docs: grammar and wording fixes in README/docs

README.md

@@ -8,21 +8,21 @@
 [![All Contributors](https://img.shields.io/badge/all_contributors-17-orange.svg?style=flat-square)](#contributors-)
 <!-- ALL-CONTRIBUTORS-BADGE:END -->
 
-⚡ Building applications with LLMs through composability ⚡  
+⚡ Building applications with LLMs through composability ⚡
 C# implementation of LangChain. We try to be as close to the original as possible in terms of abstractions, but are open to new entities.
 
-While the [SemanticKernel](https://github.com/microsoft/semantic-kernel/) is good and we will use it wherever possible, we believe that it has many limitations and based on Microsoft technologies.
-We proceed from the position of the maximum choice of available options and are open to using third-party libraries within individual implementations.  
+While the [SemanticKernel](https://github.com/microsoft/semantic-kernel/) is useful and we will use it wherever possible, we believe that it has several limitations and is based on Microsoft technologies.
+We proceed from the position of the maximum choice of available options and are open to using third-party libraries within individual implementations.
 
-I want to note:
+Maintainer notes:
 - I’m unlikely to be able to make serious progress alone, so my goal is to unite the efforts of C# developers to create a C# version of LangChain and control the quality of the final project
 - I try to accept any Pull Request within 24 hours (of course, it depends, but I will try)
 - I'm also looking for developers to join the core team. I will sponsor them whenever possible and also share any money received.
 - I also respond quite quickly on Discord for any questions related to the project
 
 ## Usage
-You can use our wiki to get started: https://tryagi.github.io/LangChain/  
-If the wiki contains unupdated code, you can always take a look at [the tests for this](src/Meta/test/WikiTests.cs)  
+You can use our wiki to get started: <https://tryagi.github.io/LangChain/>
+If the wiki contains outdated code, you can always take a look at [the tests for this](src/Meta/test/WikiTests.cs)
 Also see [examples](./examples) for example usage or [tests](./src/tests/LangChain.IntegrationTests/ReadmeTests.cs).
 ```csharp
 // Price to run from zero(create embeddings and request to LLM): 0,015$
@@ -36,7 +36,7 @@ var provider = new OpenAiProvider(
 var llm = new OpenAiLatestFastChatModel(provider);
 var embeddingModel = new TextEmbeddingV3SmallModel(provider);
 
-// Create vector database from Harry Potter book pdf
+// Create vector database from Harry Potter book PDF
 using var vectorDatabase = new SqLiteVectorDatabase(dataSource: "vectors.db");
 var vectorCollection = await vectorDatabase.AddDocumentsFromAsync<PdfPigPdfLoader>(
     embeddingModel, // Used to convert text to embeddings
@@ -83,7 +83,7 @@ var chain =
 var chainAnswer = await chain.RunAsync("text");  // get chain result
 
 Console.WriteLine("Chain Answer:"+ chainAnswer);       // print the result
-        
+
 Console.WriteLine($"LLM usage: {llm.Usage}");    // Print usage and price
 Console.WriteLine($"Embedding model usage: {embeddingModel.Usage}");   // Print usage and price
 ```
@@ -97,16 +97,16 @@ Console.WriteLine($"Embedding model usage: {embeddingModel.Usage}");   // Print
 
 ## Support
 
-Priority place for bugs: https://github.com/tryAGI/LangChain/issues  
-Priority place for ideas and general questions: https://github.com/tryAGI/LangChain/discussions  
-Discord: https://discord.gg/Ca2xhfBf3v  
+Priority place for bugs: https://github.com/tryAGI/LangChain/issues
+Priority place for ideas and general questions: https://github.com/tryAGI/LangChain/discussions
+Discord: https://discord.gg/Ca2xhfBf3v
 
 ## Legal information and credits
-It's licensed under [the MIT license](LICENSE). We do not plan to change the license in any foreseeable future for this project, 
-but projects based on this within the organization may have different licenses.  
-Some documentation is based on documentation from [dotnet/docs](https://github.com/dotnet/docs/) repository 
-under [CC BY 4.0 license](https://github.com/dotnet/docs/blob/main/LICENSE), 
-where code examples are changed to code examples for using this project.  
+It's licensed under [the MIT license](LICENSE). We do not plan to change the license in any foreseeable future for this project,
+but projects based on this within the organization may have different licenses.
+Some documentation is based on documentation from [dotnet/docs](https://github.com/dotnet/docs/) repository
+under [CC BY 4.0 license](https://github.com/dotnet/docs/blob/main/LICENSE),
+where code examples are changed to code examples for using this project.
 
 ## Acknowledgments
 
@@ -116,4 +116,4 @@ This project is supported by JetBrains through the [Open Source Support Program]
 
 ![CodeRabbit logo](https://opengraph.githubassets.com/1c51002d7d0bbe0c4fd72ff8f2e58192702f73a7037102f77e4dbb98ac00ea8f/marketplace/coderabbitai)
 
-This project is supported by CodeRabbit through the [Open Source Support Program](https://github.com/marketplace/coderabbitai).
+This project is supported by CodeRabbit through the [Open-Source Support Program](https://github.com/marketplace/coderabbitai).