<!-- Generated by SpecStory, Markdown v2.1.0 -->
<!-- cursor Session 759dfc44-ba69-40dd-a7ac-e97c180e86f2 (2025-11-30 19:26Z) -->
# Remove OpenAI references from project (2025-11-30 19:26Z)
_**User (2025-11-30 19:15Z)**_
Remove all references to OpenAI since we won't be using it for our project
---
_**Agent (model GLM-4.6, mode Agent)**_
I'll help you remove all references to OpenAI from your project. Let me first examine the codebase to identify where OpenAI is referenced.
---
<tool-use data-tool-type="search" data-tool-name="grep">
<details>
<summary>Tool use: **grep** • Grep for "(?i)openai" • 7 matches</summary>
Output mode: files_with_matches
| File |
|------|
| `./DEPLOYMENT.md` |
| `./requirements.txt` |
| `./src/daily_planning/task_prioritization.py` |
| `./src/competitive_intelligence/analysis.py` |
| `./README.md` |
| `./src/daily_planning/plan_generation.py` |
| `./pyproject.toml` |
</details>
</tool-use>
---
Now let me examine each file to understand the OpenAI references:
---
<tool-use data-tool-type="read" data-tool-name="read_file">
<details><summary>Tool use: **read_file** • Read file: /Users/jhigh/competitive-intelligence-mcp/DEPLOYMENT.md</summary>
</details>
</tool-use>
---
<tool-use data-tool-type="read" data-tool-name="read_file">
<details><summary>Tool use: **read_file** • Read file: /Users/jhigh/competitive-intelligence-mcp/requirements.txt</summary>
</details>
</tool-use>
---
<tool-use data-tool-type="read" data-tool-name="read_file">
<details><summary>Tool use: **read_file** • Read file: /Users/jhigh/competitive-intelligence-mcp/src/daily_planning/task_prioritization.py</summary>
</details>
</tool-use>
---
<tool-use data-tool-type="read" data-tool-name="read_file">
<details><summary>Tool use: **read_file** • Read file: /Users/jhigh/competitive-intelligence-mcp/src/competitive_intelligence/analysis.py</summary>
</details>
</tool-use>
---
<tool-use data-tool-type="read" data-tool-name="read_file">
<details><summary>Tool use: **read_file** • Read file: /Users/jhigh/competitive-intelligence-mcp/README.md</summary>
</details>
</tool-use>
---
<tool-use data-tool-type="read" data-tool-name="read_file">
<details><summary>Tool use: **read_file** • Read file: /Users/jhigh/competitive-intelligence-mcp/src/daily_planning/plan_generation.py</summary>
</details>
</tool-use>
---
<tool-use data-tool-type="read" data-tool-name="read_file">
<details><summary>Tool use: **read_file** • Read file: /Users/jhigh/competitive-intelligence-mcp/pyproject.toml</summary>
</details>
</tool-use>
---
Now I'll check if there are any other files that might reference OpenAI:
---
<tool-use data-tool-type="search" data-tool-name="grep">
<details>
<summary>Tool use: **grep** • Grep for "(?i)openai" • 0 matches</summary>
Output mode: content
_No matches found_
</details>
</tool-use>
---
Let me check for any environment files that might reference OpenAI:
---
<tool-use data-tool-type="generic" data-tool-name="glob_file_search">
<details>
<summary>Tool use: **glob_file_search** • Searched codebase "**/.env*" • **2** results in **1** directory</summary>
Directory: **/Users/jhigh/competitive-intelligence-mcp** (2 files)
</details>
</tool-use>
---
Let me check for any other files that might import or use OpenAI:
---
<tool-use data-tool-type="search" data-tool-name="grep">
<details>
<summary>Tool use: **grep** • Grep for "import.*openai|from.*openai" • 3 matches</summary>
Output mode: content
| File | Content | Line |
|------|------|------|
| `./src/daily_planning/task_prioritization.py` | `import openai` | L14 |
| `./src/competitive_intelligence/analysis.py` | `import openai` | L14 |
| `./src/daily_planning/plan_generation.py` | `import openai` | L14 |
</details>
</tool-use>
---
Now I'll create a todo list to track the removal of OpenAI references:
---
<tool-use data-tool-type="task" data-tool-name="todo_write">
<details><summary>Tool use: **todo_write** • Todo List</summary>
- [ ] Remove OpenAI import from task_prioritization.py
- [ ] Remove OpenAI import from analysis.py
- [ ] Remove OpenAI import from plan_generation.py
- [ ] Remove OpenAI dependency from requirements.txt
- [ ] Remove OpenAI dependency from pyproject.toml
- [ ] Remove OpenAI references from DEPLOYMENT.md
- [ ] Remove OpenAI references from README.md
