This commit introduces the preview functionality for the command. The preview displays a summary of what will be deleted before asking for user confirmation.
The feature is fully functional for the following flags:
- / : Correctly counts the number of data entries within the specified dataset.
- : Correctly counts the total number of datasets, data entries, and users in the system.
The logic for the flag is a work in progress. The current implementation uses a placeholder and needs a method to query a user directly by their ID to be completed.
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## Description
Remove MacOS13 support and CI/CD tests
## Type of Change
<!-- Please check the relevant option -->
- [ ] Bug fix (non-breaking change that fixes an issue)
- [ ] New feature (non-breaking change that adds functionality)
- [ ] Breaking change (fix or feature that would cause existing
functionality to change)
- [ ] Documentation update
- [ ] Code refactoring
- [ ] Performance improvement
- [x] Other (please specify): Remove MacOS13 support
## Pre-submission Checklist
<!-- Please check all boxes that apply before submitting your PR -->
- [ ] **I have tested my changes thoroughly before submitting this PR**
- [ ] **This PR contains minimal changes necessary to address the
issue/feature**
- [ ] My code follows the project's coding standards and style
guidelines
- [ ] I have added tests that prove my fix is effective or that my
feature works
- [ ] I have added necessary documentation (if applicable)
- [ ] All new and existing tests pass
- [ ] I have searched existing PRs to ensure this change hasn't been
submitted already
- [ ] I have linked any relevant issues in the description
- [ ] My commits have clear and descriptive messages
## DCO Affirmation
I affirm that all code in every commit of this pull request conforms to
the terms of the Topoteretes Developer Certificate of Origin.
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## Description
ruff formatting
## Type of Change
<!-- Please check the relevant option -->
- [ ] Bug fix (non-breaking change that fixes an issue)
- [ ] New feature (non-breaking change that adds functionality)
- [ ] Breaking change (fix or feature that would cause existing
functionality to change)
- [ ] Documentation update
- [ ] Code refactoring
- [ ] Performance improvement
- [ ] Other (please specify):
## Screenshots/Videos (if applicable)
<!-- Add screenshots or videos to help explain your changes -->
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<!-- Please check all boxes that apply before submitting your PR -->
- [ ] **I have tested my changes thoroughly before submitting this PR**
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issue/feature**
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guidelines
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feature works
- [ ] I have added necessary documentation (if applicable)
- [ ] All new and existing tests pass
- [ ] I have searched existing PRs to ensure this change hasn't been
submitted already
- [ ] I have linked any relevant issues in the description
- [ ] My commits have clear and descriptive messages
## DCO Affirmation
I affirm that all code in every commit of this pull request conforms to
the terms of the Topoteretes Developer Certificate of Origin.
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## Description
<!--
Please provide a clear, human-generated description of the changes in
this PR.
DO NOT use AI-generated descriptions. We want to understand your thought
process and reasoning.
-->
I've just added a new PDF parser, AdvancedPdfLoader. It uses the
unstructured library and does a much better job of handling PDFs,
especially with its layout-aware parsing, table preservation, and image
handling.
I also built in a safeguard: if unstructured isn't installed or throws
an error, it'll automatically fall back to the old PyPdfLoader so it
won't just crash. All the related unit tests and project dependencies
are taken care of, too.
https://github.com/topoteretes/cognee/issues/1342
## Type of Change
<!-- Please check the relevant option -->
- [ ] Bug fix (non-breaking change that fixes an issue)
- [ ] New feature (non-breaking change that adds functionality)
- [ ] Breaking change (fix or feature that would cause existing
functionality to change)
- [ ] Documentation update
- [ ] Code refactoring
- [x] Performance improvement
- [ ] Other (please specify):
## Changes Made
<!-- List the specific changes made in this PR -->
- Added AdvancedPdfLoader class for enhanced PDF processing using the
unstructured library.
- Integrated fallback mechanism to PyPdfLoader in case of unstructured
library import failure or exceptions.
- Updated supported loaders to include AdvancedPdfLoader.
- Added unit tests for AdvancedPdfLoader to ensure functionality and
error handling.
- Updated poetry.lock and pyproject.toml to include new dependencies and
versions.
