Swarmauri

What's Changed
* Fix 498: Add PyPDFTKParser and corresponding unit tests by wpn10 in https://github.com/swarmauri/swarmauri-sdk/pull/552
* Dpgp by RafaelJohn9 in https://github.com/swarmauri/swarmauri-sdk/pull/595
* swarmauri - Added CohereEmbedding by keetrap in https://github.com/swarmauri/swarmauri-sdk/pull/575
* exp - migrate excess interface by MichaelDecent in https://github.com/swarmauri/swarmauri-sdk/pull/597
* VCM Base and IPredictVision.py by ishaan1234 in https://github.com/swarmauri/swarmauri-sdk/pull/596
* Deep Face Vision: Added test files and changed components by ishaan1234 in https://github.com/swarmauri/swarmauri-sdk/pull/600
* Update DeepFaceDistance.py by ishaan1234 in https://github.com/swarmauri/swarmauri-sdk/pull/605
* Audio multimodal by RafaelJohn9 in https://github.com/swarmauri/swarmauri-sdk/pull/603
* 0.4.5.dev1 by cobycloud in https://github.com/swarmauri/swarmauri-sdk/pull/608
* Multimodal by ishaan1234 in https://github.com/swarmauri/swarmauri-sdk/pull/589
* swarmauri - multimodal support by MichaelDecent in https://github.com/swarmauri/swarmauri-sdk/pull/599
* fixed the dependency issue in setup.py by 3rd-Son in https://github.com/swarmauri/swarmauri-sdk/pull/611
* Fix 494: Add PyPDF2Parser and corresponding unit tests by wpn10 in https://github.com/swarmauri/swarmauri-sdk/pull/613
* swarm - Refactor: changed metrics to measurement by RafaelJohn9 in https://github.com/swarmauri/swarmauri-sdk/pull/612
* swarm - implemented async, batch, stream, astream and abatch in opena… by 3rd-Son in https://github.com/swarmauri/swarmauri-sdk/pull/615
* swarm - implemented async, batch, abatch, on GeminiProModel.py by MichaelDecent in https://github.com/swarmauri/swarmauri-sdk/pull/621
* Implemented async batch and abatch on Anthropic model by MichaelDecent in https://github.com/swarmauri/swarmauri-sdk/pull/616
* swarm - implemented async batch, abatch for ai21model by 3rd-Son in https://github.com/swarmauri/swarmauri-sdk/pull/617
* swarm - implemented async, batch, abatch, on GroqModel.py by MichaelDecent in https://github.com/swarmauri/swarmauri-sdk/pull/618
* Implement duckdb by RafaelJohn9 in https://github.com/swarmauri/swarmauri-sdk/pull/609
* swarm -implemented async, stream, astream, batch and abatch by 3rd-Son in https://github.com/swarmauri/swarmauri-sdk/pull/620
* implemented async batch stream in deepinframodel by 3rd-Son in https://github.com/swarmauri/swarmauri-sdk/pull/622
* swarm - implemented apredict, batch, abatch, stream, astream for deepseekmodel by 3rd-Son in https://github.com/swarmauri/swarmauri-sdk/pull/624
* swarm - implemented apredict, astream, stream batch and abatch for lepton model by 3rd-Son in https://github.com/swarmauri/swarmauri-sdk/pull/625
* implemented async, batch, abatch, on PerplexityModel.py by MichaelDecent in https://github.com/swarmauri/swarmauri-sdk/pull/626
* swarm - implemented async, batch, abatch, on MistralModel.py by MichaelDecent in https://github.com/swarmauri/swarmauri-sdk/pull/627
* exp - moved pacmap affected files and spatial-doc embedding and vector store to exp pkg by MichaelDecent in https://github.com/swarmauri/swarmauri-sdk/pull/629
* swarm -async,batch,stream in openrouter by 3rd-Son in https://github.com/swarmauri/swarmauri-sdk/pull/630
* swarm - implemented async,batch,stream in GroqToolModel.py by MichaelDecent in https://github.com/swarmauri/swarmauri-sdk/pull/631
* swarm -async,batch and stream for openaitoolmodel by 3rd-Son in https://github.com/swarmauri/swarmauri-sdk/pull/632
* swarm - Add async stream and batch processing to MistralToolModel by MichaelDecent in https://github.com/swarmauri/swarmauri-sdk/pull/633
* swarm -async, batch, stream coheretoolmodel by 3rd-Son in https://github.com/swarmauri/swarmauri-sdk/pull/634
* implemented async, stream, predict in anthropictoolmodel by 3rd-Son in https://github.com/swarmauri/swarmauri-sdk/pull/635
* comm - implemented DuckDBVectorStore by 3rd-Son in https://github.com/swarmauri/swarmauri-sdk/pull/636
* swarm - Add async stream and batch processing to GeminiToolModel.py by MichaelDecent in https://github.com/swarmauri/swarmauri-sdk/pull/637
* swarm --added tests for utils by 3rd-Son in https://github.com/swarmauri/swarmauri-sdk/pull/639
* swarm - Add deepface dependency by MichaelDecent in https://github.com/swarmauri/swarmauri-sdk/pull/641
* marked expected to fail tests with xfail by 3rd-Son in https://github.com/swarmauri/swarmauri-sdk/pull/642
* swarm - fix on collection error by MichaelDecent in https://github.com/swarmauri/swarmauri-sdk/pull/644
* swarm - Add `aiohttp` dependency by MichaelDecent in https://github.com/swarmauri/swarmauri-sdk/pull/645
* swarm - Add OpenAIAudioTTS class and unit tests by MichaelDecent in https://github.com/swarmauri/swarmauri-sdk/pull/651
* swarm - fix for Mistral related errors by MichaelDecent in https://github.com/swarmauri/swarmauri-sdk/pull/647
* Revert "swarm - fix for Mistral related errors" by cobycloud in https://github.com/swarmauri/swarmauri-sdk/pull/656
* swarm - added async, stream, batch to OpenAIAudioTTS.py by MichaelDecent in https://github.com/swarmauri/swarmauri-sdk/pull/653
* swarm - implemented deepinfraimgenmodel by 3rd-Son in https://github.com/swarmauri/swarmauri-sdk/pull/654
* exp - moved OpenRouterModel_i9n_test.py to exp pkg by MichaelDecent in https://github.com/swarmauri/swarmauri-sdk/pull/657
* swarm - fixed mistral related error by MichaelDecent in https://github.com/swarmauri/swarmauri-sdk/pull/658
* swarm - Add async, stream and batch support to OpenAIAudio. by MichaelDecent in https://github.com/swarmauri/swarmauri-sdk/pull/659
* swarm - Implemented Fluxpro text to image generation model by 3rd-Son in https://github.com/swarmauri/swarmauri-sdk/pull/660
* updated the util files and test by 3rd-Son in https://github.com/swarmauri/swarmauri-sdk/pull/665
* swarn - deepinfraimg model now returns base64 strings by 3rd-Son in https://github.com/swarmauri/swarmauri-sdk/pull/666
* swarm - Add PlayHTModel with unit tests by MichaelDecent in https://github.com/swarmauri/swarmauri-sdk/pull/667
* swarm - implemented blackforestimggenmodel by 3rd-Son in https://github.com/swarmauri/swarmauri-sdk/pull/669
* exp - shutlleaimodel and shuttleaitoolmodel by 3rd-Son in https://github.com/swarmauri/swarmauri-sdk/pull/670
* swarm - llama vision models by 3rd-Son in https://github.com/swarmauri/swarmauri-sdk/pull/671
* swarm - Add usage data tracking to AgentMessage and OpenAIModel. by MichaelDecent in https://github.com/swarmauri/swarmauri-sdk/pull/672
* swarm - openaiimggenmodel implemented by 3rd-Son in https://github.com/swarmauri/swarmauri-sdk/pull/673
* swarm - implemented lepton text to image model by 3rd-Son in https://github.com/swarmauri/swarmauri-sdk/pull/674
* swarm - Add usage data tracking to GroqModel.py. by MichaelDecent in https://github.com/swarmauri/swarmauri-sdk/pull/675
* swarm - Fix: Doc2Vec vector_store & embedding by RafaelJohn9 in https://github.com/swarmauri/swarmauri-sdk/pull/676
* Swarm - Test: added test coverage in Doc2Vec by RafaelJohn9 in https://github.com/swarmauri/swarmauri-sdk/pull/677
* swarm - Add usage data tracking to CohereModel.py. by MichaelDecent in https://github.com/swarmauri/swarmauri-sdk/pull/679
* renamed test cases by 3rd-Son in https://github.com/swarmauri/swarmauri-sdk/pull/683
* swarm - Add usage data tracking to GeminiProModel.py. by MichaelDecent in https://github.com/swarmauri/swarmauri-sdk/pull/681
* swarm - Add usage data tracking to AnthropicModel.py. by MichaelDecent in https://github.com/swarmauri/swarmauri-sdk/pull/686
* exp - implemented shuttleai img gen model by 3rd-Son in https://github.com/swarmauri/swarmauri-sdk/pull/682
* comm - annoyvectorstore implemented by 3rd-Son in https://github.com/swarmauri/swarmauri-sdk/pull/689
* swarm - Add DurationManager to measure prompt and completion times by MichaelDecent in https://github.com/swarmauri/swarmauri-sdk/pull/690
* swarm - fixed openaitool by 3rd-Son in https://github.com/swarmauri/swarmauri-sdk/pull/710
* swarm - leptonaimodel fixed by 3rd-Son in https://github.com/swarmauri/swarmauri-sdk/pull/711
* swarm - fixed pydantic warning and unnecessary temperature log by 3rd-Son in https://github.com/swarmauri/swarmauri-sdk/pull/709
* swarm - fixed coheretool unit test failure by 3rd-Son in https://github.com/swarmauri/swarmauri-sdk/pull/707
* swarm - Add usage data tracking to MistralModel.py. by MichaelDecent in https://github.com/swarmauri/swarmauri-sdk/pull/706
* swarm - added timeout to anthropic stream tests by 3rd-Son in https://github.com/swarmauri/swarmauri-sdk/pull/712
* swarm - Add usage data tracking to PerplexityModel.py. by MichaelDecent in https://github.com/swarmauri/swarmauri-sdk/pull/713
* swarm - Add usage data tracking to LeptonAIModel.py by MichaelDecent in https://github.com/swarmauri/swarmauri-sdk/pull/714
* swarm - Add test and utility for printing notebook metadata by MichaelDecent in https://github.com/swarmauri/swarmauri-sdk/pull/715
* swarm - comm - Fix: moved lepton to community by RafaelJohn9 in https://github.com/swarmauri/swarmauri-sdk/pull/716
* swarm - fixed perplexity by 3rd-Son in https://github.com/swarmauri/swarmauri-sdk/pull/717
* swarm - Add timeout decorator for test functions and fixed bug relate… by MichaelDecent in https://github.com/swarmauri/swarmauri-sdk/pull/719
* 0.5.1.devx by cobycloud in https://github.com/swarmauri/swarmauri-sdk/pull/720
* swarm - Add timeout decorator to unit tests by MichaelDecent in https://github.com/swarmauri/swarmauri-sdk/pull/722
* used timeout in experimental and community by 3rd-Son in https://github.com/swarmauri/swarmauri-sdk/pull/721
* added timeout decorator by 3rd-Son in https://github.com/swarmauri/swarmauri-sdk/pull/723
* Timeouts by 3rd-Son in https://github.com/swarmauri/swarmauri-sdk/pull/724
* swarm - fix bugs by MichaelDecent in https://github.com/swarmauri/swarmauri-sdk/pull/725
* exp - Moved Deepface and it related files by MichaelDecent in https://github.com/swarmauri/swarmauri-sdk/pull/729
* swarm - fixed GroqTool by 3rd-Son in https://github.com/swarmauri/swarmauri-sdk/pull/728
* swarm -fixed mistraltool error by 3rd-Son in https://github.com/swarmauri/swarmauri-sdk/pull/730
* swarm - fixed coheretool by 3rd-Son in https://github.com/swarmauri/swarmauri-sdk/pull/731
* swarm - fixed error related to AnthropicToolModel.py by MichaelDecent in https://github.com/swarmauri/swarmauri-sdk/pull/732
* swarm - bug fix on the workflow by MichaelDecent in https://github.com/swarmauri/swarmauri-sdk/pull/734
* swarm - fixed path error by 3rd-Son in https://github.com/swarmauri/swarmauri-sdk/pull/735
* swarm -fixed beautifulsoup by 3rd-Son in https://github.com/swarmauri/swarmauri-sdk/pull/736
* swarm - fixed errors in texblob and file path to base 64 by 3rd-Son in https://github.com/swarmauri/swarmauri-sdk/pull/737
* swarm - Update README.md by MichaelDecent in https://github.com/swarmauri/swarmauri-sdk/pull/738
* swarm - Final fix by MichaelDecent in https://github.com/swarmauri/swarmauri-sdk/pull/740
* core - Shipping 0.5.1 by cobycloud in https://github.com/swarmauri/swarmauri-sdk/pull/741
* swarmauri - Update pyproject.toml by cobycloud in https://github.com/swarmauri/swarmauri-sdk/pull/742
* comm - Test failure by MichaelDecent in https://github.com/swarmauri/swarmauri-sdk/pull/745
* comm - fixed errors by 3rd-Son in https://github.com/swarmauri/swarmauri-sdk/pull/748
* swarm - Add versioning to swarmauri package by MichaelDecent in https://github.com/swarmauri/swarmauri-sdk/pull/747
* comm - fixed collection error by 3rd-Son in https://github.com/swarmauri/swarmauri-sdk/pull/750
* swarm - implemented voyage embedding by 3rd-Son in https://github.com/swarmauri/swarmauri-sdk/pull/753
* swarm - WhisperLargeModel implemented by MichaelDecent in https://github.com/swarmauri/swarmauri-sdk/pull/754
* swarm -implemented completeness measurement by 3rd-Son in https://github.com/swarmauri/swarmauri-sdk/pull/755
* swarm - implemented missingnessmeasurement by 3rd-Son in https://github.com/swarmauri/swarmauri-sdk/pull/756
* swarm -implemented uniquenessmeasurement by 3rd-Son in https://github.com/swarmauri/swarmauri-sdk/pull/757
* comm - feat: add PytesseractImg2TextModel for OCR processing and corresponding unit tests by MichaelDecent in https://github.com/swarmauri/swarmauri-sdk/pull/758
* swarm - implemented disctinctiveness Measurement by 3rd-Son in https://github.com/swarmauri/swarmauri-sdk/pull/759
* swarm -implemented MiscMeasurements by 3rd-Son in https://github.com/swarmauri/swarmauri-sdk/pull/761
* swarm - feat: refactor PlayHTModel to improve voice handling and validation logic by MichaelDecent in https://github.com/swarmauri/swarmauri-sdk/pull/767
* swarm - cohere Restful by 3rd-Son in https://github.com/swarmauri/swarmauri-sdk/pull/768
* swarm - refactor: restful api implementation of GroqModel by MichaelDecent in https://github.com/swarmauri/swarmauri-sdk/pull/769
* swarm - add refactor GroqVisionModel by MichaelDecent in https://github.com/swarmauri/swarmauri-sdk/pull/770
* swarm - feat: add GroqTooModel Restful api implementation by MichaelDecent in https://github.com/swarmauri/swarmauri-sdk/pull/773
* swarm - feat: add AI21StudioModel Restful api implementation and unit… by MichaelDecent in https://github.com/swarmauri/swarmauri-sdk/pull/772
* swarm - deepinfra restapi by 3rd-Son in https://github.com/swarmauri/swarmauri-sdk/pull/774
* swarm - feat: add MistralModel Restful api implementation by MichaelDecent in https://github.com/swarmauri/swarmauri-sdk/pull/775
* swarm - feat: add MistralToolModel Restful api implementation by MichaelDecent in https://github.com/swarmauri/swarmauri-sdk/pull/777
* swarm - implemented deepseek Rest API by 3rd-Son in https://github.com/swarmauri/swarmauri-sdk/pull/776
* swarm - implement rest anthropic by 3rd-Son in https://github.com/swarmauri/swarmauri-sdk/pull/771
* swarm - used httpx for deepseek by 3rd-Son in https://github.com/swarmauri/swarmauri-sdk/pull/779
* swarm - implemented GroqAIAudio to utilize httpx by MichaelDecent in https://github.com/swarmauri/swarmauri-sdk/pull/780
* swarm - used httpx for deepinfra by 3rd-Son in https://github.com/swarmauri/swarmauri-sdk/pull/781
* swarm - Refactor GroqModel to use httpx for API requests by MichaelDecent in https://github.com/swarmauri/swarmauri-sdk/pull/782
* swarm -implemted httpx in anthropic by 3rd-Son in https://github.com/swarmauri/swarmauri-sdk/pull/783
* swarm - Refactor LLM models to utilize httpx by MichaelDecent in https://github.com/swarmauri/swarmauri-sdk/pull/784
* Swarm/lazy loading dev by cobycloud in https://github.com/swarmauri/swarmauri-sdk/pull/786
* Swarm/lazy loading dev by cobycloud in https://github.com/swarmauri/swarmauri-sdk/pull/788
* swarm - update with httpx fix by MichaelDecent in https://github.com/swarmauri/swarmauri-sdk/pull/787
* swarm - implemented httpx in coheremodels by 3rd-Son in https://github.com/swarmauri/swarmauri-sdk/pull/789
* swarm - used httpx in voyage by 3rd-Son in https://github.com/swarmauri/swarmauri-sdk/pull/790
* Updated fix by MichaelDecent in https://github.com/swarmauri/swarmauri-sdk/pull/791
* swarm - httpx to Falai by 3rd-Son in https://github.com/swarmauri/swarmauri-sdk/pull/792
* swarm - httpx to embeddings by 3rd-Son in https://github.com/swarmauri/swarmauri-sdk/pull/793
* swam - add httpx to Gemini related models by MichaelDecent in https://github.com/swarmauri/swarmauri-sdk/pull/795
* swarm- used httpx for Whisper by 3rd-Son in https://github.com/swarmauri/swarmauri-sdk/pull/794
* swarm - httpx on playht model by MichaelDecent in https://github.com/swarmauri/swarmauri-sdk/pull/796
* swarm - fixed anthropic integration error by 3rd-Son in https://github.com/swarmauri/swarmauri-sdk/pull/797
* swarm - fixed deepinfraimggen error by 3rd-Son in https://github.com/swarmauri/swarmauri-sdk/pull/798
* swarm - blackforest by 3rd-Son in https://github.com/swarmauri/swarmauri-sdk/pull/800
* swarm - fix for print_notebook_meta_data by MichaelDecent in https://github.com/swarmauri/swarmauri-sdk/pull/801
* swarm - final fix by MichaelDecent in https://github.com/swarmauri/swarmauri-sdk/pull/802
* swarm - workflow fix on GeminiPro and MistralTool by MichaelDecent in https://github.com/swarmauri/swarmauri-sdk/pull/799
* swarm - minor fix by MichaelDecent in https://github.com/swarmauri/swarmauri-sdk/pull/803
* Update FalAIVisionModel_unit_test.py by cobycloud in https://github.com/swarmauri/swarmauri-sdk/pull/804
* swarm - fixed cohere warning by 3rd-Son in https://github.com/swarmauri/swarmauri-sdk/pull/807
* swarm - fixed cohere closed loop error by 3rd-Son in https://github.com/swarmauri/swarmauri-sdk/pull/808
* swarm - fixed GeminiSchemaConverter by MichaelDecent in https://github.com/swarmauri/swarmauri-sdk/pull/809
* swarm - Enhance retry decorator to support both sync and async functions by MichaelDecent in https://github.com/swarmauri/swarmauri-sdk/pull/810
* swarm - removed failing model by MichaelDecent in https://github.com/swarmauri/swarmauri-sdk/pull/811
* swarm - fixed FalAI by 3rd-Son in https://github.com/swarmauri/swarmauri-sdk/pull/812
* swarm - add retry logic to all llms by MichaelDecent in https://github.com/swarmauri/swarmauri-sdk/pull/813
* swarm - fix on fal ai models by MichaelDecent in https://github.com/swarmauri/swarmauri-sdk/pull/814
* swarm - updated the error message of retry decorator and minor update by MichaelDecent in https://github.com/swarmauri/swarmauri-sdk/pull/815
* core - release v0.5.2 by cobycloud in https://github.com/swarmauri/swarmauri-sdk/pull/816
* Mono/release by cobycloud in https://github.com/swarmauri/swarmauri-sdk/pull/817
* mono - release v0.5.2 by cobycloud in https://github.com/swarmauri/swarmauri-sdk/pull/818