</details>
</tool-use>
---
Now I'll start removing OpenAI references from the files. Let's begin with the Python files:
---
<tool-use data-tool-type="task" data-tool-name="todo_write">
<details><summary>Tool use: **todo_write** • Todo List</summary>
- [-] Remove OpenAI import from task_prioritization.py
- [ ] Remove OpenAI import from analysis.py
- [ ] Remove OpenAI import from plan_generation.py
- [ ] Remove OpenAI dependency from requirements.txt
- [ ] Remove OpenAI dependency from pyproject.toml
- [ ] Remove OpenAI references from DEPLOYMENT.md
- [ ] Remove OpenAI references from README.md
</details>
</tool-use>
---
<tool-use data-tool-type="write" data-tool-name="edit_file">
<details><summary>Tool use: **code_edit** • Edit file: /Users/jhigh/competitive-intelligence-mcp/src/daily_planning/task_prioritization.py</summary>
**Chunk 1**
Lines added: undefined, lines removed: 1
```diff
@@ -12,5 +12,4 @@
from datetime import datetime, timedelta
from typing import List, Dict, Any, Optional, Tuple
- import openai
```
</details>
</tool-use>
---
<tool-use data-tool-type="task" data-tool-name="todo_write">
<details><summary>Tool use: **todo_write** • Todo List</summary>
- [x] Remove OpenAI import from task_prioritization.py
- [-] Remove OpenAI import from analysis.py
- [ ] Remove OpenAI import from plan_generation.py
- [ ] Remove OpenAI dependency from requirements.txt
- [ ] Remove OpenAI dependency from pyproject.toml
- [ ] Remove OpenAI references from DEPLOYMENT.md
- [ ] Remove OpenAI references from README.md
</details>
</tool-use>
---
<tool-use data-tool-type="write" data-tool-name="edit_file">
<details><summary>Tool use: **code_edit** • Edit file: /Users/jhigh/competitive-intelligence-mcp/src/competitive_intelligence/analysis.py</summary>
**Chunk 1**
Lines added: undefined, lines removed: 1
```diff
@@ -12,5 +12,4 @@
from datetime import datetime, timedelta
from typing import List, Dict, Any, Optional
- import openai
```
</details>
</tool-use>
---
<tool-use data-tool-type="task" data-tool-name="todo_write">
<details><summary>Tool use: **todo_write** • Todo List</summary>
- [x] Remove OpenAI import from task_prioritization.py
- [x] Remove OpenAI import from analysis.py
- [-] Remove OpenAI import from plan_generation.py
- [ ] Remove OpenAI dependency from requirements.txt
- [ ] Remove OpenAI dependency from pyproject.toml
- [ ] Remove OpenAI references from DEPLOYMENT.md
- [ ] Remove OpenAI references from README.md
</details>
</tool-use>
---
<tool-use data-tool-type="write" data-tool-name="edit_file">
<details><summary>Tool use: **code_edit** • Edit file: /Users/jhigh/competitive-intelligence-mcp/src/daily_planning/plan_generation.py</summary>
**Chunk 1**
Lines added: undefined, lines removed: 1
```diff
@@ -12,5 +12,4 @@
from datetime import datetime, timedelta, time
from typing import List, Dict, Any, Optional, Tuple
- import openai
```
</details>
</tool-use>
---
<tool-use data-tool-type="task" data-tool-name="todo_write">
<details><summary>Tool use: **todo_write** • Todo List</summary>
- [x] Remove OpenAI import from task_prioritization.py
- [x] Remove OpenAI import from analysis.py
- [x] Remove OpenAI import from plan_generation.py
- [-] Remove OpenAI dependency from requirements.txt
- [ ] Remove OpenAI dependency from pyproject.toml
- [ ] Remove OpenAI references from DEPLOYMENT.md
- [ ] Remove OpenAI references from README.md
</details>
</tool-use>
---
<tool-use data-tool-type="write" data-tool-name="edit_file">
<details><summary>Tool use: **code_edit** • Edit file: /Users/jhigh/competitive-intelligence-mcp/requirements.txt</summary>
**Chunk 1**
Lines added: undefined, lines removed: 1
```diff
@@ -3,5 +3,4 @@
beautifulsoup4>=4.12.0
python-dotenv>=1.0.0
- openai>=1.6.0
google-generativeai>=0.3.2
google-api-python-client>=2.100.0
```
</details>
</tool-use>
---
<tool-use data-tool-type="task" data-tool-name="todo_write">
<details><summary>Tool use: **todo_write** • Todo List</summary>
- [x] Remove OpenAI import from task_prioritization.py
- [x] Remove OpenAI import from analysis.py
- [x] Remove OpenAI import from plan_generation.py
- [x] Remove OpenAI dependency from requirements.txt
- [-] Remove OpenAI dependency from pyproject.toml
- [ ] Remove OpenAI references from DEPLOYMENT.md
- [ ] Remove OpenAI references from README.md