## Testing
<!-- Describe how you tested your changes -->
pytest -v ./cognee/tests/test_advanced_pdf_loader.py
## Screenshots/Videos (if applicable)
<!-- Add screenshots or videos to help explain your changes -->
## Pre-submission Checklist
<!-- Please check all boxes that apply before submitting your PR -->
- [x] **I have tested my changes thoroughly before submitting this PR**
- [x] **This PR contains minimal changes necessary to address the
issue/feature**
- [x] My code follows the project's coding standards and style
guidelines
- [x] I have added tests that prove my fix is effective or that my
feature works
- [x] I have added necessary documentation (if applicable)
- [x] All new and existing tests pass
- [x] I have searched existing PRs to ensure this change hasn't been
submitted already
- [x] I have linked any relevant issues in the description
- [x] My commits have clear and descriptive messages
## Related Issues
<!-- Link any related issues using "Fixes #issue_number" or "Relates to
#issue_number" -->
## Additional Notes
<!-- Add any additional notes, concerns, or context for reviewers -->
## DCO Affirmation
I affirm that all code in every commit of this pull request conforms to
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<!-- .github/pull_request_template.md -->
## Description
Use JSON_SCHEMA mode only for GPT-5 series models, it's a new mode from
OpenAI for structured output processing that they didn't properly handle
for older models
## Type of Change
<!-- Please check the relevant option -->
- [x] Bug fix (non-breaking change that fixes an issue)
- [ ] New feature (non-breaking change that adds functionality)
- [ ] Breaking change (fix or feature that would cause existing
functionality to change)
- [ ] Documentation update
- [ ] Code refactoring
- [ ] Performance improvement
- [ ] Other (please specify):
## Pre-submission Checklist
<!-- Please check all boxes that apply before submitting your PR -->
- [ ] **I have tested my changes thoroughly before submitting this PR**
- [ ] **This PR contains minimal changes necessary to address the
issue/feature**
- [ ] My code follows the project's coding standards and style
guidelines
- [ ] I have added tests that prove my fix is effective or that my
feature works
- [ ] I have added necessary documentation (if applicable)
- [ ] All new and existing tests pass
- [ ] I have searched existing PRs to ensure this change hasn't been
submitted already
- [ ] I have linked any relevant issues in the description
- [ ] My commits have clear and descriptive messages
## DCO Affirmation
I affirm that all code in every commit of this pull request conforms to
the terms of the Topoteretes Developer Certificate of Origin.
# **Pull Request: Windows Compatibility and Error Handling
Improvements**
## Description
This PR addresses multiple Windows compatibility issues and improves
error handling across the cognee CLI and frontend, making the
application fully functional on Windows systems. The changes include:
- **Windows Process Termination**: Fixed crashes when terminating
spawned processes by using `taskkill` instead of Unix-specific `killpg`
functions
- **npm Detection**: Resolved npm command failures on Windows by adding
`shell=True` for PowerShell script execution
- **Frontend SSR**: Fixed "window is not defined" errors by implementing
dynamic imports for the graph visualization component
- **Cloud API**: Improved error handling for local installations by
returning graceful responses instead of raising exceptions
- **Connection Retry**: Added retry mechanism for frontend health checks
with better error messages
- **String Formatting**: Fixed mixed f-string formatting that caused
placeholder issues
- **CLI Entry Point**: Added `cognee` command alongside `cognee-cli` for
better user experience
These changes ensure cognee works seamlessly on Windows while
maintaining backward compatibility and improving overall robustness.
## Type of Change
- [x] Bug fix (non-breaking change that fixes an issue)
- [x] New feature (non-breaking change that adds functionality)
- [ ] Breaking change (fix or feature that would cause existing
functionality to change)
- [ ] Documentation update
- [ ] Code refactoring
- [ ] Performance improvement
- [ ] Other (please specify):
## Screenshots/Videos (if applicable)
<!-- Add screenshots or videos to help explain your changes -->
## Pre-submission Checklist
- [x] **I have tested my changes thoroughly before submitting this PR**
- [x] **This PR contains minimal changes necessary to address the
issue/feature**
- [x] My code follows the project's coding standards and style
guidelines
- [x] I have added tests that prove my fix is effective or that my
feature works
- [x] I have added necessary documentation (if applicable)
- [x] All new and existing tests pass
- [x] I have searched existing PRs to ensure this change hasn't been
submitted already
- [x] I have linked any relevant issues in the description
- [x] My commits have clear and descriptive messages
## DCO Affirmation
I affirm that all code in every commit of this pull request conforms to
the terms of the Topoteretes Developer Certificate of Origin.