New Contributors
* wpn10 made their first contribution in https://github.com/swarmauri/swarmauri-sdk/pull/552

**Full Changelog**: https://github.com/swarmauri/swarmauri-sdk/compare/v0.5.0...v0.5.2

What's Changed
* Fix 498: Add PyPDFTKParser and corresponding unit tests by wpn10 in https://github.com/swarmauri/swarmauri-sdk/pull/552
* Dpgp by RafaelJohn9 in https://github.com/swarmauri/swarmauri-sdk/pull/595
* swarmauri - Added CohereEmbedding by keetrap in https://github.com/swarmauri/swarmauri-sdk/pull/575
* exp - migrate excess interface by MichaelDecent in https://github.com/swarmauri/swarmauri-sdk/pull/597
* VCM Base and IPredictVision.py by ishaan1234 in https://github.com/swarmauri/swarmauri-sdk/pull/596
* Deep Face Vision: Added test files and changed components by ishaan1234 in https://github.com/swarmauri/swarmauri-sdk/pull/600
* Update DeepFaceDistance.py by ishaan1234 in https://github.com/swarmauri/swarmauri-sdk/pull/605
* Audio multimodal by RafaelJohn9 in https://github.com/swarmauri/swarmauri-sdk/pull/603
* 0.4.5.dev1 by cobycloud in https://github.com/swarmauri/swarmauri-sdk/pull/608
* Multimodal by ishaan1234 in https://github.com/swarmauri/swarmauri-sdk/pull/589
* swarmauri - multimodal support by MichaelDecent in https://github.com/swarmauri/swarmauri-sdk/pull/599
* fixed the dependency issue in setup.py by 3rd-Son in https://github.com/swarmauri/swarmauri-sdk/pull/611
* Fix 494: Add PyPDF2Parser and corresponding unit tests by wpn10 in https://github.com/swarmauri/swarmauri-sdk/pull/613
* swarm - Refactor: changed metrics to measurement by RafaelJohn9 in https://github.com/swarmauri/swarmauri-sdk/pull/612
* swarm - implemented async, batch, stream, astream and abatch in opena… by 3rd-Son in https://github.com/swarmauri/swarmauri-sdk/pull/615
* swarm - implemented async, batch, abatch, on GeminiProModel.py by MichaelDecent in https://github.com/swarmauri/swarmauri-sdk/pull/621
* Implemented async batch and abatch on Anthropic model by MichaelDecent in https://github.com/swarmauri/swarmauri-sdk/pull/616
* swarm - implemented async batch, abatch for ai21model by 3rd-Son in https://github.com/swarmauri/swarmauri-sdk/pull/617
* swarm - implemented async, batch, abatch, on GroqModel.py by MichaelDecent in https://github.com/swarmauri/swarmauri-sdk/pull/618
* Implement duckdb by RafaelJohn9 in https://github.com/swarmauri/swarmauri-sdk/pull/609
* swarm -implemented async, stream, astream, batch and abatch by 3rd-Son in https://github.com/swarmauri/swarmauri-sdk/pull/620
* implemented async batch stream in deepinframodel by 3rd-Son in https://github.com/swarmauri/swarmauri-sdk/pull/622
* swarm - implemented apredict, batch, abatch, stream, astream for deepseekmodel by 3rd-Son in https://github.com/swarmauri/swarmauri-sdk/pull/624
* swarm - implemented apredict, astream, stream batch and abatch for lepton model by 3rd-Son in https://github.com/swarmauri/swarmauri-sdk/pull/625
* implemented async, batch, abatch, on PerplexityModel.py by MichaelDecent in https://github.com/swarmauri/swarmauri-sdk/pull/626
* swarm - implemented async, batch, abatch, on MistralModel.py by MichaelDecent in https://github.com/swarmauri/swarmauri-sdk/pull/627
* exp - moved pacmap affected files and spatial-doc embedding and vector store to exp pkg by MichaelDecent in https://github.com/swarmauri/swarmauri-sdk/pull/629
* swarm -async,batch,stream in openrouter by 3rd-Son in https://github.com/swarmauri/swarmauri-sdk/pull/630
* swarm - implemented async,batch,stream in GroqToolModel.py by MichaelDecent in https://github.com/swarmauri/swarmauri-sdk/pull/631
* swarm -async,batch and stream for openaitoolmodel by 3rd-Son in https://github.com/swarmauri/swarmauri-sdk/pull/632
* swarm - Add async stream and batch processing to MistralToolModel by MichaelDecent in https://github.com/swarmauri/swarmauri-sdk/pull/633
* swarm -async, batch, stream coheretoolmodel by 3rd-Son in https://github.com/swarmauri/swarmauri-sdk/pull/634
* implemented async, stream, predict in anthropictoolmodel by 3rd-Son in https://github.com/swarmauri/swarmauri-sdk/pull/635
* comm - implemented DuckDBVectorStore by 3rd-Son in https://github.com/swarmauri/swarmauri-sdk/pull/636
* swarm - Add async stream and batch processing to GeminiToolModel.py by MichaelDecent in https://github.com/swarmauri/swarmauri-sdk/pull/637
* swarm --added tests for utils by 3rd-Son in https://github.com/swarmauri/swarmauri-sdk/pull/639
* swarm - Add deepface dependency by MichaelDecent in https://github.com/swarmauri/swarmauri-sdk/pull/641
* marked expected to fail tests with xfail by 3rd-Son in https://github.com/swarmauri/swarmauri-sdk/pull/642
* swarm - fix on collection error by MichaelDecent in https://github.com/swarmauri/swarmauri-sdk/pull/644
* swarm - Add `aiohttp` dependency by MichaelDecent in https://github.com/swarmauri/swarmauri-sdk/pull/645
* swarm - Add OpenAIAudioTTS class and unit tests by MichaelDecent in https://github.com/swarmauri/swarmauri-sdk/pull/651
* swarm - fix for Mistral related errors by MichaelDecent in https://github.com/swarmauri/swarmauri-sdk/pull/647
* Revert "swarm - fix for Mistral related errors" by cobycloud in https://github.com/swarmauri/swarmauri-sdk/pull/656
* swarm - added async, stream, batch to OpenAIAudioTTS.py by MichaelDecent in https://github.com/swarmauri/swarmauri-sdk/pull/653
* swarm - implemented deepinfraimgenmodel by 3rd-Son in https://github.com/swarmauri/swarmauri-sdk/pull/654
* exp - moved OpenRouterModel_i9n_test.py to exp pkg by MichaelDecent in https://github.com/swarmauri/swarmauri-sdk/pull/657
* swarm - fixed mistral related error by MichaelDecent in https://github.com/swarmauri/swarmauri-sdk/pull/658
* swarm - Add async, stream and batch support to OpenAIAudio. by MichaelDecent in https://github.com/swarmauri/swarmauri-sdk/pull/659
* swarm - Implemented Fluxpro text to image generation model by 3rd-Son in https://github.com/swarmauri/swarmauri-sdk/pull/660
* updated the util files and test by 3rd-Son in https://github.com/swarmauri/swarmauri-sdk/pull/665
* swarn - deepinfraimg model now returns base64 strings by 3rd-Son in https://github.com/swarmauri/swarmauri-sdk/pull/666
* swarm - Add PlayHTModel with unit tests by MichaelDecent in https://github.com/swarmauri/swarmauri-sdk/pull/667
* swarm - implemented blackforestimggenmodel by 3rd-Son in https://github.com/swarmauri/swarmauri-sdk/pull/669
* exp - shutlleaimodel and shuttleaitoolmodel by 3rd-Son in https://github.com/swarmauri/swarmauri-sdk/pull/670
* swarm - llama vision models by 3rd-Son in https://github.com/swarmauri/swarmauri-sdk/pull/671
* swarm - Add usage data tracking to AgentMessage and OpenAIModel. by MichaelDecent in https://github.com/swarmauri/swarmauri-sdk/pull/672
* swarm - openaiimggenmodel implemented by 3rd-Son in https://github.com/swarmauri/swarmauri-sdk/pull/673
* swarm - implemented lepton text to image model by 3rd-Son in https://github.com/swarmauri/swarmauri-sdk/pull/674
* swarm - Add usage data tracking to GroqModel.py. by MichaelDecent in https://github.com/swarmauri/swarmauri-sdk/pull/675
* swarm - Fix: Doc2Vec vector_store & embedding by RafaelJohn9 in https://github.com/swarmauri/swarmauri-sdk/pull/676
* Swarm - Test: added test coverage in Doc2Vec by RafaelJohn9 in https://github.com/swarmauri/swarmauri-sdk/pull/677
* swarm - Add usage data tracking to CohereModel.py. by MichaelDecent in https://github.com/swarmauri/swarmauri-sdk/pull/679
* renamed test cases by 3rd-Son in https://github.com/swarmauri/swarmauri-sdk/pull/683
* swarm - Add usage data tracking to GeminiProModel.py. by MichaelDecent in https://github.com/swarmauri/swarmauri-sdk/pull/681
* swarm - Add usage data tracking to AnthropicModel.py. by MichaelDecent in https://github.com/swarmauri/swarmauri-sdk/pull/686
* exp - implemented shuttleai img gen model by 3rd-Son in https://github.com/swarmauri/swarmauri-sdk/pull/682
* comm - annoyvectorstore implemented by 3rd-Son in https://github.com/swarmauri/swarmauri-sdk/pull/689
* swarm - Add DurationManager to measure prompt and completion times by MichaelDecent in https://github.com/swarmauri/swarmauri-sdk/pull/690
* swarm - fixed openaitool by 3rd-Son in https://github.com/swarmauri/swarmauri-sdk/pull/710
* swarm - leptonaimodel fixed by 3rd-Son in https://github.com/swarmauri/swarmauri-sdk/pull/711
* swarm - fixed pydantic warning and unnecessary temperature log by 3rd-Son in https://github.com/swarmauri/swarmauri-sdk/pull/709
* swarm - fixed coheretool unit test failure by 3rd-Son in https://github.com/swarmauri/swarmauri-sdk/pull/707
* swarm - Add usage data tracking to MistralModel.py. by MichaelDecent in https://github.com/swarmauri/swarmauri-sdk/pull/706
* swarm - added timeout to anthropic stream tests by 3rd-Son in https://github.com/swarmauri/swarmauri-sdk/pull/712
* swarm - Add usage data tracking to PerplexityModel.py. by MichaelDecent in https://github.com/swarmauri/swarmauri-sdk/pull/713
* swarm - Add usage data tracking to LeptonAIModel.py by MichaelDecent in https://github.com/swarmauri/swarmauri-sdk/pull/714
* swarm - Add test and utility for printing notebook metadata by MichaelDecent in https://github.com/swarmauri/swarmauri-sdk/pull/715
* swarm - comm - Fix: moved lepton to community by RafaelJohn9 in https://github.com/swarmauri/swarmauri-sdk/pull/716
* swarm - fixed perplexity by 3rd-Son in https://github.com/swarmauri/swarmauri-sdk/pull/717
* swarm - Add timeout decorator for test functions and fixed bug relate… by MichaelDecent in https://github.com/swarmauri/swarmauri-sdk/pull/719
* 0.5.1.devx by cobycloud in https://github.com/swarmauri/swarmauri-sdk/pull/720
* swarm - Add timeout decorator to unit tests by MichaelDecent in https://github.com/swarmauri/swarmauri-sdk/pull/722
* used timeout in experimental and community by 3rd-Son in https://github.com/swarmauri/swarmauri-sdk/pull/721
* added timeout decorator by 3rd-Son in https://github.com/swarmauri/swarmauri-sdk/pull/723
* Timeouts by 3rd-Son in https://github.com/swarmauri/swarmauri-sdk/pull/724
* swarm - fix bugs by MichaelDecent in https://github.com/swarmauri/swarmauri-sdk/pull/725
* exp - Moved Deepface and it related files by MichaelDecent in https://github.com/swarmauri/swarmauri-sdk/pull/729
* swarm - fixed GroqTool by 3rd-Son in https://github.com/swarmauri/swarmauri-sdk/pull/728
* swarm -fixed mistraltool error by 3rd-Son in https://github.com/swarmauri/swarmauri-sdk/pull/730
* swarm - fixed coheretool by 3rd-Son in https://github.com/swarmauri/swarmauri-sdk/pull/731
* swarm - fixed error related to AnthropicToolModel.py by MichaelDecent in https://github.com/swarmauri/swarmauri-sdk/pull/732
* swarm - bug fix on the workflow by MichaelDecent in https://github.com/swarmauri/swarmauri-sdk/pull/734
* swarm - fixed path error by 3rd-Son in https://github.com/swarmauri/swarmauri-sdk/pull/735
* swarm -fixed beautifulsoup by 3rd-Son in https://github.com/swarmauri/swarmauri-sdk/pull/736
* swarm - fixed errors in texblob and file path to base 64 by 3rd-Son in https://github.com/swarmauri/swarmauri-sdk/pull/737
* swarm - Update README.md by MichaelDecent in https://github.com/swarmauri/swarmauri-sdk/pull/738
* swarm - Final fix by MichaelDecent in https://github.com/swarmauri/swarmauri-sdk/pull/740
* core - Shipping 0.5.1 by cobycloud in https://github.com/swarmauri/swarmauri-sdk/pull/741
* swarmauri - Update pyproject.toml by cobycloud in https://github.com/swarmauri/swarmauri-sdk/pull/742
* comm - Test failure by MichaelDecent in https://github.com/swarmauri/swarmauri-sdk/pull/745
* comm - fixed errors by 3rd-Son in https://github.com/swarmauri/swarmauri-sdk/pull/748
* swarm - Add versioning to swarmauri package by MichaelDecent in https://github.com/swarmauri/swarmauri-sdk/pull/747
* comm - fixed collection error by 3rd-Son in https://github.com/swarmauri/swarmauri-sdk/pull/750
* swarm - implemented voyage embedding by 3rd-Son in https://github.com/swarmauri/swarmauri-sdk/pull/753
* swarm - WhisperLargeModel implemented by MichaelDecent in https://github.com/swarmauri/swarmauri-sdk/pull/754
* swarm -implemented completeness measurement by 3rd-Son in https://github.com/swarmauri/swarmauri-sdk/pull/755
* swarm - implemented missingnessmeasurement by 3rd-Son in https://github.com/swarmauri/swarmauri-sdk/pull/756
* swarm -implemented uniquenessmeasurement by 3rd-Son in https://github.com/swarmauri/swarmauri-sdk/pull/757
* comm - feat: add PytesseractImg2TextModel for OCR processing and corresponding unit tests by MichaelDecent in https://github.com/swarmauri/swarmauri-sdk/pull/758
* swarm - implemented disctinctiveness Measurement by 3rd-Son in https://github.com/swarmauri/swarmauri-sdk/pull/759
* swarm -implemented MiscMeasurements by 3rd-Son in https://github.com/swarmauri/swarmauri-sdk/pull/761
* swarm - feat: refactor PlayHTModel to improve voice handling and validation logic by MichaelDecent in https://github.com/swarmauri/swarmauri-sdk/pull/767
* swarm - cohere Restful by 3rd-Son in https://github.com/swarmauri/swarmauri-sdk/pull/768
* swarm - refactor: restful api implementation of GroqModel by MichaelDecent in https://github.com/swarmauri/swarmauri-sdk/pull/769
* swarm - add refactor GroqVisionModel by MichaelDecent in https://github.com/swarmauri/swarmauri-sdk/pull/770
* swarm - feat: add GroqTooModel Restful api implementation by MichaelDecent in https://github.com/swarmauri/swarmauri-sdk/pull/773
* swarm - feat: add AI21StudioModel Restful api implementation and unit… by MichaelDecent in https://github.com/swarmauri/swarmauri-sdk/pull/772
* swarm - deepinfra restapi by 3rd-Son in https://github.com/swarmauri/swarmauri-sdk/pull/774
* swarm - feat: add MistralModel Restful api implementation by MichaelDecent in https://github.com/swarmauri/swarmauri-sdk/pull/775
* swarm - feat: add MistralToolModel Restful api implementation by MichaelDecent in https://github.com/swarmauri/swarmauri-sdk/pull/777
* swarm - implemented deepseek Rest API by 3rd-Son in https://github.com/swarmauri/swarmauri-sdk/pull/776
* swarm - implement rest anthropic by 3rd-Son in https://github.com/swarmauri/swarmauri-sdk/pull/771
* swarm - used httpx for deepseek by 3rd-Son in https://github.com/swarmauri/swarmauri-sdk/pull/779
* swarm - implemented GroqAIAudio to utilize httpx by MichaelDecent in https://github.com/swarmauri/swarmauri-sdk/pull/780
* swarm - used httpx for deepinfra by 3rd-Son in https://github.com/swarmauri/swarmauri-sdk/pull/781
* swarm - Refactor GroqModel to use httpx for API requests by MichaelDecent in https://github.com/swarmauri/swarmauri-sdk/pull/782
* swarm -implemted httpx in anthropic by 3rd-Son in https://github.com/swarmauri/swarmauri-sdk/pull/783
* swarm - Refactor LLM models to utilize httpx by MichaelDecent in https://github.com/swarmauri/swarmauri-sdk/pull/784
* Swarm/lazy loading dev by cobycloud in https://github.com/swarmauri/swarmauri-sdk/pull/786
* Swarm/lazy loading dev by cobycloud in https://github.com/swarmauri/swarmauri-sdk/pull/788
* swarm - update with httpx fix by MichaelDecent in https://github.com/swarmauri/swarmauri-sdk/pull/787
* swarm - implemented httpx in coheremodels by 3rd-Son in https://github.com/swarmauri/swarmauri-sdk/pull/789
* swarm - used httpx in voyage by 3rd-Son in https://github.com/swarmauri/swarmauri-sdk/pull/790
* Updated fix by MichaelDecent in https://github.com/swarmauri/swarmauri-sdk/pull/791
* swarm - httpx to Falai by 3rd-Son in https://github.com/swarmauri/swarmauri-sdk/pull/792
* swarm - httpx to embeddings by 3rd-Son in https://github.com/swarmauri/swarmauri-sdk/pull/793
* swam - add httpx to Gemini related models by MichaelDecent in https://github.com/swarmauri/swarmauri-sdk/pull/795
* swarm- used httpx for Whisper by 3rd-Son in https://github.com/swarmauri/swarmauri-sdk/pull/794
* swarm - httpx on playht model by MichaelDecent in https://github.com/swarmauri/swarmauri-sdk/pull/796
* swarm - fixed anthropic integration error by 3rd-Son in https://github.com/swarmauri/swarmauri-sdk/pull/797
* swarm - fixed deepinfraimggen error by 3rd-Son in https://github.com/swarmauri/swarmauri-sdk/pull/798
* swarm - blackforest by 3rd-Son in https://github.com/swarmauri/swarmauri-sdk/pull/800
* swarm - fix for print_notebook_meta_data by MichaelDecent in https://github.com/swarmauri/swarmauri-sdk/pull/801
* swarm - final fix by MichaelDecent in https://github.com/swarmauri/swarmauri-sdk/pull/802
* swarm - workflow fix on GeminiPro and MistralTool by MichaelDecent in https://github.com/swarmauri/swarmauri-sdk/pull/799
* swarm - minor fix by MichaelDecent in https://github.com/swarmauri/swarmauri-sdk/pull/803
* Update FalAIVisionModel_unit_test.py by cobycloud in https://github.com/swarmauri/swarmauri-sdk/pull/804
* swarm - fixed cohere warning by 3rd-Son in https://github.com/swarmauri/swarmauri-sdk/pull/807
* swarm - fixed cohere closed loop error by 3rd-Son in https://github.com/swarmauri/swarmauri-sdk/pull/808
* swarm - fixed GeminiSchemaConverter by MichaelDecent in https://github.com/swarmauri/swarmauri-sdk/pull/809
* swarm - Enhance retry decorator to support both sync and async functions by MichaelDecent in https://github.com/swarmauri/swarmauri-sdk/pull/810
* swarm - removed failing model by MichaelDecent in https://github.com/swarmauri/swarmauri-sdk/pull/811
* swarm - fixed FalAI by 3rd-Son in https://github.com/swarmauri/swarmauri-sdk/pull/812
* swarm - add retry logic to all llms by MichaelDecent in https://github.com/swarmauri/swarmauri-sdk/pull/813
* swarm - fix on fal ai models by MichaelDecent in https://github.com/swarmauri/swarmauri-sdk/pull/814
* swarm - updated the error message of retry decorator and minor update by MichaelDecent in https://github.com/swarmauri/swarmauri-sdk/pull/815
* core - release v0.5.2 by cobycloud in https://github.com/swarmauri/swarmauri-sdk/pull/816
* Mono/release by cobycloud in https://github.com/swarmauri/swarmauri-sdk/pull/817
* mono - release v0.5.2 by cobycloud in https://github.com/swarmauri/swarmauri-sdk/pull/818

New Contributors
* wpn10 made their first contribution in https://github.com/swarmauri/swarmauri-sdk/pull/552