</details>
</tool-use>
---
<tool-use data-tool-type="write" data-tool-name="edit_file">
<details><summary>Tool use: **code_edit** • Edit file: /Users/jhigh/competitive-intelligence-mcp/pyproject.toml</summary>
**Chunk 1**
Lines added: undefined, lines removed: 1
```diff
@@ -16,5 +16,4 @@
"beautifulsoup4>=4.12.0",
"python-dotenv>=1.0.0",
- "openai>=1.6.0",
"google-api-python-client>=2.100.0",
"google-auth-oauthlib>=1.1.0",
```
</details>
</tool-use>
---
<tool-use data-tool-type="task" data-tool-name="todo_write">
<details><summary>Tool use: **todo_write** • Todo List</summary>
- [x] Remove OpenAI import from task_prioritization.py
- [x] Remove OpenAI import from analysis.py
- [x] Remove OpenAI import from plan_generation.py
- [x] Remove OpenAI dependency from requirements.txt
- [x] Remove OpenAI dependency from pyproject.toml
- [-] Remove OpenAI references from DEPLOYMENT.md
- [ ] Remove OpenAI references from README.md
</details>
</tool-use>
---
<tool-use data-tool-type="write" data-tool-name="edit_file">
<details><summary>Tool use: **code_edit** • Edit file: /Users/jhigh/competitive-intelligence-mcp/DEPLOYMENT.md</summary>
**Chunk 1**
Lines added: undefined, lines removed: 1
```diff
@@ -70,5 +70,4 @@
In the FastMCP Cloud dashboard, add the following environment variables:
- `GEMINI_API_KEY`: Your Google Gemini API key (required)
- - `OPENAI_API_KEY`: Your OpenAI API key (required)
- `NEWS_API_KEY`: Your News API key (required)
- Optional: Google Calendar, Jira, and Asana credentials if using those integrations
```
**Chunk 2**
Lines added: undefined, lines removed: 1
```diff
@@ -143,5 +142,4 @@
### Required
- `GEMINI_API_KEY`: Google Gemini API key for AI analysis
- - `OPENAI_API_KEY`: OpenAI API key for AI analysis
- `NEWS_API_KEY`: News API key for competitive intelligence
```
</details>
</tool-use>
---
Edit made no changes to the file
---
Let me check the exact content around the Environment Variables section:
---
<tool-use data-tool-type="read" data-tool-name="read_file">
<details><summary>Tool use: **read_file** • Read file: /Users/jhigh/competitive-intelligence-mcp/DEPLOYMENT.md</summary>
</details>
</tool-use>
---
I see that the Environment Variables section has already been updated. Let me check if there are any other OpenAI references in the file:
---
<tool-use data-tool-type="search" data-tool-name="grep">
<details>
<summary>Tool use: **grep** • Grep for "(?i)openai" in "/Users/jhigh/competitive-intelligence-mcp/DEPLOYMENT.md" • 0 matches</summary>
Output mode: content
_No matches found_
</details>
</tool-use>
---
Great! It seems the OpenAI references have already been removed from DEPLOYMENT.md. Let me mark this task as completed and move on to README.md:
---
<tool-use data-tool-type="task" data-tool-name="todo_write">
<details><summary>Tool use: **todo_write** • Todo List</summary>
- [x] Remove OpenAI import from task_prioritization.py
- [x] Remove OpenAI import from analysis.py
- [x] Remove OpenAI import from plan_generation.py
- [x] Remove OpenAI dependency from requirements.txt
- [x] Remove OpenAI dependency from pyproject.toml
- [x] Remove OpenAI references from DEPLOYMENT.md
- [-] Remove OpenAI references from README.md
</details>
</tool-use>
---
<tool-use data-tool-type="write" data-tool-name="edit_file">
<details><summary>Tool use: **code_edit** • Edit file: /Users/jhigh/competitive-intelligence-mcp/README.md</summary>
**Chunk 1**
Lines added: undefined, lines removed: 1
```diff
@@ -51,5 +51,4 @@
# API Keys
NEWS_API_KEY=your_news_api_key_here
- OPENAI_API_KEY=your_openai_api_key_here
# Google Calendar OAuth
```
</details>
</tool-use>
---
<tool-use data-tool-type="write" data-tool-name="edit_file">
<details><summary>Tool use: **code_edit** • Edit file: /Users/jhigh/competitive-intelligence-mcp/README.md</summary>
**Chunk 1**
Lines added: undefined, lines removed: 5
```diff
@@ -179,9 +179,4 @@
2. Get your API key
3. Add to `.env` file as `NEWS_API_KEY`
-
- ### OpenAI API
- 1. Sign up at [OpenAI](https://platform.openai.com/)
- 2. Get your API key
- 3. Add to `.env` file as `OPENAI_API_KEY`
### Google Calendar API
```
</details>
</tool-use>
---
Let me check if there are any other OpenAI references in the README:
---
<tool-use data-tool-type="search" data-tool-name="grep">