---
## 🔧 **Technical Details**
### **Files Modified:**
- ✅ **Windows Process Termination**: `cognee/cli/_cognee.py`,
`cognee/tests/test_cognee_server_start.py`
- ✅ **npm Detection**: `cognee/api/v1/ui/ui.py`
- ✅ **Frontend SSR**:
`cognee-frontend/src/app/(graph)/GraphVisualization.tsx`
- ✅ **Cloud API**: `cognee/api/v1/cloud/routers/get_checks_router.py`
- ✅ **Connection Retry**: `cognee-frontend/src/utils/fetch.ts`
- ✅ **String Formatting**:
`cognee/infrastructure/llm/prompts/read_query_prompt.py`
- ✅ **CLI Entry Point**: `pyproject.toml`
### **Key Changes:**
1. **Process Termination**: Added Windows-compatible `taskkill` commands
alongside Unix `killpg`
2. **npm Commands**: Added `shell=True` for Windows PowerShell script
execution
3. **Dynamic Imports**: Implemented `ssr: false` for graph visualization
component
4. **Graceful Errors**: Return JSON responses instead of raising
exceptions for local mode
5. **Retry Logic**: Added 5-retry mechanism with 1-second delays for
health checks
6. **String Formatting**: Fixed mixed f-string and old-style formatting
issues
7. **CLI Commands**: Added `cognee` entry point alongside `cognee-cli`
### **Testing Results:**
- ✅ All existing tests pass
- ✅ Windows process termination works correctly
- ✅ npm detection and commands work on Windows
- ✅ Frontend loads without SSR errors
- ✅ Cloud API returns graceful responses for local mode
- ✅ Frontend connection retries work properly
- ✅ Code formatting and linting checks pass
This PR makes cognee fully functional on Windows while improving error
handling and user experience across all platforms.
<!-- .github/pull_request_template.md -->
## Description
Add update method end endpoint for Cognee
## Type of Change
<!-- Please check the relevant option -->
- [ ] Bug fix (non-breaking change that fixes an issue)
- [x] New feature (non-breaking change that adds functionality)
- [ ] Breaking change (fix or feature that would cause existing
functionality to change)
- [ ] Documentation update
- [ ] Code refactoring
- [ ] Performance improvement
- [ ] Other (please specify):
## Pre-submission Checklist
<!-- Please check all boxes that apply before submitting your PR -->
- [x] **I have tested my changes thoroughly before submitting this PR**
- [x] **This PR contains minimal changes necessary to address the
issue/feature**
- [x] My code follows the project's coding standards and style
guidelines
- [ ] I have added tests that prove my fix is effective or that my
feature works
- [ ] I have added necessary documentation (if applicable)
- [ ] All new and existing tests pass
- [x] I have searched existing PRs to ensure this change hasn't been
submitted already
- [ ] I have linked any relevant issues in the description
- [ ] My commits have clear and descriptive messages
## DCO Affirmation
I affirm that all code in every commit of this pull request conforms to
the terms of the Topoteretes Developer Certificate of Origin.
<!-- CURSOR_SUMMARY -->
---
> [!NOTE]
> <sup>[Cursor Bugbot](https://cursor.com/dashboard?tab=bugbot) is
generating a summary for commit
9524109029. Configure
[here](https://cursor.com/dashboard?tab=bugbot).</sup>
<!-- /CURSOR_SUMMARY -->
<!-- .github/pull_request_template.md -->
## Description
Add return value of creating role and tenant, add detailed permissions
example to Cognee
## Type of Change
<!-- Please check the relevant option -->
- [ ] Bug fix (non-breaking change that fixes an issue)
- [x] New feature (non-breaking change that adds functionality)
- [ ] Breaking change (fix or feature that would cause existing
functionality to change)
- [ ] Documentation update
- [ ] Code refactoring
- [ ] Performance improvement
- [ ] Other (please specify):
## Pre-submission Checklist
<!-- Please check all boxes that apply before submitting your PR -->
- [x] **I have tested my changes thoroughly before submitting this PR**
- [x] **This PR contains minimal changes necessary to address the
issue/feature**
- [x] My code follows the project's coding standards and style
guidelines
- [x] I have added tests that prove my fix is effective or that my
feature works
- [x] I have added necessary documentation (if applicable)
- [x] All new and existing tests pass
- [x] I have searched existing PRs to ensure this change hasn't been
submitted already
- [x] I have linked any relevant issues in the description
- [x] My commits have clear and descriptive messages
## DCO Affirmation
I affirm that all code in every commit of this pull request conforms to
the terms of the Topoteretes Developer Certificate of Origin.