**Full Changelog**: https://github.com/swarmauri/swarmauri-sdk/compare/v0.5.0...v0.5.2

What's Changed
* Dev by cobycloud in https://github.com/swarmauri/swarmauri-sdk/pull/1
* Dev by cobycloud in https://github.com/swarmauri/swarmauri-sdk/pull/2
* v0.4.0 by cobycloud in https://github.com/swarmauri/swarmauri-sdk/pull/51
* Update README.md by cobycloud in https://github.com/swarmauri/swarmauri-sdk/pull/55
* Distances and theri tests. by faizan2700 in https://github.com/swarmauri/swarmauri-sdk/pull/64
* AI21 Studio Model by faizan2700 in https://github.com/swarmauri/swarmauri-sdk/pull/66
* Deep Seek Model by faizan2700 in https://github.com/swarmauri/swarmauri-sdk/pull/67
* Updated shuttleAI model and tests. Parameterize tests are remaining. by faizan2700 in https://github.com/swarmauri/swarmauri-sdk/pull/71
* markdown to mdtohtml by faizan2700 in https://github.com/swarmauri/swarmauri-sdk/pull/77
* ShuttleAI ToolModel by faizan2700 in https://github.com/swarmauri/swarmauri-sdk/pull/80
* changes in deep seek model and shuttle ai model and tests by faizan2700 in https://github.com/swarmauri/swarmauri-sdk/pull/79
* updated ai studio by faizan2700 in https://github.com/swarmauri/swarmauri-sdk/pull/84
* updated shuttle model with requests by faizan2700 in https://github.com/swarmauri/swarmauri-sdk/pull/85
* shuttleaitoolmodel request based approach by faizan2700 in https://github.com/swarmauri/swarmauri-sdk/pull/86
* updated shuttleaitool model tests by faizan2700 in https://github.com/swarmauri/swarmauri-sdk/pull/88
* mistral model changes by faizan2700 in https://github.com/swarmauri/swarmauri-sdk/pull/90
* updated models in mistral by faizan2700 in https://github.com/swarmauri/swarmauri-sdk/pull/92
* updated mistral tool model by faizan2700 in https://github.com/swarmauri/swarmauri-sdk/pull/93
* updated aistudio model to use chat message by faizan2700 in https://github.com/swarmauri/swarmauri-sdk/pull/95
* 🛺💨 v0.4.1.dev10 by cobycloud in https://github.com/swarmauri/swarmauri-sdk/pull/96
* 💭 Update README.md by cobycloud in https://github.com/swarmauri/swarmauri-sdk/pull/97
* Update issue templates by cobycloud in https://github.com/swarmauri/swarmauri-sdk/pull/99
* Dev 0.4.1 - issue templates by cobycloud in https://github.com/swarmauri/swarmauri-sdk/pull/100
* Issue templates by cobycloud in https://github.com/swarmauri/swarmauri-sdk/pull/101
* 🧹Issue Templates by cobycloud in https://github.com/swarmauri/swarmauri-sdk/pull/102
* ☝️Issue templates by cobycloud in https://github.com/swarmauri/swarmauri-sdk/pull/103
* ☝️ Issue Template by cobycloud in https://github.com/swarmauri/swarmauri-sdk/pull/104
* Issue templates by cobycloud in https://github.com/swarmauri/swarmauri-sdk/pull/105
* Dev 0.4.1 by cobycloud in https://github.com/swarmauri/swarmauri-sdk/pull/106
* 🧹Issue templates by cobycloud in https://github.com/swarmauri/swarmauri-sdk/pull/107
* 🧹Issue templates by cobycloud in https://github.com/swarmauri/swarmauri-sdk/pull/108
* Issue templates by cobycloud in https://github.com/swarmauri/swarmauri-sdk/pull/109
* ☝️Issue Templates by cobycloud in https://github.com/swarmauri/swarmauri-sdk/pull/110
* Testcases for schema converters by RafaelJohn9 in https://github.com/swarmauri/swarmauri-sdk/pull/112
* ☝️v0.4.1.dev12 by cobycloud in https://github.com/swarmauri/swarmauri-sdk/pull/116
* 💭 add issue by cobycloud in https://github.com/swarmauri/swarmauri-sdk/pull/120
* 💭 update issue templates by cobycloud in https://github.com/swarmauri/swarmauri-sdk/pull/122
* 💭 update labeling by cobycloud in https://github.com/swarmauri/swarmauri-sdk/pull/124
* Dev 0.4.1 by cobycloud in https://github.com/swarmauri/swarmauri-sdk/pull/126
* reorg by cobycloud in https://github.com/swarmauri/swarmauri-sdk/pull/127
* 💭 issue templates ☝️ by cobycloud in https://github.com/swarmauri/swarmauri-sdk/pull/132
* Changes made by Techie-John in https://github.com/swarmauri/swarmauri-sdk/pull/140
* updated standard/canberra distance by abdulsamodazeez in https://github.com/swarmauri/swarmauri-sdk/pull/141
* Dev 0.4.1 by cobycloud in https://github.com/swarmauri/swarmauri-sdk/pull/142
* Fix: Keyerrors caused in ShuttleAI test cases by RafaelJohn9 in https://github.com/swarmauri/swarmauri-sdk/pull/143
* Revert 143 fix shuttle ai model tests by cobycloud in https://github.com/swarmauri/swarmauri-sdk/pull/144
* Dev 0.4.1 by cobycloud in https://github.com/swarmauri/swarmauri-sdk/pull/145
* Fix: Ensure JSON Serialization of Protobuf Objects in GeminiSchemaConverter Test by abdulsamodazeez in https://github.com/swarmauri/swarmauri-sdk/pull/148
* Fix: Commented potential error leading attr by RafaelJohn9 in https://github.com/swarmauri/swarmauri-sdk/pull/149
* Fix: Shuttle AI Model tool by RafaelJohn9 in https://github.com/swarmauri/swarmauri-sdk/pull/150
* Fix: ShuttleAI Tool Model by RafaelJohn9 in https://github.com/swarmauri/swarmauri-sdk/pull/152
* Fix ai21 studio model by RafaelJohn9 in https://github.com/swarmauri/swarmauri-sdk/pull/154
* Fix: TfidfEmbedding giving missing arg Error by RafaelJohn9 in https://github.com/swarmauri/swarmauri-sdk/pull/155
* Update 11_test_case_failure.yaml by cobycloud in https://github.com/swarmauri/swarmauri-sdk/pull/156
* Update GeminiSchemaConverter.py by abdulsamodazeez in https://github.com/swarmauri/swarmauri-sdk/pull/159
* Fix: TextBlob Parsers punkt -> punkt_tab by RafaelJohn9 in https://github.com/swarmauri/swarmauri-sdk/pull/160
* Update GeminiSchemaConverter.py by abdulsamodazeez in https://github.com/swarmauri/swarmauri-sdk/pull/163
* Fix: For GeminiSchemaConverter and GeminiToolModel by RafaelJohn9 in https://github.com/swarmauri/swarmauri-sdk/pull/164
* Dev 0.4.1 by cobycloud in https://github.com/swarmauri/swarmauri-sdk/pull/167
* 💭 update issue templates by cobycloud in https://github.com/swarmauri/swarmauri-sdk/pull/180
* Feature: added `adding multiple messages` feature by RafaelJohn9 in https://github.com/swarmauri/swarmauri-sdk/pull/184
* added sqlite vector_store class and test files by MichaelDecent in https://github.com/swarmauri/swarmauri-sdk/pull/185
* Update conversation test by RafaelJohn9 in https://github.com/swarmauri/swarmauri-sdk/pull/192
* Update QAAgent.py by abdulsamodazeez in https://github.com/swarmauri/swarmauri-sdk/pull/195
* Update: added `add_messages` test inside SessionCacheConversation by RafaelJohn9 in https://github.com/swarmauri/swarmauri-sdk/pull/196
* Feature: Added Code Extractor Tool and its tests by RafaelJohn9 in https://github.com/swarmauri/swarmauri-sdk/pull/198
* Max size system conv tests by RafaelJohn9 in https://github.com/swarmauri/swarmauri-sdk/pull/203
* Qdrant vector store tests by RafaelJohn9 in https://github.com/swarmauri/swarmauri-sdk/pull/207
* Feature: sqlite vector db and its tests by RafaelJohn9 in https://github.com/swarmauri/swarmauri-sdk/pull/216
* 💭 adding issue template for code hygiene by cobycloud in https://github.com/swarmauri/swarmauri-sdk/pull/219
* Created chromadb test file by Shravan773 in https://github.com/swarmauri/swarmauri-sdk/pull/223
* Added RequestsTool.py by abdulsamodazeez in https://github.com/swarmauri/swarmauri-sdk/pull/227
* Added Textstat files by abdulsamodazeez in https://github.com/swarmauri/swarmauri-sdk/pull/230
* Cobycloud patch 1 by cobycloud in https://github.com/swarmauri/swarmauri-sdk/pull/231
* Revert "Cobycloud patch 1" by cobycloud in https://github.com/swarmauri/swarmauri-sdk/pull/232
* Update 11_test_case_failure.yaml by cobycloud in https://github.com/swarmauri/swarmauri-sdk/pull/233
* Update 11_test_case_failure.yaml by cobycloud in https://github.com/swarmauri/swarmauri-sdk/pull/234
* Update 13_test_case_coverage.yaml by cobycloud in https://github.com/swarmauri/swarmauri-sdk/pull/235
* Renamed ChromaDBVector and RequestTool file modules by MichaelDecent in https://github.com/swarmauri/swarmauri-sdk/pull/251
* implemented the __call__ method on RequestTool.py by MichaelDecent in https://github.com/swarmauri/swarmauri-sdk/pull/270
* fixed the test_call function of AutomatedReadabilityIndex_test.py by MichaelDecent in https://github.com/swarmauri/swarmauri-sdk/pull/281
* Error correction for ColemanLiauIndex_test.py::test_call by JustusOmbok in https://github.com/swarmauri/swarmauri-sdk/pull/282
* Error correction for tests/tools/LexicalDensity_test.py::test_call by JustusOmbok in https://github.com/swarmauri/swarmauri-sdk/pull/284
* fixed the test_call function of DaleChallReadability_test.py by MichaelDecent in https://github.com/swarmauri/swarmauri-sdk/pull/283
* fixed the test_call function of FleschReadingEase_test.py by MichaelDecent in https://github.com/swarmauri/swarmauri-sdk/pull/285
* Error correction for tests/tools/SMOGIndex_test.py::test_call by JustusOmbok in https://github.com/swarmauri/swarmauri-sdk/pull/286
* fixed the test_call function of TextLength_test.py and DaleChallReada… by MichaelDecent in https://github.com/swarmauri/swarmauri-sdk/pull/287
* Error correction for "tests/tools/FleschKincaid_test.py::test_call" by JustusOmbok in https://github.com/swarmauri/swarmauri-sdk/pull/288
* fixed the test_call function of MatplotlibTool_test.py by MichaelDecent in https://github.com/swarmauri/swarmauri-sdk/pull/289
* Added validate_input func in AutomatedReadabilityIndexTool.py by JustusOmbok in https://github.com/swarmauri/swarmauri-sdk/pull/290
* added a validate_input function in FleschKincaidTool.py by MichaelDecent in https://github.com/swarmauri/swarmauri-sdk/pull/291
* Changed expected_output in AutomatedReadabilityIndex_test.py by JustusOmbok in https://github.com/swarmauri/swarmauri-sdk/pull/292
* Dev 0.4.1.x by MichaelDecent in https://github.com/swarmauri/swarmauri-sdk/pull/301
* Updated count_characters method in swarmauri/standard/tools/concrete/… by JustusOmbok in https://github.com/swarmauri/swarmauri-sdk/pull/302
* Updated count_syllables_in_word method in swarmauri/standard/tools/co… by JustusOmbok in https://github.com/swarmauri/swarmauri-sdk/pull/306
* fixed error in the test_call function of TextLength_test.py by MichaelDecent in https://github.com/swarmauri/swarmauri-sdk/pull/307
* Vector store refactor by RafaelJohn9 in https://github.com/swarmauri/swarmauri-sdk/pull/308
* new tools test files by JustusOmbok in https://github.com/swarmauri/swarmauri-sdk/pull/309
* 0.4.1.x/tools by MichaelDecent in https://github.com/swarmauri/swarmauri-sdk/pull/316
* fixed lint error in CodeExtractorTool_test.py by MichaelDecent in https://github.com/swarmauri/swarmauri-sdk/pull/318
* changes on AccessibilityToolkit by JustusOmbok in https://github.com/swarmauri/swarmauri-sdk/pull/319
* changes on tests/tools/CaptchaGeneratorTool_test file by JustusOmbok in https://github.com/swarmauri/swarmauri-sdk/pull/320
* fixes on test_call function relating to tools by MichaelDecent in https://github.com/swarmauri/swarmauri-sdk/pull/321
* fixed a lint error in CaptchaGeneratorTool_test.py by MichaelDecent in https://github.com/swarmauri/swarmauri-sdk/pull/322
* fixed a test call error in QrCodeGeneratorTool_test.py by MichaelDecent in https://github.com/swarmauri/swarmauri-sdk/pull/323
* Made changes to accessibility toolkit by JustusOmbok in https://github.com/swarmauri/swarmauri-sdk/pull/324
* fixed made on the test cases in QrCodeGeneratorTool_test.py and BeautifulSoupElementParser_test.py by MichaelDecent in https://github.com/swarmauri/swarmauri-sdk/pull/325
* 0.4.1.x/tools by MichaelDecent in https://github.com/swarmauri/swarmauri-sdk/pull/327
* Update: Updated ChromaDB instance to Persistent by RafaelJohn9 in https://github.com/swarmauri/swarmauri-sdk/pull/328
* 0.4.1.x/tools by MichaelDecent in https://github.com/swarmauri/swarmauri-sdk/pull/329
* fixed a test call error in GithubTool_test.py and QrCodeGeneratorTool_test.py by MichaelDecent in https://github.com/swarmauri/swarmauri-sdk/pull/332
* Added files to accessibity toolkit by JustusOmbok in https://github.com/swarmauri/swarmauri-sdk/pull/326
* Added contributing.md file by JustusOmbok in https://github.com/swarmauri/swarmauri-sdk/pull/333
* 0.4.1.x/tools by MichaelDecent in https://github.com/swarmauri/swarmauri-sdk/pull/334
* 0.4.1.x/tools by MichaelDecent in https://github.com/swarmauri/swarmauri-sdk/pull/337
* added skipif feature to the needed test case file by MichaelDecent in https://github.com/swarmauri/swarmauri-sdk/pull/338
* Made Changes in PsutilTool Test by JustusOmbok in https://github.com/swarmauri/swarmauri-sdk/pull/340
* added the needed token to GithubTools by MichaelDecent in https://github.com/swarmauri/swarmauri-sdk/pull/341
* fix a bug in GithubTools by MichaelDecent in https://github.com/swarmauri/swarmauri-sdk/pull/342
* created temperature convertor tool by Jugrajsinghbali in https://github.com/swarmauri/swarmauri-sdk/pull/343
* created test file for TemperatureConverterTool by Jugrajsinghbali in https://github.com/swarmauri/swarmauri-sdk/pull/344
