                    "ACTOR_COMPUTE_UNITS": {
                                        "type": "integer",
                                        "example": 0
                                    },
                                    "DATASET_READS": {
                                        "type": "integer",
                                        "example": 0
                                    },
                                    "DATASET_WRITES": {
                                        "type": "integer",
                                        "example": 0
                                    },
                                    "KEY_VALUE_STORE_READS": {
                                        "type": "integer",
                                        "example": 0
                                    },
                                    "KEY_VALUE_STORE_WRITES": {
                                        "type": "number",
                                        "example": 0.00005
                                    },
                                    "KEY_VALUE_STORE_LISTS": {
                                        "type": "integer",
                                        "example": 0
                                    },
                                    "REQUEST_QUEUE_READS": {
                                        "type": "integer",
                                        "example": 0
                                    },
                                    "REQUEST_QUEUE_WRITES": {
                                        "type": "integer",
                                        "example": 0
                                    },
                                    "DATA_TRANSFER_INTERNAL_GBYTES": {
                                        "type": "integer",
                                        "example": 0
                                    },
                                    "DATA_TRANSFER_EXTERNAL_GBYTES": {
                                        "type": "integer",
                                        "example": 0
                                    },
                                    "PROXY_RESIDENTIAL_TRANSFER_GBYTES": {
                                        "type": "integer",
                                        "example": 0
                                    },
                                    "PROXY_SERPS": {
                                        "type": "integer",
                                        "example": 0
                                    }
                                }
                            }
                        }
                    }
                }
            }
        }
    }
}
```