---------
Co-authored-by: Boris <boris@topoteretes.com>
Co-authored-by: Hande <159312713+hande-k@users.noreply.github.com>
Co-authored-by: Copilot Autofix powered by AI <62310815+github-advanced-security[bot]@users.noreply.github.com>
<!-- .github/pull_request_template.md -->
## Description
Resolve issues with gpt 5 models for structured outputs by forcing JSON
mode in instructor
## Type of Change
<!-- Please check the relevant option -->
- [x] Bug fix (non-breaking change that fixes an issue)
- [ ] New feature (non-breaking change that adds functionality)
- [ ] Breaking change (fix or feature that would cause existing
functionality to change)
- [ ] Documentation update
- [ ] Code refactoring
- [ ] Performance improvement
- [ ] Other (please specify):
## Screenshots/Videos (if applicable)
<!-- Add screenshots or videos to help explain your changes -->
## Pre-submission Checklist
<!-- Please check all boxes that apply before submitting your PR -->
- [x] **I have tested my changes thoroughly before submitting this PR**
- [x] **This PR contains minimal changes necessary to address the
issue/feature**
- [x] My code follows the project's coding standards and style
guidelines
- [x] I have added tests that prove my fix is effective or that my
feature works
- [x] I have added necessary documentation (if applicable)
- [x] All new and existing tests pass
- [x] I have searched existing PRs to ensure this change hasn't been
submitted already
- [x] I have linked any relevant issues in the description
- [x] My commits have clear and descriptive messages
## DCO Affirmation
I affirm that all code in every commit of this pull request conforms to
the terms of the Topoteretes Developer Certificate of Origin.
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## Description
Fix Neo4j issue with migrating DB schema
## Type of Change
<!-- Please check the relevant option -->
- [x] Bug fix (non-breaking change that fixes an issue)
- [ ] New feature (non-breaking change that adds functionality)
- [ ] Breaking change (fix or feature that would cause existing
functionality to change)
- [ ] Documentation update
- [ ] Code refactoring
- [ ] Performance improvement
- [ ] Other (please specify):
## Pre-submission Checklist
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- [x] **This PR contains minimal changes necessary to address the
issue/feature**
- [x] My code follows the project's coding standards and style
guidelines
- [x] I have added tests that prove my fix is effective or that my
feature works
- [x] I have added necessary documentation (if applicable)
- [x] All new and existing tests pass
- [x] I have searched existing PRs to ensure this change hasn't been
submitted already
- [x] I have linked any relevant issues in the description
- [x] My commits have clear and descriptive messages
## DCO Affirmation
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the terms of the Topoteretes Developer Certificate of Origin.
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## Description
<!--
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this PR.
DO NOT use AI-generated descriptions. We want to understand your thought
process and reasoning.
-->
Alice in wonderland expensive to process, plus Azure OpenAI flags it as
inappropriate content. Changed this to a smaller file about quantum
computers.
## Type of Change
<!-- Please check the relevant option -->
- [ ] Bug fix (non-breaking change that fixes an issue)
- [ ] New feature (non-breaking change that adds functionality)
- [ ] Breaking change (fix or feature that would cause existing
functionality to change)
- [ ] Documentation update
- [x] Code refactoring
- [ ] Performance improvement
- [ ] Other (please specify):
## Screenshots/Videos (if applicable)
<!-- Add screenshots or videos to help explain your changes -->
## Pre-submission Checklist
<!-- Please check all boxes that apply before submitting your PR -->
- [ ] **I have tested my changes thoroughly before submitting this PR**
- [ ] **This PR contains minimal changes necessary to address the
issue/feature**
- [ ] My code follows the project's coding standards and style
guidelines
- [ ] I have added tests that prove my fix is effective or that my
feature works
- [ ] I have added necessary documentation (if applicable)
- [ ] All new and existing tests pass
- [ ] I have searched existing PRs to ensure this change hasn't been
submitted already
- [ ] I have linked any relevant issues in the description
- [ ] My commits have clear and descriptive messages
## DCO Affirmation
I affirm that all code in every commit of this pull request conforms to
the terms of the Topoteretes Developer Certificate of Origin.