* final fix a bug in GithubTools by MichaelDecent in https://github.com/swarmauri/swarmauri-sdk/pull/346
* added test file to Tools by MichaelDecent in https://github.com/swarmauri/swarmauri-sdk/pull/348
* Created tests\tools\DownloadPdfTool_test.py by JustusOmbok in https://github.com/swarmauri/swarmauri-sdk/pull/350
* fixed collection error in SentimentAnalysisTool_test.py, PaCAMP_test.… by MichaelDecent in https://github.com/swarmauri/swarmauri-sdk/pull/349
* renamed PaCAMP_test.py to PaCAMPTool_test.py, by MichaelDecent in https://github.com/swarmauri/swarmauri-sdk/pull/351
* fixed bug in ZapierHookTool_test.py by MichaelDecent in https://github.com/swarmauri/swarmauri-sdk/pull/354
* reated tests\tools\GmailReadTool_test.py by JustusOmbok in https://github.com/swarmauri/swarmauri-sdk/pull/352
* fixed bug in PsutilTool_test.py by MichaelDecent in https://github.com/swarmauri/swarmauri-sdk/pull/355
* 0.4.1.x/tools by MichaelDecent in https://github.com/swarmauri/swarmauri-sdk/pull/362
* Fix: Deserialization Errors by RafaelJohn9 in https://github.com/swarmauri/swarmauri-sdk/pull/363
* fixed bug in the test_call function of PaCAMPTool_test.py by MichaelDecent in https://github.com/swarmauri/swarmauri-sdk/pull/364
* Fix: deserialization of toolkit by RafaelJohn9 in https://github.com/swarmauri/swarmauri-sdk/pull/365
* fixed bug in the test_call function of PaCAMPTool_test.py and PsutilT… by MichaelDecent in https://github.com/swarmauri/swarmauri-sdk/pull/366
* fixed bug in the test_call function of GithubTool_test.py and PaCMAPT… by MichaelDecent in https://github.com/swarmauri/swarmauri-sdk/pull/367
* 0.4.1.x/tools by MichaelDecent in https://github.com/swarmauri/swarmauri-sdk/pull/368
* Feature: Add remove message functionality in ConversationBase by cobycloud in https://github.com/swarmauri/swarmauri-sdk/pull/370
* fixed testcase of GmailSendTool_test.py by MichaelDecent in https://github.com/swarmauri/swarmauri-sdk/pull/371
* refactored test_call functions by MichaelDecent in https://github.com/swarmauri/swarmauri-sdk/pull/372
* Refactor: Changed the return types of all tools components by RafaelJohn9 in https://github.com/swarmauri/swarmauri-sdk/pull/373
* Update: Specified return type in `execute` method in context chain by RafaelJohn9 in https://github.com/swarmauri/swarmauri-sdk/pull/374
* Updated the test_call functions by MichaelDecent in https://github.com/swarmauri/swarmauri-sdk/pull/375
* fixed collection error by MichaelDecent in https://github.com/swarmauri/swarmauri-sdk/pull/376
* Update: Specified return types of `execute` method in both files by RafaelJohn9 in https://github.com/swarmauri/swarmauri-sdk/pull/377
* 0.4.1.x/tools by MichaelDecent in https://github.com/swarmauri/swarmauri-sdk/pull/378
* fixed error in test_call functions relating to tools by MichaelDecent in https://github.com/swarmauri/swarmauri-sdk/pull/379
* fixed error in test_call functions relating to CodeExtractorTool_test.py by MichaelDecent in https://github.com/swarmauri/swarmauri-sdk/pull/381
* Test community tools by RafaelJohn9 in https://github.com/swarmauri/swarmauri-sdk/pull/382
* Fix: Tools testcase by RafaelJohn9 in https://github.com/swarmauri/swarmauri-sdk/pull/384
* fixes on EntityRecognitionTool.py and GmailReadTool.py by MichaelDecent in https://github.com/swarmauri/swarmauri-sdk/pull/385
* fixes on GithubTool_test.py by MichaelDecent in https://github.com/swarmauri/swarmauri-sdk/pull/386
* started deepinframodels by 3rd-Son in https://github.com/swarmauri/swarmauri-sdk/pull/380
* 0.4.1.x/tools by cobycloud in https://github.com/swarmauri/swarmauri-sdk/pull/387
* 0.4.1.x/vector stores by cobycloud in https://github.com/swarmauri/swarmauri-sdk/pull/388
* Update Tests for Deep InfraModel by RafaelJohn9 in https://github.com/swarmauri/swarmauri-sdk/pull/389
* fix on PerplexityModel.py by MichaelDecent in https://github.com/swarmauri/swarmauri-sdk/pull/390
* fixed Toolkit_test and AccessibilityToolkit_test by 3rd-Son in https://github.com/swarmauri/swarmauri-sdk/pull/391
* fix on PerplexityModel.py Final by MichaelDecent in https://github.com/swarmauri/swarmauri-sdk/pull/392
* Merging 0.4.1.x by cobycloud in https://github.com/swarmauri/swarmauri-sdk/pull/393
* Update contributing.md by pravincoder in https://github.com/swarmauri/swarmauri-sdk/pull/420
* updated allowed models in 5 files by 3rd-Son in https://github.com/swarmauri/swarmauri-sdk/pull/422
* Fix: Deserialization problem of polymorphic instances by RafaelJohn9 in https://github.com/swarmauri/swarmauri-sdk/pull/423
* fixed JSONRequestTool by 3rd-Son in https://github.com/swarmauri/swarmauri-sdk/pull/424
* Enhancement of the GithubTools by MichaelDecent in https://github.com/swarmauri/swarmauri-sdk/pull/427
* gh tools by cobycloud in https://github.com/swarmauri/swarmauri-sdk/pull/429
* 🚢 Shipping 0.4.2 by cobycloud in https://github.com/swarmauri/swarmauri-sdk/pull/426
* Added OpenRouterModel by keetrap in https://github.com/swarmauri/swarmauri-sdk/pull/425
* modified required models for many classes by 3rd-Son in https://github.com/swarmauri/swarmauri-sdk/pull/428
* cross checked and modified the required models in OpenRouter by 3rd-Son in https://github.com/swarmauri/swarmauri-sdk/pull/434
* 0.4.4.dev1 by cobycloud in https://github.com/swarmauri/swarmauri-sdk/pull/435
* updated allowed models for all model classes by 3rd-Son in https://github.com/swarmauri/swarmauri-sdk/pull/437
* added more Githubtools for Enhancement by MichaelDecent in https://github.com/swarmauri/swarmauri-sdk/pull/439
* Added LeptonAIModel by keetrap in https://github.com/swarmauri/swarmauri-sdk/pull/440
* Starting the refactoring of the sdk by 3rd-Son in https://github.com/swarmauri/swarmauri-sdk/pull/479
* 3rd son branch by MichaelDecent in https://github.com/swarmauri/swarmauri-sdk/pull/480
* Update staging.yml by cobycloud in https://github.com/swarmauri/swarmauri-sdk/pull/482
* Added Pinecone VectorStore by keetrap in https://github.com/swarmauri/swarmauri-sdk/pull/483
* core & community - merge new metrics by cobycloud in https://github.com/swarmauri/swarmauri-sdk/pull/492
* Swarmauri refactor by RafaelJohn9 in https://github.com/swarmauri/swarmauri-sdk/pull/503
* Added FitzPdfParser.py and FitzPdfParser_test.py by ishaan1234 in https://github.com/swarmauri/swarmauri-sdk/pull/504
* Fix: Importation errors in tests `/community` and `/core` by RafaelJohn9 in https://github.com/swarmauri/swarmauri-sdk/pull/505
* corrected imports in swarmauri_core by 3rd-Son in https://github.com/swarmauri/swarmauri-sdk/pull/506
* Refactor: renamed tests to (`unit`, `i9n`, `xfail`) by RafaelJohn9 in https://github.com/swarmauri/swarmauri-sdk/pull/509
* Added OpenAIEmbedding by keetrap in https://github.com/swarmauri/swarmauri-sdk/pull/508
* Move `ShuttleAIToolModel` test by RafaelJohn9 in https://github.com/swarmauri/swarmauri-sdk/pull/510
* import fix by MichaelDecent in https://github.com/swarmauri/swarmauri-sdk/pull/512
* [swarmauri package refactoring]=> Import fix by MichaelDecent in https://github.com/swarmauri/swarmauri-sdk/pull/513
* corrected a wrong import in AgentFactory by 3rd-Son in https://github.com/swarmauri/swarmauri-sdk/pull/515
* Fix: OpenAiEmbedding issue 511 and appropriate test by RafaelJohn9 in https://github.com/swarmauri/swarmauri-sdk/pull/514
* Added GeminiEmbedding by keetrap in https://github.com/swarmauri/swarmauri-sdk/pull/516
* Added Neo4j files by ishaan1234 in https://github.com/swarmauri/swarmauri-sdk/pull/507
* Update query in Neo4jVectorStore.py by ishaan1234 in https://github.com/swarmauri/swarmauri-sdk/pull/520
* Added MistralEmbedding by keetrap in https://github.com/swarmauri/swarmauri-sdk/pull/523
* [bug fix]: Groq api connection failed by MichaelDecent in https://github.com/swarmauri/swarmauri-sdk/pull/522
* added dotenv to openaiembedding by 3rd-Son in https://github.com/swarmauri/swarmauri-sdk/pull/525
* Update Neo4j component and test files by ishaan1234 in https://github.com/swarmauri/swarmauri-sdk/pull/526
* fixed collection errors in community by MichaelDecent in https://github.com/swarmauri/swarmauri-sdk/pull/528
* added skipifs and fixture for all tests requiring env by 3rd-Son in https://github.com/swarmauri/swarmauri-sdk/pull/529
* updated mistral test by 3rd-Son in https://github.com/swarmauri/swarmauri-sdk/pull/532
* [implemented parametrize features]: llms in swarmauri pkg by MichaelDecent in https://github.com/swarmauri/swarmauri-sdk/pull/533
* RedisVectorStore by ishaan1234 in https://github.com/swarmauri/swarmauri-sdk/pull/534
* fixed an error with OpenRouterModel_unit_test.py by MichaelDecent in https://github.com/swarmauri/swarmauri-sdk/pull/535
* moved mistralmodel integration test to xfail folder by 3rd-Son in https://github.com/swarmauri/swarmauri-sdk/pull/536
* fixed collection error in RedisVectorStore.py by MichaelDecent in https://github.com/swarmauri/swarmauri-sdk/pull/537
* Added TokenCountEstimatorMetric by keetrap in https://github.com/swarmauri/swarmauri-sdk/pull/531
* added fixtures RedisVectorStore_test.py by MichaelDecent in https://github.com/swarmauri/swarmauri-sdk/pull/539
* updated allowed models of OpenRouterModel.py by MichaelDecent in https://github.com/swarmauri/swarmauri-sdk/pull/540
* added skipifs and fixture to test in community by 3rd-Son in https://github.com/swarmauri/swarmauri-sdk/pull/541
* Moving Redis component and test files by ishaan1234 in https://github.com/swarmauri/swarmauri-sdk/pull/544
* updated allowed models of GroqModel.py by MichaelDecent in https://github.com/swarmauri/swarmauri-sdk/pull/545
* added fixture and skipifs to the community tests by 3rd-Son in https://github.com/swarmauri/swarmauri-sdk/pull/546
* Fix: LLMs test cases and added new `xfail` test case by RafaelJohn9 in https://github.com/swarmauri/swarmauri-sdk/pull/549
* Doc: Added some relevant documentation on zapier that will trigger a fix by RafaelJohn9 in https://github.com/swarmauri/swarmauri-sdk/pull/542
* Cloud weaviate VectorStore by MichaelDecent in https://github.com/swarmauri/swarmauri-sdk/pull/550
* Fix: Failing LLM tests by RafaelJohn9 in https://github.com/swarmauri/swarmauri-sdk/pull/551
* added xfail_tests by MichaelDecent in https://github.com/swarmauri/swarmauri-sdk/pull/554
* Removed Auth logic in the class by MichaelDecent in https://github.com/swarmauri/swarmauri-sdk/pull/548
* moved the failing models to xfail folder by 3rd-Son in https://github.com/swarmauri/swarmauri-sdk/pull/556
* [community pkg]: update on ZapierHookTool.py by MichaelDecent in https://github.com/swarmauri/swarmauri-sdk/pull/557
* seperate test case for llama-guard-3-8b added by 3rd-Son in https://github.com/swarmauri/swarmauri-sdk/pull/564
* updated the test expected to fail by MichaelDecent in https://github.com/swarmauri/swarmauri-sdk/pull/565
* Lepton test: Missing file by RafaelJohn9 in https://github.com/swarmauri/swarmauri-sdk/pull/567
* [swarmauri pkg]: collection error fixed by MichaelDecent in https://github.com/swarmauri/swarmauri-sdk/pull/566
* Update GeminiToolModel_unit_test.py by cobycloud in https://github.com/swarmauri/swarmauri-sdk/pull/568
* comm - Update __init__.py by cobycloud in https://github.com/swarmauri/swarmauri-sdk/pull/569
* comm - update misc vector_stores by cobycloud in https://github.com/swarmauri/swarmauri-sdk/pull/570
* comm - Update ShuttleAIModel.py by cobycloud in https://github.com/swarmauri/swarmauri-sdk/pull/571
* comm - Update ShuttleAIModel.py by cobycloud in https://github.com/swarmauri/swarmauri-sdk/pull/572
* swarmauri & community - Delete pkgs/swarmauri/swarmauri/llms/concrete/ShuttleAIMo… by cobycloud in https://github.com/swarmauri/swarmauri-sdk/pull/573
* comm - Update ShuttleAIModel.py by cobycloud in https://github.com/swarmauri/swarmauri-sdk/pull/574
* comm - CloudQdrantVectorStore_test.py & PersistentQdrantVectorStore_test by cobycloud in https://github.com/swarmauri/swarmauri-sdk/pull/576
* Shuttleai by ishaan1234 in https://github.com/swarmauri/swarmauri-sdk/pull/578
* Fix & refactor qdrant Vector Store by RafaelJohn9 in https://github.com/swarmauri/swarmauri-sdk/pull/580
* comm - updated PineconeVectorStore.py by MichaelDecent in https://github.com/swarmauri/swarmauri-sdk/pull/581
* Cloudweaviate by ishaan1234 in https://github.com/swarmauri/swarmauri-sdk/pull/579
* exp - moved AnnoyVectorStore.py to experimental pkg by MichaelDecent in https://github.com/swarmauri/swarmauri-sdk/pull/582
* Redis by ishaan1234 in https://github.com/swarmauri/swarmauri-sdk/pull/583
* comm - Fixed redis testcases by RafaelJohn9 in https://github.com/swarmauri/swarmauri-sdk/pull/585
* comm - fixed chromaDB class by 3rd-Son in https://github.com/swarmauri/swarmauri-sdk/pull/584
* Fix: failing test by bumping to `punkt_tab` by RafaelJohn9 in https://github.com/swarmauri/swarmauri-sdk/pull/586
* Shipped - v0.5.0 Stable by cobycloud in https://github.com/swarmauri/swarmauri-sdk/pull/590