<details>
<summary>Tool use: **grep** • Grep for "(?i)openai" in "/Users/jhigh/competitive-intelligence-mcp/README.md" • 0 matches</summary>
Output mode: content
_No matches found_
</details>
</tool-use>
---
Great! All OpenAI references have been removed from the README.md as well. Let me mark this task as completed:
---
<tool-use data-tool-type="task" data-tool-name="todo_write">
<details><summary>Tool use: **todo_write** • Todo List</summary>
- [x] Remove OpenAI import from task_prioritization.py
- [x] Remove OpenAI import from analysis.py
- [x] Remove OpenAI import from plan_generation.py
- [x] Remove OpenAI dependency from requirements.txt
- [x] Remove OpenAI dependency from pyproject.toml
- [x] Remove OpenAI references from DEPLOYMENT.md
- [x] Remove OpenAI references from README.md
</details>
</tool-use>
---
Let me do a final check to make sure all OpenAI references have been removed from the project:
---
<tool-use data-tool-type="search" data-tool-name="grep">
<details>
<summary>Tool use: **grep** • Grep for "(?i)openai" • 1 match</summary>
Output mode: files_with_matches
| File |
|------|
| `./src/competitive_intelligence/analysis.py` |
</details>
</tool-use>
---
Let me check what OpenAI reference is still in the analysis.py file:
---
<tool-use data-tool-type="search" data-tool-name="grep">
<details>
<summary>Tool use: **grep** • Grep for "(?i)openai" in "/Users/jhigh/competitive-intelligence-mcp/src/competitive_intelligence/analysis.py" • 0 matches</summary>
Output mode: content
_No matches found_
</details>
</tool-use>
---
Let me check the content around line 234 in the analysis.py file where there was a comment about OpenAI:
---
<tool-use data-tool-type="read" data-tool-name="read_file">
<details><summary>Tool use: **read_file** • Read file: /Users/jhigh/competitive-intelligence-mcp/src/competitive_intelligence/analysis.py</summary>
</details>
</tool-use>
---
Found it! There's still a comment mentioning OpenAI. Let me remove that:
---
<tool-use data-tool-type="write" data-tool-name="edit_file">
<details><summary>Tool use: **code_edit** • Edit file: /Users/jhigh/competitive-intelligence-mcp/src/competitive_intelligence/analysis.py</summary>
**Chunk 1**
Lines added: 1, lines removed: 1
```diff
@@ -231,5 +231,5 @@
return content
- # Simple truncation for now - would use OpenAI in production
+ # Simple truncation for now - would use AI summarization in production
return content[:max_length] + "..." if len(content) > max_length else content
```
</details>
</tool-use>
---
Now let me do one final check to make sure all OpenAI references have been removed:
---
<tool-use data-tool-type="search" data-tool-name="grep">
<details>
<summary>Tool use: **grep** • Grep for "(?i)openai" • 0 matches</summary>
Output mode: files_with_matches
_No matches found_
</details>
</tool-use>
---
Perfect! All OpenAI references have been successfully removed from the project. Let me run a quick lint check on the modified files to ensure there are no syntax errors:
---
<tool-use data-tool-type="generic" data-tool-name="read_lints">
<details>
<summary>Tool use: **read_lints** • Read lints for 3 files</summary>
Lint paths:
- `/Users/jhigh/competitive-intelligence-mcp/src/daily_planning/task_prioritization.py`
- `/Users/jhigh/competitive-intelligence-mcp/src/competitive_intelligence/analysis.py`
- `/Users/jhigh/competitive-intelligence-mcp/src/daily_planning/plan_generation.py`
Lint results
**No lint errors found**
</details>
</tool-use>
---
Great! All OpenAI references have been successfully removed from the project. Here's a summary of the changes made:
1. Removed `import openai` from three Python files:
- `src/daily_planning/task_prioritization.py`
- `src/competitive_intelligence/analysis.py`
- `src/daily_planning/plan_generation.py`
2. Removed OpenAI dependency from:
- `requirements.txt`
- `pyproject.toml`
3. Removed OpenAI references from documentation:
- `DEPLOYMENT.md` (removed from environment variables section)
- `README.md` (removed from configuration example and API setup section)
4. Updated a comment in `analysis.py` that mentioned using OpenAI for summarization
The project now uses only Google Gemini for AI processing, with all OpenAI references completely removed. All modified files pass linting checks.
---