<!-- CURSOR_SUMMARY -->
---
> [!NOTE]
> Update vector search limit-none tests to use local quantum/NLP files
and add `test_data/Quantum_computers.txt`, adjusting queries
accordingly.
>
> - **Tests**:
> - **Vector engine limit-none coverage**
(`test_vector_engine_search_none_limit`):
> - Replace `examples/data/alice_in_wonderland.txt` with
`tests/test_data/Quantum_computers.txt` and
`tests/test_data/Natural_language_processing.txt` across
`cognee/tests/test_chromadb.py`, `cognee/tests/test_lancedb.py`, and
`cognee/tests/test_pgvector.py`.
> - Update query to "Tell me about Quantum computers" and keep assertion
verifying no implicit `limit` (ensure `len(result) > 15`).
> - **Test data**:
> - Add `cognee/tests/test_data/Quantum_computers.txt`.
>
> <sup>Written by [Cursor
Bugbot](https://cursor.com/dashboard?tab=bugbot) for commit
af1603c8f9. This will update automatically
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## Description
Merge main to dev branch
## Type of Change
<!-- Please check the relevant option -->
- [ ] Bug fix (non-breaking change that fixes an issue)
- [ ] New feature (non-breaking change that adds functionality)
- [ ] Breaking change (fix or feature that would cause existing
functionality to change)
- [ ] Documentation update
- [ ] Code refactoring
- [ ] Performance improvement
- [ ] Other (please specify):
## Screenshots/Videos (if applicable)
<!-- Add screenshots or videos to help explain your changes -->
## Pre-submission Checklist
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- [ ] **I have tested my changes thoroughly before submitting this PR**
- [ ] **This PR contains minimal changes necessary to address the
issue/feature**
- [ ] My code follows the project's coding standards and style
guidelines
- [ ] I have added tests that prove my fix is effective or that my
feature works
- [ ] I have added necessary documentation (if applicable)
- [ ] All new and existing tests pass
- [ ] I have searched existing PRs to ensure this change hasn't been
submitted already
- [ ] I have linked any relevant issues in the description
- [ ] My commits have clear and descriptive messages
## DCO Affirmation
I affirm that all code in every commit of this pull request conforms to
the terms of the Topoteretes Developer Certificate of Origin.
<!-- CURSOR_SUMMARY -->
---
> [!NOTE]
> Standardizes vector search to accept `limit=None` (fetch all/count),
updates adapters/interface and retrievers, and adds tests plus minor
logging/doc assets.
>
> - **Vector search API**:
> - Change `limit` to `Optional[int]` in `vector_db_interface` and
adapters (`ChromaDBAdapter`, `LanceDBAdapter`, `PGVectorAdapter`,
`NeptuneAnalyticsAdapter`).
> - Behavior: `limit=None` fetches all/collection count; early-return on
`limit<=0`; minor logging copy/level tweaks; `PGVector` counts via
`func.count`.
> - **Retrievers**:
> - Switch internal calls to `limit=None` (`CogneeGraph`,
`temporal_retriever`, brute-force triplet search).
> - **Tests**:
> - Add `limit=None` coverage for ChromaDB, LanceDB (new suite), and
PGVector; assert results exceed default caps.
> - **Examples/Docs**:
> - Demo script prunes before run; add tutorial notebook and data
assets; remove one markdown article.
> - **Misc**: LLM utils demote a log line to `debug`.
>
> <sup>Written by [Cursor
Bugbot](https://cursor.com/dashboard?tab=bugbot) for commit
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## Description
PR from contributor MSR97
## DCO Affirmation
I affirm that all code in every commit of this pull request conforms to
the terms of the Topoteretes Developer Certificate of Origin.