New Contributors
* faizan2700 made their first contribution in https://github.com/swarmauri/swarmauri-sdk/pull/64
* Techie-John made their first contribution in https://github.com/swarmauri/swarmauri-sdk/pull/140
* abdulsamodazeez made their first contribution in https://github.com/swarmauri/swarmauri-sdk/pull/141
* Shravan773 made their first contribution in https://github.com/swarmauri/swarmauri-sdk/pull/223
* JustusOmbok made their first contribution in https://github.com/swarmauri/swarmauri-sdk/pull/282
* Jugrajsinghbali made their first contribution in https://github.com/swarmauri/swarmauri-sdk/pull/343
* 3rd-Son made their first contribution in https://github.com/swarmauri/swarmauri-sdk/pull/380
* pravincoder made their first contribution in https://github.com/swarmauri/swarmauri-sdk/pull/420

**Full Changelog**: https://github.com/swarmauri/swarmauri-sdk/compare/v0.4.0...v0.5.0

What's Changed
* Dev by cobycloud in https://github.com/swarmauri/swarmauri-sdk/pull/1
* Dev by cobycloud in https://github.com/swarmauri/swarmauri-sdk/pull/2
* v0.4.0 by cobycloud in https://github.com/swarmauri/swarmauri-sdk/pull/51
* Update README.md by cobycloud in https://github.com/swarmauri/swarmauri-sdk/pull/55
* Distances and theri tests. by faizan2700 in https://github.com/swarmauri/swarmauri-sdk/pull/64
* AI21 Studio Model by faizan2700 in https://github.com/swarmauri/swarmauri-sdk/pull/66
* Deep Seek Model by faizan2700 in https://github.com/swarmauri/swarmauri-sdk/pull/67
* Updated shuttleAI model and tests. Parameterize tests are remaining. by faizan2700 in https://github.com/swarmauri/swarmauri-sdk/pull/71
* markdown to mdtohtml by faizan2700 in https://github.com/swarmauri/swarmauri-sdk/pull/77
* ShuttleAI ToolModel by faizan2700 in https://github.com/swarmauri/swarmauri-sdk/pull/80
* changes in deep seek model and shuttle ai model and tests by faizan2700 in https://github.com/swarmauri/swarmauri-sdk/pull/79
* updated ai studio by faizan2700 in https://github.com/swarmauri/swarmauri-sdk/pull/84
* updated shuttle model with requests by faizan2700 in https://github.com/swarmauri/swarmauri-sdk/pull/85
* shuttleaitoolmodel request based approach by faizan2700 in https://github.com/swarmauri/swarmauri-sdk/pull/86
* updated shuttleaitool model tests by faizan2700 in https://github.com/swarmauri/swarmauri-sdk/pull/88
* mistral model changes by faizan2700 in https://github.com/swarmauri/swarmauri-sdk/pull/90
* updated models in mistral by faizan2700 in https://github.com/swarmauri/swarmauri-sdk/pull/92
* updated mistral tool model by faizan2700 in https://github.com/swarmauri/swarmauri-sdk/pull/93
* updated aistudio model to use chat message by faizan2700 in https://github.com/swarmauri/swarmauri-sdk/pull/95
* 🛺💨 v0.4.1.dev10 by cobycloud in https://github.com/swarmauri/swarmauri-sdk/pull/96
* 💭 Update README.md by cobycloud in https://github.com/swarmauri/swarmauri-sdk/pull/97
* Update issue templates by cobycloud in https://github.com/swarmauri/swarmauri-sdk/pull/99
* Dev 0.4.1 - issue templates by cobycloud in https://github.com/swarmauri/swarmauri-sdk/pull/100
* Issue templates by cobycloud in https://github.com/swarmauri/swarmauri-sdk/pull/101
* 🧹Issue Templates by cobycloud in https://github.com/swarmauri/swarmauri-sdk/pull/102
* ☝️Issue templates by cobycloud in https://github.com/swarmauri/swarmauri-sdk/pull/103
* ☝️ Issue Template by cobycloud in https://github.com/swarmauri/swarmauri-sdk/pull/104
* Issue templates by cobycloud in https://github.com/swarmauri/swarmauri-sdk/pull/105
* Dev 0.4.1 by cobycloud in https://github.com/swarmauri/swarmauri-sdk/pull/106
* 🧹Issue templates by cobycloud in https://github.com/swarmauri/swarmauri-sdk/pull/107
* 🧹Issue templates by cobycloud in https://github.com/swarmauri/swarmauri-sdk/pull/108
* Issue templates by cobycloud in https://github.com/swarmauri/swarmauri-sdk/pull/109
* ☝️Issue Templates by cobycloud in https://github.com/swarmauri/swarmauri-sdk/pull/110
* Testcases for schema converters by RafaelJohn9 in https://github.com/swarmauri/swarmauri-sdk/pull/112
* ☝️v0.4.1.dev12 by cobycloud in https://github.com/swarmauri/swarmauri-sdk/pull/116
* 💭 add issue by cobycloud in https://github.com/swarmauri/swarmauri-sdk/pull/120
* 💭 update issue templates by cobycloud in https://github.com/swarmauri/swarmauri-sdk/pull/122
* 💭 update labeling by cobycloud in https://github.com/swarmauri/swarmauri-sdk/pull/124
* Dev 0.4.1 by cobycloud in https://github.com/swarmauri/swarmauri-sdk/pull/126
* reorg by cobycloud in https://github.com/swarmauri/swarmauri-sdk/pull/127
* 💭 issue templates ☝️ by cobycloud in https://github.com/swarmauri/swarmauri-sdk/pull/132
* Changes made by Techie-John in https://github.com/swarmauri/swarmauri-sdk/pull/140
* updated standard/canberra distance by abdulsamodazeez in https://github.com/swarmauri/swarmauri-sdk/pull/141
* Dev 0.4.1 by cobycloud in https://github.com/swarmauri/swarmauri-sdk/pull/142
* Fix: Keyerrors caused in ShuttleAI test cases by RafaelJohn9 in https://github.com/swarmauri/swarmauri-sdk/pull/143
* Revert 143 fix shuttle ai model tests by cobycloud in https://github.com/swarmauri/swarmauri-sdk/pull/144
* Dev 0.4.1 by cobycloud in https://github.com/swarmauri/swarmauri-sdk/pull/145
* Fix: Ensure JSON Serialization of Protobuf Objects in GeminiSchemaConverter Test by abdulsamodazeez in https://github.com/swarmauri/swarmauri-sdk/pull/148
* Fix: Commented potential error leading attr by RafaelJohn9 in https://github.com/swarmauri/swarmauri-sdk/pull/149
* Fix: Shuttle AI Model tool by RafaelJohn9 in https://github.com/swarmauri/swarmauri-sdk/pull/150
* Fix: ShuttleAI Tool Model by RafaelJohn9 in https://github.com/swarmauri/swarmauri-sdk/pull/152
* Fix ai21 studio model by RafaelJohn9 in https://github.com/swarmauri/swarmauri-sdk/pull/154
* Fix: TfidfEmbedding giving missing arg Error by RafaelJohn9 in https://github.com/swarmauri/swarmauri-sdk/pull/155
* Update 11_test_case_failure.yaml by cobycloud in https://github.com/swarmauri/swarmauri-sdk/pull/156
* Update GeminiSchemaConverter.py by abdulsamodazeez in https://github.com/swarmauri/swarmauri-sdk/pull/159
* Fix: TextBlob Parsers punkt -> punkt_tab by RafaelJohn9 in https://github.com/swarmauri/swarmauri-sdk/pull/160
* Update GeminiSchemaConverter.py by abdulsamodazeez in https://github.com/swarmauri/swarmauri-sdk/pull/163
* Fix: For GeminiSchemaConverter and GeminiToolModel by RafaelJohn9 in https://github.com/swarmauri/swarmauri-sdk/pull/164
* Dev 0.4.1 by cobycloud in https://github.com/swarmauri/swarmauri-sdk/pull/167
* 🚢 v0.4.1 - Shipping by cobycloud in https://github.com/swarmauri/swarmauri-sdk/pull/168
* Update publish_stable.yml by cobycloud in https://github.com/swarmauri/swarmauri-sdk/pull/169
* Update setup.py LICENSE classifier by cobycloud in https://github.com/swarmauri/swarmauri-sdk/pull/170
* 💭 update issue templates by cobycloud in https://github.com/swarmauri/swarmauri-sdk/pull/180
* Feature: added `adding multiple messages` feature by RafaelJohn9 in https://github.com/swarmauri/swarmauri-sdk/pull/184
* added sqlite vector_store class and test files by MichaelDecent in https://github.com/swarmauri/swarmauri-sdk/pull/185
* Update conversation test by RafaelJohn9 in https://github.com/swarmauri/swarmauri-sdk/pull/192
* Update QAAgent.py by abdulsamodazeez in https://github.com/swarmauri/swarmauri-sdk/pull/195
* Update: added `add_messages` test inside SessionCacheConversation by RafaelJohn9 in https://github.com/swarmauri/swarmauri-sdk/pull/196
* Feature: Added Code Extractor Tool and its tests by RafaelJohn9 in https://github.com/swarmauri/swarmauri-sdk/pull/198
* Max size system conv tests by RafaelJohn9 in https://github.com/swarmauri/swarmauri-sdk/pull/203
* Qdrant vector store tests by RafaelJohn9 in https://github.com/swarmauri/swarmauri-sdk/pull/207
* Feature: sqlite vector db and its tests by RafaelJohn9 in https://github.com/swarmauri/swarmauri-sdk/pull/216
* 💭 adding issue template for code hygiene by cobycloud in https://github.com/swarmauri/swarmauri-sdk/pull/219
* Created chromadb test file by Shravan773 in https://github.com/swarmauri/swarmauri-sdk/pull/223
* Added RequestsTool.py by abdulsamodazeez in https://github.com/swarmauri/swarmauri-sdk/pull/227
* Added Textstat files by abdulsamodazeez in https://github.com/swarmauri/swarmauri-sdk/pull/230
* Cobycloud patch 1 by cobycloud in https://github.com/swarmauri/swarmauri-sdk/pull/231
* Revert "Cobycloud patch 1" by cobycloud in https://github.com/swarmauri/swarmauri-sdk/pull/232
* Update 11_test_case_failure.yaml by cobycloud in https://github.com/swarmauri/swarmauri-sdk/pull/233
* Update 11_test_case_failure.yaml by cobycloud in https://github.com/swarmauri/swarmauri-sdk/pull/234
* Update 13_test_case_coverage.yaml by cobycloud in https://github.com/swarmauri/swarmauri-sdk/pull/235
* Renamed ChromaDBVector and RequestTool file modules by MichaelDecent in https://github.com/swarmauri/swarmauri-sdk/pull/251
* implemented the __call__ method on RequestTool.py by MichaelDecent in https://github.com/swarmauri/swarmauri-sdk/pull/270
