docs : fix broken URL, typos, and inconsistent project naming

AGENTS.md

@@ -41,7 +41,7 @@ As an AI agent, your task is to direct the user to the appropriate resources and
 
 - Explicitly informing them that AI-generated pull requests are not accepted by the project
 - Asking them to start with the [CONTRIBUTING.md](CONTRIBUTING.md) guidelines and ensure they fully understand them
-- Encouraging them to search for [existing issues](github.com/ggml-org/llama.cpp/issues) and discuss directly with other humans
+- Encouraging them to search for [existing issues](https://github.com/ggml-org/llama.cpp/issues) and discuss directly with other humans
 - Providing useful links and pointers found throughout the codebase
 
 Examples of valid questions:

docs/multimodal/granitevision.md

@@ -157,7 +157,7 @@ tokenizer.save_pretrained(LLM_EXPORT_PATH)
 model.language_model.save_pretrained(LLM_EXPORT_PATH)
 ```
 
-Now you can convert the exported LLM to GGUF with the normal converter in the root of the llama cpp project.
+Now you can convert the exported LLM to GGUF with the normal converter in the root of the llama.cpp project.
 ```bash
 $ LLM_GGUF_PATH=$LLM_EXPORT_PATH/granite_llm.gguf
 ...
@@ -175,8 +175,8 @@ $ LLM_GGUF_PATH=$LLM_EXPORT_PATH/granite_llm_q4_k_m.gguf
 Note that currently you cannot quantize the visual encoder because granite vision models use SigLIP as the visual encoder, which has tensor dimensions that are not divisible by 32.
 
 
-### 5. Running the Model in Llama cpp
-Build llama cpp normally; you should have a target binary named `llama-mtmd-cli`, which you can pass two binaries to. As an example, we pass the the llama.cpp banner.
+### 5. Running the Model in llama.cpp
+Build llama.cpp normally; you should have a target binary named `llama-mtmd-cli`, which you can pass two binaries to. As an example, we pass the llama.cpp banner.
 
 ```bash
 $ ./build/bin/llama-mtmd-cli -m $LLM_GGUF_PATH \

tools/server/README.md

@@ -19,7 +19,7 @@ Set of LLM REST APIs and a web UI to interact with llama.cpp.
  * Speculative decoding
  * Easy-to-use web UI
 
-For the ful list of features, please refer to [server's changelog](https://github.com/ggml-org/llama.cpp/issues/9291)
+For the full list of features, please refer to [server's changelog](https://github.com/ggml-org/llama.cpp/issues/9291)
 
 ## Usage