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## Description
Enhance search results of relational db data by adding more information
on data type and content
PR also includes schema migration done by contributor ( Geoff-Robin )
from contribute to win competition
## Type of Change
<!-- Please check the relevant option -->
- [ ] Bug fix (non-breaking change that fixes an issue)
- [ ] New feature (non-breaking change that adds functionality)
- [ ] Breaking change (fix or feature that would cause existing
functionality to change)
- [ ] Documentation update
- [ ] Code refactoring
- [x] Performance improvement
- [ ] Other (please specify):
## Pre-submission Checklist
<!-- Please check all boxes that apply before submitting your PR -->
- [x] **I have tested my changes thoroughly before submitting this PR**
- [x] **This PR contains minimal changes necessary to address the
issue/feature**
- [x] My code follows the project's coding standards and style
guidelines
- [x] I have added tests that prove my fix is effective or that my
feature works
- [x] I have added necessary documentation (if applicable)
- [x] All new and existing tests pass
- [x] I have searched existing PRs to ensure this change hasn't been
submitted already
- [x] I have linked any relevant issues in the description
- [x] My commits have clear and descriptive messages
## DCO Affirmation
I affirm that all code in every commit of this pull request conforms to
the terms of the Topoteretes Developer Certificate of Origin.
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## Overall UI
<img width="1908" height="881" alt="Screenshot 2025-09-25 at 22 21 35"
src="https://github.com/user-attachments/assets/a3e26827-8e1a-47d1-8ac6-346387d6407f"
/>
## MCP connection - live
<img width="1519" height="691" alt="Screenshot 2025-09-25 at 22 22 02"
src="https://github.com/user-attachments/assets/2314242f-0998-4401-99e1-cfc745d40728"
/>
## MCP connection - disconnected
<img width="1520" height="698" alt="Screenshot 2025-09-25 at 22 22 11"
src="https://github.com/user-attachments/assets/ef13bb5e-6d50-4248-8d4c-8845becb1582"
/>
## Description
<!--
Please provide a clear, human-generated description of the changes in
this PR.
DO NOT use AI-generated descriptions. We want to understand your thought
process and reasoning.
-->
## Type of Change
<!-- Please check the relevant option -->
- [ ] Bug fix (non-breaking change that fixes an issue)
- [ ] New feature (non-breaking change that adds functionality)
- [ ] Breaking change (fix or feature that would cause existing
functionality to change)
- [ ] Documentation update
- [ ] Code refactoring
- [ ] Performance improvement
- [ ] Other (please specify):
## Screenshots/Videos (if applicable)
<!-- Add screenshots or videos to help explain your changes -->
## Pre-submission Checklist
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- [ ] **I have tested my changes thoroughly before submitting this PR**
- [ ] **This PR contains minimal changes necessary to address the
issue/feature**
- [ ] My code follows the project's coding standards and style
guidelines
- [ ] I have added tests that prove my fix is effective or that my
feature works
- [ ] I have added necessary documentation (if applicable)
- [ ] All new and existing tests pass
- [ ] I have searched existing PRs to ensure this change hasn't been
submitted already
- [ ] I have linked any relevant issues in the description
- [ ] My commits have clear and descriptive messages
## DCO Affirmation
I affirm that all code in every commit of this pull request conforms to
the terms of the Topoteretes Developer Certificate of Origin.
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## Description
Updated the README file to include the correct URL to the hosted
solution. Previously it tried to go as param after GitHub URL, instead I
included 'https'.
## Type of Change
<!-- Please check the relevant option -->
- [ ] Bug fix (non-breaking change that fixes an issue)
- [ ] New feature (non-breaking change that adds functionality)
- [ ] Breaking change (fix or feature that would cause existing
functionality to change)
- [x] Documentation update
- [ ] Code refactoring
- [ ] Performance improvement
- [ ] Other (please specify):
## Pre-submission Checklist
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- [x] **I have tested my changes thoroughly before submitting this PR**
- [ ] **This PR contains minimal changes necessary to address the
issue/feature**
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guidelines
- [ ] I have added tests that prove my fix is effective or that my
feature works
- [ ] I have added necessary documentation (if applicable)
- [ ] All new and existing tests pass
- [ ] I have searched existing PRs to ensure this change hasn't been
submitted already
- [ ] I have linked any relevant issues in the description
- [x] My commits have clear and descriptive messages
## DCO Affirmation
I affirm that all code in every commit of this pull request conforms to
the terms of the Topoteretes Developer Certificate of Origin.