* fixed the test_call function of AutomatedReadabilityIndex_test.py by MichaelDecent in https://github.com/swarmauri/swarmauri-sdk/pull/281
* Error correction for ColemanLiauIndex_test.py::test_call by JustusOmbok in https://github.com/swarmauri/swarmauri-sdk/pull/282
* Error correction for tests/tools/LexicalDensity_test.py::test_call by JustusOmbok in https://github.com/swarmauri/swarmauri-sdk/pull/284
* fixed the test_call function of DaleChallReadability_test.py by MichaelDecent in https://github.com/swarmauri/swarmauri-sdk/pull/283
* fixed the test_call function of FleschReadingEase_test.py by MichaelDecent in https://github.com/swarmauri/swarmauri-sdk/pull/285
* Error correction for tests/tools/SMOGIndex_test.py::test_call by JustusOmbok in https://github.com/swarmauri/swarmauri-sdk/pull/286
* fixed the test_call function of TextLength_test.py and DaleChallReada… by MichaelDecent in https://github.com/swarmauri/swarmauri-sdk/pull/287
* Error correction for "tests/tools/FleschKincaid_test.py::test_call" by JustusOmbok in https://github.com/swarmauri/swarmauri-sdk/pull/288
* fixed the test_call function of MatplotlibTool_test.py by MichaelDecent in https://github.com/swarmauri/swarmauri-sdk/pull/289
* Added validate_input func in AutomatedReadabilityIndexTool.py by JustusOmbok in https://github.com/swarmauri/swarmauri-sdk/pull/290
* added a validate_input function in FleschKincaidTool.py by MichaelDecent in https://github.com/swarmauri/swarmauri-sdk/pull/291
* Changed expected_output in AutomatedReadabilityIndex_test.py by JustusOmbok in https://github.com/swarmauri/swarmauri-sdk/pull/292
* Dev 0.4.1.x by MichaelDecent in https://github.com/swarmauri/swarmauri-sdk/pull/301
* Updated count_characters method in swarmauri/standard/tools/concrete/… by JustusOmbok in https://github.com/swarmauri/swarmauri-sdk/pull/302
* Updated count_syllables_in_word method in swarmauri/standard/tools/co… by JustusOmbok in https://github.com/swarmauri/swarmauri-sdk/pull/306
* fixed error in the test_call function of TextLength_test.py by MichaelDecent in https://github.com/swarmauri/swarmauri-sdk/pull/307
* Vector store refactor by RafaelJohn9 in https://github.com/swarmauri/swarmauri-sdk/pull/308
* new tools test files by JustusOmbok in https://github.com/swarmauri/swarmauri-sdk/pull/309
* 0.4.1.x/tools by MichaelDecent in https://github.com/swarmauri/swarmauri-sdk/pull/316
* fixed lint error in CodeExtractorTool_test.py by MichaelDecent in https://github.com/swarmauri/swarmauri-sdk/pull/318
* changes on AccessibilityToolkit by JustusOmbok in https://github.com/swarmauri/swarmauri-sdk/pull/319
* changes on tests/tools/CaptchaGeneratorTool_test file by JustusOmbok in https://github.com/swarmauri/swarmauri-sdk/pull/320
* fixes on test_call function relating to tools by MichaelDecent in https://github.com/swarmauri/swarmauri-sdk/pull/321
* fixed a lint error in CaptchaGeneratorTool_test.py by MichaelDecent in https://github.com/swarmauri/swarmauri-sdk/pull/322
* fixed a test call error in QrCodeGeneratorTool_test.py by MichaelDecent in https://github.com/swarmauri/swarmauri-sdk/pull/323
* Made changes to accessibility toolkit by JustusOmbok in https://github.com/swarmauri/swarmauri-sdk/pull/324
* fixed made on the test cases in QrCodeGeneratorTool_test.py and BeautifulSoupElementParser_test.py by MichaelDecent in https://github.com/swarmauri/swarmauri-sdk/pull/325
* 0.4.1.x/tools by MichaelDecent in https://github.com/swarmauri/swarmauri-sdk/pull/327
* Update: Updated ChromaDB instance to Persistent by RafaelJohn9 in https://github.com/swarmauri/swarmauri-sdk/pull/328
* 0.4.1.x/tools by MichaelDecent in https://github.com/swarmauri/swarmauri-sdk/pull/329
* fixed a test call error in GithubTool_test.py and QrCodeGeneratorTool_test.py by MichaelDecent in https://github.com/swarmauri/swarmauri-sdk/pull/332
* Added files to accessibity toolkit by JustusOmbok in https://github.com/swarmauri/swarmauri-sdk/pull/326
* Added contributing.md file by JustusOmbok in https://github.com/swarmauri/swarmauri-sdk/pull/333
* 0.4.1.x/tools by MichaelDecent in https://github.com/swarmauri/swarmauri-sdk/pull/334
* 0.4.1.x/tools by MichaelDecent in https://github.com/swarmauri/swarmauri-sdk/pull/337
* added skipif feature to the needed test case file by MichaelDecent in https://github.com/swarmauri/swarmauri-sdk/pull/338
* Made Changes in PsutilTool Test by JustusOmbok in https://github.com/swarmauri/swarmauri-sdk/pull/340
* added the needed token to GithubTools by MichaelDecent in https://github.com/swarmauri/swarmauri-sdk/pull/341
* fix a bug in GithubTools by MichaelDecent in https://github.com/swarmauri/swarmauri-sdk/pull/342
* created temperature convertor tool by Jugrajsinghbali in https://github.com/swarmauri/swarmauri-sdk/pull/343
* created test file for TemperatureConverterTool by Jugrajsinghbali in https://github.com/swarmauri/swarmauri-sdk/pull/344
* final fix a bug in GithubTools by MichaelDecent in https://github.com/swarmauri/swarmauri-sdk/pull/346
* added test file to Tools by MichaelDecent in https://github.com/swarmauri/swarmauri-sdk/pull/348
* Created tests\tools\DownloadPdfTool_test.py by JustusOmbok in https://github.com/swarmauri/swarmauri-sdk/pull/350
* fixed collection error in SentimentAnalysisTool_test.py, PaCAMP_test.… by MichaelDecent in https://github.com/swarmauri/swarmauri-sdk/pull/349
* renamed PaCAMP_test.py to PaCAMPTool_test.py, by MichaelDecent in https://github.com/swarmauri/swarmauri-sdk/pull/351
* fixed bug in ZapierHookTool_test.py by MichaelDecent in https://github.com/swarmauri/swarmauri-sdk/pull/354
* reated tests\tools\GmailReadTool_test.py by JustusOmbok in https://github.com/swarmauri/swarmauri-sdk/pull/352
* fixed bug in PsutilTool_test.py by MichaelDecent in https://github.com/swarmauri/swarmauri-sdk/pull/355
* 0.4.1.x/tools by MichaelDecent in https://github.com/swarmauri/swarmauri-sdk/pull/362
* Fix: Deserialization Errors by RafaelJohn9 in https://github.com/swarmauri/swarmauri-sdk/pull/363
* fixed bug in the test_call function of PaCAMPTool_test.py by MichaelDecent in https://github.com/swarmauri/swarmauri-sdk/pull/364
* Fix: deserialization of toolkit by RafaelJohn9 in https://github.com/swarmauri/swarmauri-sdk/pull/365
* fixed bug in the test_call function of PaCAMPTool_test.py and PsutilT… by MichaelDecent in https://github.com/swarmauri/swarmauri-sdk/pull/366
* fixed bug in the test_call function of GithubTool_test.py and PaCMAPT… by MichaelDecent in https://github.com/swarmauri/swarmauri-sdk/pull/367
* 0.4.1.x/tools by MichaelDecent in https://github.com/swarmauri/swarmauri-sdk/pull/368
* Feature: Add remove message functionality in ConversationBase by cobycloud in https://github.com/swarmauri/swarmauri-sdk/pull/370
* fixed testcase of GmailSendTool_test.py by MichaelDecent in https://github.com/swarmauri/swarmauri-sdk/pull/371
* refactored test_call functions by MichaelDecent in https://github.com/swarmauri/swarmauri-sdk/pull/372
* Refactor: Changed the return types of all tools components by RafaelJohn9 in https://github.com/swarmauri/swarmauri-sdk/pull/373
* Update: Specified return type in `execute` method in context chain by RafaelJohn9 in https://github.com/swarmauri/swarmauri-sdk/pull/374
* Updated the test_call functions by MichaelDecent in https://github.com/swarmauri/swarmauri-sdk/pull/375
* fixed collection error by MichaelDecent in https://github.com/swarmauri/swarmauri-sdk/pull/376
* Update: Specified return types of `execute` method in both files by RafaelJohn9 in https://github.com/swarmauri/swarmauri-sdk/pull/377
* 0.4.1.x/tools by MichaelDecent in https://github.com/swarmauri/swarmauri-sdk/pull/378
* fixed error in test_call functions relating to tools by MichaelDecent in https://github.com/swarmauri/swarmauri-sdk/pull/379
* fixed error in test_call functions relating to CodeExtractorTool_test.py by MichaelDecent in https://github.com/swarmauri/swarmauri-sdk/pull/381
* Test community tools by RafaelJohn9 in https://github.com/swarmauri/swarmauri-sdk/pull/382
* Fix: Tools testcase by RafaelJohn9 in https://github.com/swarmauri/swarmauri-sdk/pull/384
* fixes on EntityRecognitionTool.py and GmailReadTool.py by MichaelDecent in https://github.com/swarmauri/swarmauri-sdk/pull/385
* fixes on GithubTool_test.py by MichaelDecent in https://github.com/swarmauri/swarmauri-sdk/pull/386
* started deepinframodels by 3rd-Son in https://github.com/swarmauri/swarmauri-sdk/pull/380
* 0.4.1.x/tools by cobycloud in https://github.com/swarmauri/swarmauri-sdk/pull/387
* 0.4.1.x/vector stores by cobycloud in https://github.com/swarmauri/swarmauri-sdk/pull/388
* Update Tests for Deep InfraModel by RafaelJohn9 in https://github.com/swarmauri/swarmauri-sdk/pull/389
* fix on PerplexityModel.py by MichaelDecent in https://github.com/swarmauri/swarmauri-sdk/pull/390
* fixed Toolkit_test and AccessibilityToolkit_test by 3rd-Son in https://github.com/swarmauri/swarmauri-sdk/pull/391
* fix on PerplexityModel.py Final by MichaelDecent in https://github.com/swarmauri/swarmauri-sdk/pull/392
* Merging 0.4.1.x by cobycloud in https://github.com/swarmauri/swarmauri-sdk/pull/393

**Full Changelog**: https://github.com/swarmauri/swarmauri-sdk/compare/0.4.1.dev137...0.4.2.dev1

What's Changed
* Dev by cobycloud in https://github.com/swarmauri/swarmauri-sdk/pull/1
* Dev by cobycloud in https://github.com/swarmauri/swarmauri-sdk/pull/2
* v0.4.0 by cobycloud in https://github.com/swarmauri/swarmauri-sdk/pull/51
* Update README.md by cobycloud in https://github.com/swarmauri/swarmauri-sdk/pull/55
* Distances and theri tests. by faizan2700 in https://github.com/swarmauri/swarmauri-sdk/pull/64
* AI21 Studio Model by faizan2700 in https://github.com/swarmauri/swarmauri-sdk/pull/66
* Deep Seek Model by faizan2700 in https://github.com/swarmauri/swarmauri-sdk/pull/67
* Updated shuttleAI model and tests. Parameterize tests are remaining. by faizan2700 in https://github.com/swarmauri/swarmauri-sdk/pull/71
* markdown to mdtohtml by faizan2700 in https://github.com/swarmauri/swarmauri-sdk/pull/77
* ShuttleAI ToolModel by faizan2700 in https://github.com/swarmauri/swarmauri-sdk/pull/80
* changes in deep seek model and shuttle ai model and tests by faizan2700 in https://github.com/swarmauri/swarmauri-sdk/pull/79
* updated ai studio by faizan2700 in https://github.com/swarmauri/swarmauri-sdk/pull/84
* updated shuttle model with requests by faizan2700 in https://github.com/swarmauri/swarmauri-sdk/pull/85
* shuttleaitoolmodel request based approach by faizan2700 in https://github.com/swarmauri/swarmauri-sdk/pull/86
* updated shuttleaitool model tests by faizan2700 in https://github.com/swarmauri/swarmauri-sdk/pull/88
* mistral model changes by faizan2700 in https://github.com/swarmauri/swarmauri-sdk/pull/90
* updated models in mistral by faizan2700 in https://github.com/swarmauri/swarmauri-sdk/pull/92
* updated mistral tool model by faizan2700 in https://github.com/swarmauri/swarmauri-sdk/pull/93
* updated aistudio model to use chat message by faizan2700 in https://github.com/swarmauri/swarmauri-sdk/pull/95
* 🛺💨 v0.4.1.dev10 by cobycloud in https://github.com/swarmauri/swarmauri-sdk/pull/96
* 💭 Update README.md by cobycloud in https://github.com/swarmauri/swarmauri-sdk/pull/97
* Update issue templates by cobycloud in https://github.com/swarmauri/swarmauri-sdk/pull/99
* Dev 0.4.1 - issue templates by cobycloud in https://github.com/swarmauri/swarmauri-sdk/pull/100
* Issue templates by cobycloud in https://github.com/swarmauri/swarmauri-sdk/pull/101
* 🧹Issue Templates by cobycloud in https://github.com/swarmauri/swarmauri-sdk/pull/102
* ☝️Issue templates by cobycloud in https://github.com/swarmauri/swarmauri-sdk/pull/103
* ☝️ Issue Template by cobycloud in https://github.com/swarmauri/swarmauri-sdk/pull/104
* Issue templates by cobycloud in https://github.com/swarmauri/swarmauri-sdk/pull/105
* Dev 0.4.1 by cobycloud in https://github.com/swarmauri/swarmauri-sdk/pull/106
* 🧹Issue templates by cobycloud in https://github.com/swarmauri/swarmauri-sdk/pull/107
* 🧹Issue templates by cobycloud in https://github.com/swarmauri/swarmauri-sdk/pull/108
* Issue templates by cobycloud in https://github.com/swarmauri/swarmauri-sdk/pull/109
* ☝️Issue Templates by cobycloud in https://github.com/swarmauri/swarmauri-sdk/pull/110
* Testcases for schema converters by RafaelJohn9 in https://github.com/swarmauri/swarmauri-sdk/pull/112
* ☝️v0.4.1.dev12 by cobycloud in https://github.com/swarmauri/swarmauri-sdk/pull/116
* 💭 add issue by cobycloud in https://github.com/swarmauri/swarmauri-sdk/pull/120
* 💭 update issue templates by cobycloud in https://github.com/swarmauri/swarmauri-sdk/pull/122
* 💭 update labeling by cobycloud in https://github.com/swarmauri/swarmauri-sdk/pull/124
* Dev 0.4.1 by cobycloud in https://github.com/swarmauri/swarmauri-sdk/pull/126
* reorg by cobycloud in https://github.com/swarmauri/swarmauri-sdk/pull/127
* 💭 issue templates ☝️ by cobycloud in https://github.com/swarmauri/swarmauri-sdk/pull/132
* Changes made by Techie-John in https://github.com/swarmauri/swarmauri-sdk/pull/140
* updated standard/canberra distance by abdulsamodazeez in https://github.com/swarmauri/swarmauri-sdk/pull/141
* Dev 0.4.1 by cobycloud in https://github.com/swarmauri/swarmauri-sdk/pull/142
* Fix: Keyerrors caused in ShuttleAI test cases by RafaelJohn9 in https://github.com/swarmauri/swarmauri-sdk/pull/143
* Revert 143 fix shuttle ai model tests by cobycloud in https://github.com/swarmauri/swarmauri-sdk/pull/144
* Dev 0.4.1 by cobycloud in https://github.com/swarmauri/swarmauri-sdk/pull/145
* Fix: Ensure JSON Serialization of Protobuf Objects in GeminiSchemaConverter Test by abdulsamodazeez in https://github.com/swarmauri/swarmauri-sdk/pull/148
* Fix: Commented potential error leading attr by RafaelJohn9 in https://github.com/swarmauri/swarmauri-sdk/pull/149
* Fix: Shuttle AI Model tool by RafaelJohn9 in https://github.com/swarmauri/swarmauri-sdk/pull/150
* Fix: ShuttleAI Tool Model by RafaelJohn9 in https://github.com/swarmauri/swarmauri-sdk/pull/152
* Fix ai21 studio model by RafaelJohn9 in https://github.com/swarmauri/swarmauri-sdk/pull/154
* Fix: TfidfEmbedding giving missing arg Error by RafaelJohn9 in https://github.com/swarmauri/swarmauri-sdk/pull/155
* Update 11_test_case_failure.yaml by cobycloud in https://github.com/swarmauri/swarmauri-sdk/pull/156
* Update GeminiSchemaConverter.py by abdulsamodazeez in https://github.com/swarmauri/swarmauri-sdk/pull/159
* Fix: TextBlob Parsers punkt -> punkt_tab by RafaelJohn9 in https://github.com/swarmauri/swarmauri-sdk/pull/160
* Update GeminiSchemaConverter.py by abdulsamodazeez in https://github.com/swarmauri/swarmauri-sdk/pull/163
* Fix: For GeminiSchemaConverter and GeminiToolModel by RafaelJohn9 in https://github.com/swarmauri/swarmauri-sdk/pull/164
* Dev 0.4.1 by cobycloud in https://github.com/swarmauri/swarmauri-sdk/pull/167
* 🚢 v0.4.1 - Shipping by cobycloud in https://github.com/swarmauri/swarmauri-sdk/pull/168
* Update publish_stable.yml by cobycloud in https://github.com/swarmauri/swarmauri-sdk/pull/169
* Update setup.py LICENSE classifier by cobycloud in https://github.com/swarmauri/swarmauri-sdk/pull/170

New Contributors
* faizan2700 made their first contribution in https://github.com/swarmauri/swarmauri-sdk/pull/64
* RafaelJohn9 made their first contribution in https://github.com/swarmauri/swarmauri-sdk/pull/112
* Techie-John made their first contribution in https://github.com/swarmauri/swarmauri-sdk/pull/140
* abdulsamodazeez made their first contribution in https://github.com/swarmauri/swarmauri-sdk/pull/141

**Full Changelog**: https://github.com/swarmauri/swarmauri-sdk/compare/v0.4.0...v0.4.1

What's Changed
* Dev by cobycloud in https://github.com/swarmauri/swarmauri-sdk/pull/1
* Dev by cobycloud in https://github.com/swarmauri/swarmauri-sdk/pull/2
* v0.4.0 by cobycloud in https://github.com/swarmauri/swarmauri-sdk/pull/51
* Update README.md by cobycloud in https://github.com/swarmauri/swarmauri-sdk/pull/55
* Distances and theri tests. by faizan2700 in https://github.com/swarmauri/swarmauri-sdk/pull/64
* AI21 Studio Model by faizan2700 in https://github.com/swarmauri/swarmauri-sdk/pull/66
* Deep Seek Model by faizan2700 in https://github.com/swarmauri/swarmauri-sdk/pull/67
* Updated shuttleAI model and tests. Parameterize tests are remaining. by faizan2700 in https://github.com/swarmauri/swarmauri-sdk/pull/71
* markdown to mdtohtml by faizan2700 in https://github.com/swarmauri/swarmauri-sdk/pull/77
* ShuttleAI ToolModel by faizan2700 in https://github.com/swarmauri/swarmauri-sdk/pull/80
* changes in deep seek model and shuttle ai model and tests by faizan2700 in https://github.com/swarmauri/swarmauri-sdk/pull/79
* updated ai studio by faizan2700 in https://github.com/swarmauri/swarmauri-sdk/pull/84
* updated shuttle model with requests by faizan2700 in https://github.com/swarmauri/swarmauri-sdk/pull/85
* shuttleaitoolmodel request based approach by faizan2700 in https://github.com/swarmauri/swarmauri-sdk/pull/86
* updated shuttleaitool model tests by faizan2700 in https://github.com/swarmauri/swarmauri-sdk/pull/88
* mistral model changes by faizan2700 in https://github.com/swarmauri/swarmauri-sdk/pull/90
* updated models in mistral by faizan2700 in https://github.com/swarmauri/swarmauri-sdk/pull/92
* updated mistral tool model by faizan2700 in https://github.com/swarmauri/swarmauri-sdk/pull/93
* updated aistudio model to use chat message by faizan2700 in https://github.com/swarmauri/swarmauri-sdk/pull/95
* 🛺💨 v0.4.1.dev10 by cobycloud in https://github.com/swarmauri/swarmauri-sdk/pull/96
* 💭 Update README.md by cobycloud in https://github.com/swarmauri/swarmauri-sdk/pull/97
* Update issue templates by cobycloud in https://github.com/swarmauri/swarmauri-sdk/pull/99
* Dev 0.4.1 - issue templates by cobycloud in https://github.com/swarmauri/swarmauri-sdk/pull/100
* Issue templates by cobycloud in https://github.com/swarmauri/swarmauri-sdk/pull/101
* 🧹Issue Templates by cobycloud in https://github.com/swarmauri/swarmauri-sdk/pull/102
* ☝️Issue templates by cobycloud in https://github.com/swarmauri/swarmauri-sdk/pull/103
* ☝️ Issue Template by cobycloud in https://github.com/swarmauri/swarmauri-sdk/pull/104
* Issue templates by cobycloud in https://github.com/swarmauri/swarmauri-sdk/pull/105
* Dev 0.4.1 by cobycloud in https://github.com/swarmauri/swarmauri-sdk/pull/106
* 🧹Issue templates by cobycloud in https://github.com/swarmauri/swarmauri-sdk/pull/107
* 🧹Issue templates by cobycloud in https://github.com/swarmauri/swarmauri-sdk/pull/108
* Issue templates by cobycloud in https://github.com/swarmauri/swarmauri-sdk/pull/109
* ☝️Issue Templates by cobycloud in https://github.com/swarmauri/swarmauri-sdk/pull/110
* Testcases for schema converters by RafaelJohn9 in https://github.com/swarmauri/swarmauri-sdk/pull/112
* ☝️v0.4.1.dev12 by cobycloud in https://github.com/swarmauri/swarmauri-sdk/pull/116
* 💭 add issue by cobycloud in https://github.com/swarmauri/swarmauri-sdk/pull/120
* 💭 update issue templates by cobycloud in https://github.com/swarmauri/swarmauri-sdk/pull/122
* 💭 update labeling by cobycloud in https://github.com/swarmauri/swarmauri-sdk/pull/124
* Dev 0.4.1 by cobycloud in https://github.com/swarmauri/swarmauri-sdk/pull/126
* reorg by cobycloud in https://github.com/swarmauri/swarmauri-sdk/pull/127
* 💭 issue templates ☝️ by cobycloud in https://github.com/swarmauri/swarmauri-sdk/pull/132
* Changes made by Techie-John in https://github.com/swarmauri/swarmauri-sdk/pull/140
* updated standard/canberra distance by abdulsamodazeez in https://github.com/swarmauri/swarmauri-sdk/pull/141
* Dev 0.4.1 by cobycloud in https://github.com/swarmauri/swarmauri-sdk/pull/142
* Fix: Keyerrors caused in ShuttleAI test cases by RafaelJohn9 in https://github.com/swarmauri/swarmauri-sdk/pull/143
* Revert 143 fix shuttle ai model tests by cobycloud in https://github.com/swarmauri/swarmauri-sdk/pull/144
* Dev 0.4.1 by cobycloud in https://github.com/swarmauri/swarmauri-sdk/pull/145
* Fix: Ensure JSON Serialization of Protobuf Objects in GeminiSchemaConverter Test by abdulsamodazeez in https://github.com/swarmauri/swarmauri-sdk/pull/148
* Fix: Commented potential error leading attr by RafaelJohn9 in https://github.com/swarmauri/swarmauri-sdk/pull/149
* Fix: Shuttle AI Model tool by RafaelJohn9 in https://github.com/swarmauri/swarmauri-sdk/pull/150
* Fix: ShuttleAI Tool Model by RafaelJohn9 in https://github.com/swarmauri/swarmauri-sdk/pull/152
* Fix ai21 studio model by RafaelJohn9 in https://github.com/swarmauri/swarmauri-sdk/pull/154
* Fix: TfidfEmbedding giving missing arg Error by RafaelJohn9 in https://github.com/swarmauri/swarmauri-sdk/pull/155
* Update 11_test_case_failure.yaml by cobycloud in https://github.com/swarmauri/swarmauri-sdk/pull/156
* Update GeminiSchemaConverter.py by abdulsamodazeez in https://github.com/swarmauri/swarmauri-sdk/pull/159
* Fix: TextBlob Parsers punkt -> punkt_tab by RafaelJohn9 in https://github.com/swarmauri/swarmauri-sdk/pull/160
* Update GeminiSchemaConverter.py by abdulsamodazeez in https://github.com/swarmauri/swarmauri-sdk/pull/163
* Fix: For GeminiSchemaConverter and GeminiToolModel by RafaelJohn9 in https://github.com/swarmauri/swarmauri-sdk/pull/164
* Dev 0.4.1 by cobycloud in https://github.com/swarmauri/swarmauri-sdk/pull/167
* 💭 update issue templates by cobycloud in https://github.com/swarmauri/swarmauri-sdk/pull/180
* Feature: added `adding multiple messages` feature by RafaelJohn9 in https://github.com/swarmauri/swarmauri-sdk/pull/184
* added sqlite vector_store class and test files by MichaelDecent in https://github.com/swarmauri/swarmauri-sdk/pull/185
* Update conversation test by RafaelJohn9 in https://github.com/swarmauri/swarmauri-sdk/pull/192
* Update QAAgent.py by abdulsamodazeez in https://github.com/swarmauri/swarmauri-sdk/pull/195
* Update: added `add_messages` test inside SessionCacheConversation by RafaelJohn9 in https://github.com/swarmauri/swarmauri-sdk/pull/196
* Feature: Added Code Extractor Tool and its tests by RafaelJohn9 in https://github.com/swarmauri/swarmauri-sdk/pull/198
* Max size system conv tests by RafaelJohn9 in https://github.com/swarmauri/swarmauri-sdk/pull/203
* Qdrant vector store tests by RafaelJohn9 in https://github.com/swarmauri/swarmauri-sdk/pull/207
* Feature: sqlite vector db and its tests by RafaelJohn9 in https://github.com/swarmauri/swarmauri-sdk/pull/216
* 💭 adding issue template for code hygiene by cobycloud in https://github.com/swarmauri/swarmauri-sdk/pull/219
* Created chromadb test file by Shravan773 in https://github.com/swarmauri/swarmauri-sdk/pull/223
* Added RequestsTool.py by abdulsamodazeez in https://github.com/swarmauri/swarmauri-sdk/pull/227
* Added Textstat files by abdulsamodazeez in https://github.com/swarmauri/swarmauri-sdk/pull/230
* Cobycloud patch 1 by cobycloud in https://github.com/swarmauri/swarmauri-sdk/pull/231
* Revert "Cobycloud patch 1" by cobycloud in https://github.com/swarmauri/swarmauri-sdk/pull/232
* Update 11_test_case_failure.yaml by cobycloud in https://github.com/swarmauri/swarmauri-sdk/pull/233
* Update 11_test_case_failure.yaml by cobycloud in https://github.com/swarmauri/swarmauri-sdk/pull/234
* Update 13_test_case_coverage.yaml by cobycloud in https://github.com/swarmauri/swarmauri-sdk/pull/235
* Renamed ChromaDBVector and RequestTool file modules by MichaelDecent in https://github.com/swarmauri/swarmauri-sdk/pull/251
* implemented the __call__ method on RequestTool.py by MichaelDecent in https://github.com/swarmauri/swarmauri-sdk/pull/270
* fixed the test_call function of AutomatedReadabilityIndex_test.py by MichaelDecent in https://github.com/swarmauri/swarmauri-sdk/pull/281
* Error correction for ColemanLiauIndex_test.py::test_call by JustusOmbok in https://github.com/swarmauri/swarmauri-sdk/pull/282
* Error correction for tests/tools/LexicalDensity_test.py::test_call by JustusOmbok in https://github.com/swarmauri/swarmauri-sdk/pull/284
* fixed the test_call function of DaleChallReadability_test.py by MichaelDecent in https://github.com/swarmauri/swarmauri-sdk/pull/283
* fixed the test_call function of FleschReadingEase_test.py by MichaelDecent in https://github.com/swarmauri/swarmauri-sdk/pull/285
* Error correction for tests/tools/SMOGIndex_test.py::test_call by JustusOmbok in https://github.com/swarmauri/swarmauri-sdk/pull/286
* fixed the test_call function of TextLength_test.py and DaleChallReada… by MichaelDecent in https://github.com/swarmauri/swarmauri-sdk/pull/287
* Error correction for "tests/tools/FleschKincaid_test.py::test_call" by JustusOmbok in https://github.com/swarmauri/swarmauri-sdk/pull/288
* fixed the test_call function of MatplotlibTool_test.py by MichaelDecent in https://github.com/swarmauri/swarmauri-sdk/pull/289
* Added validate_input func in AutomatedReadabilityIndexTool.py by JustusOmbok in https://github.com/swarmauri/swarmauri-sdk/pull/290
* added a validate_input function in FleschKincaidTool.py by MichaelDecent in https://github.com/swarmauri/swarmauri-sdk/pull/291
* Changed expected_output in AutomatedReadabilityIndex_test.py by JustusOmbok in https://github.com/swarmauri/swarmauri-sdk/pull/292
* Dev 0.4.1.x by MichaelDecent in https://github.com/swarmauri/swarmauri-sdk/pull/301
* Updated count_characters method in swarmauri/standard/tools/concrete/… by JustusOmbok in https://github.com/swarmauri/swarmauri-sdk/pull/302
* Updated count_syllables_in_word method in swarmauri/standard/tools/co… by JustusOmbok in https://github.com/swarmauri/swarmauri-sdk/pull/306
* fixed error in the test_call function of TextLength_test.py by MichaelDecent in https://github.com/swarmauri/swarmauri-sdk/pull/307
* Vector store refactor by RafaelJohn9 in https://github.com/swarmauri/swarmauri-sdk/pull/308
* new tools test files by JustusOmbok in https://github.com/swarmauri/swarmauri-sdk/pull/309
* 0.4.1.x/tools by MichaelDecent in https://github.com/swarmauri/swarmauri-sdk/pull/316
* fixed lint error in CodeExtractorTool_test.py by MichaelDecent in https://github.com/swarmauri/swarmauri-sdk/pull/318
* changes on AccessibilityToolkit by JustusOmbok in https://github.com/swarmauri/swarmauri-sdk/pull/319
* changes on tests/tools/CaptchaGeneratorTool_test file by JustusOmbok in https://github.com/swarmauri/swarmauri-sdk/pull/320
* fixes on test_call function relating to tools by MichaelDecent in https://github.com/swarmauri/swarmauri-sdk/pull/321
* fixed a lint error in CaptchaGeneratorTool_test.py by MichaelDecent in https://github.com/swarmauri/swarmauri-sdk/pull/322
* fixed a test call error in QrCodeGeneratorTool_test.py by MichaelDecent in https://github.com/swarmauri/swarmauri-sdk/pull/323
* Made changes to accessibility toolkit by JustusOmbok in https://github.com/swarmauri/swarmauri-sdk/pull/324
* fixed made on the test cases in QrCodeGeneratorTool_test.py and BeautifulSoupElementParser_test.py by MichaelDecent in https://github.com/swarmauri/swarmauri-sdk/pull/325
* 0.4.1.x/tools by MichaelDecent in https://github.com/swarmauri/swarmauri-sdk/pull/327
* Update: Updated ChromaDB instance to Persistent by RafaelJohn9 in https://github.com/swarmauri/swarmauri-sdk/pull/328
* 0.4.1.x/tools by MichaelDecent in https://github.com/swarmauri/swarmauri-sdk/pull/329
* fixed a test call error in GithubTool_test.py and QrCodeGeneratorTool_test.py by MichaelDecent in https://github.com/swarmauri/swarmauri-sdk/pull/332
* Added files to accessibity toolkit by JustusOmbok in https://github.com/swarmauri/swarmauri-sdk/pull/326
* Added contributing.md file by JustusOmbok in https://github.com/swarmauri/swarmauri-sdk/pull/333
* 0.4.1.x/tools by MichaelDecent in https://github.com/swarmauri/swarmauri-sdk/pull/334
* 0.4.1.x/tools by MichaelDecent in https://github.com/swarmauri/swarmauri-sdk/pull/337
* added skipif feature to the needed test case file by MichaelDecent in https://github.com/swarmauri/swarmauri-sdk/pull/338
* Made Changes in PsutilTool Test by JustusOmbok in https://github.com/swarmauri/swarmauri-sdk/pull/340
* added the needed token to GithubTools by MichaelDecent in https://github.com/swarmauri/swarmauri-sdk/pull/341
* fix a bug in GithubTools by MichaelDecent in https://github.com/swarmauri/swarmauri-sdk/pull/342
* created temperature convertor tool by Jugrajsinghbali in https://github.com/swarmauri/swarmauri-sdk/pull/343
* created test file for TemperatureConverterTool by Jugrajsinghbali in https://github.com/swarmauri/swarmauri-sdk/pull/344
* final fix a bug in GithubTools by MichaelDecent in https://github.com/swarmauri/swarmauri-sdk/pull/346
* added test file to Tools by MichaelDecent in https://github.com/swarmauri/swarmauri-sdk/pull/348
* Created tests\tools\DownloadPdfTool_test.py by JustusOmbok in https://github.com/swarmauri/swarmauri-sdk/pull/350
* fixed collection error in SentimentAnalysisTool_test.py, PaCAMP_test.… by MichaelDecent in https://github.com/swarmauri/swarmauri-sdk/pull/349
* renamed PaCAMP_test.py to PaCAMPTool_test.py, by MichaelDecent in https://github.com/swarmauri/swarmauri-sdk/pull/351
* fixed bug in ZapierHookTool_test.py by MichaelDecent in https://github.com/swarmauri/swarmauri-sdk/pull/354
* reated tests\tools\GmailReadTool_test.py by JustusOmbok in https://github.com/swarmauri/swarmauri-sdk/pull/352
* fixed bug in PsutilTool_test.py by MichaelDecent in https://github.com/swarmauri/swarmauri-sdk/pull/355
* 0.4.1.x/tools by MichaelDecent in https://github.com/swarmauri/swarmauri-sdk/pull/362
* Fix: Deserialization Errors by RafaelJohn9 in https://github.com/swarmauri/swarmauri-sdk/pull/363
* fixed bug in the test_call function of PaCAMPTool_test.py by MichaelDecent in https://github.com/swarmauri/swarmauri-sdk/pull/364
* Fix: deserialization of toolkit by RafaelJohn9 in https://github.com/swarmauri/swarmauri-sdk/pull/365
* fixed bug in the test_call function of PaCAMPTool_test.py and PsutilT… by MichaelDecent in https://github.com/swarmauri/swarmauri-sdk/pull/366
* fixed bug in the test_call function of GithubTool_test.py and PaCMAPT… by MichaelDecent in https://github.com/swarmauri/swarmauri-sdk/pull/367
* 0.4.1.x/tools by MichaelDecent in https://github.com/swarmauri/swarmauri-sdk/pull/368
* Feature: Add remove message functionality in ConversationBase by cobycloud in https://github.com/swarmauri/swarmauri-sdk/pull/370
* fixed testcase of GmailSendTool_test.py by MichaelDecent in https://github.com/swarmauri/swarmauri-sdk/pull/371
* refactored test_call functions by MichaelDecent in https://github.com/swarmauri/swarmauri-sdk/pull/372
* Refactor: Changed the return types of all tools components by RafaelJohn9 in https://github.com/swarmauri/swarmauri-sdk/pull/373
* Update: Specified return type in `execute` method in context chain by RafaelJohn9 in https://github.com/swarmauri/swarmauri-sdk/pull/374
* Updated the test_call functions by MichaelDecent in https://github.com/swarmauri/swarmauri-sdk/pull/375
* fixed collection error by MichaelDecent in https://github.com/swarmauri/swarmauri-sdk/pull/376
* Update: Specified return types of `execute` method in both files by RafaelJohn9 in https://github.com/swarmauri/swarmauri-sdk/pull/377
* 0.4.1.x/tools by MichaelDecent in https://github.com/swarmauri/swarmauri-sdk/pull/378
* fixed error in test_call functions relating to tools by MichaelDecent in https://github.com/swarmauri/swarmauri-sdk/pull/379
* fixed error in test_call functions relating to CodeExtractorTool_test.py by MichaelDecent in https://github.com/swarmauri/swarmauri-sdk/pull/381
* Test community tools by RafaelJohn9 in https://github.com/swarmauri/swarmauri-sdk/pull/382
* Fix: Tools testcase by RafaelJohn9 in https://github.com/swarmauri/swarmauri-sdk/pull/384
* fixes on EntityRecognitionTool.py and GmailReadTool.py by MichaelDecent in https://github.com/swarmauri/swarmauri-sdk/pull/385
* fixes on GithubTool_test.py by MichaelDecent in https://github.com/swarmauri/swarmauri-sdk/pull/386
* started deepinframodels by 3rd-Son in https://github.com/swarmauri/swarmauri-sdk/pull/380
* 0.4.1.x/tools by cobycloud in https://github.com/swarmauri/swarmauri-sdk/pull/387
* 0.4.1.x/vector stores by cobycloud in https://github.com/swarmauri/swarmauri-sdk/pull/388
* Update Tests for Deep InfraModel by RafaelJohn9 in https://github.com/swarmauri/swarmauri-sdk/pull/389
* fix on PerplexityModel.py by MichaelDecent in https://github.com/swarmauri/swarmauri-sdk/pull/390
* fixed Toolkit_test and AccessibilityToolkit_test by 3rd-Son in https://github.com/swarmauri/swarmauri-sdk/pull/391
* fix on PerplexityModel.py Final by MichaelDecent in https://github.com/swarmauri/swarmauri-sdk/pull/392
* Merging 0.4.1.x by cobycloud in https://github.com/swarmauri/swarmauri-sdk/pull/393

New Contributors
* faizan2700 made their first contribution in https://github.com/swarmauri/swarmauri-sdk/pull/64
* RafaelJohn9 made their first contribution in https://github.com/swarmauri/swarmauri-sdk/pull/112
* Techie-John made their first contribution in https://github.com/swarmauri/swarmauri-sdk/pull/140
* abdulsamodazeez made their first contribution in https://github.com/swarmauri/swarmauri-sdk/pull/141
* MichaelDecent made their first contribution in https://github.com/swarmauri/swarmauri-sdk/pull/185
* Shravan773 made their first contribution in https://github.com/swarmauri/swarmauri-sdk/pull/223
* JustusOmbok made their first contribution in https://github.com/swarmauri/swarmauri-sdk/pull/282
* Jugrajsinghbali made their first contribution in https://github.com/swarmauri/swarmauri-sdk/pull/343
* 3rd-Son made their first contribution in https://github.com/swarmauri/swarmauri-sdk/pull/380

**Full Changelog**: https://github.com/swarmauri/swarmauri-sdk/compare/v0.4.0...0.4.1.dev137