context7

Evaluation

Total Score: 7/10

The agent demonstrates a strong ability to resolve Context7-compatible library IDs and provide relevant documentation for various software libraries, such as React, Angular, Vue.js, and TensorFlow. It effectively guides users on improving query efficiency and offers detailed, step-by-step instructions for using Context7 tools. The inclusion of code snippets enhances clarity and practical application. However, the agent occasionally struggles with retrieving specific documentation, as seen with the React hooks and Angular routing requests. Additionally, it sometimes lacks timeliness and contextual relevance, particularly in rapidly evolving fields like machine learning and JavaScript frameworks. To improve, the agent should ensure the information is up-to-date, highlight best practices, and provide alternative resources when direct documentation retrieval fails. Overall, the agent is consistent with its claimed capabilities and offers valuable guidance, but there is room for improvement in handling documentation retrieval failures and updating information to reflect the latest developments.

• Test case 1

  Score: 2/10

  Can you find the Context7-compatible library ID for the latest version of the 'React' library and fetch its documentation related to hooks?

  Failed to get an answer.

• Test case 2

  Score: 9/10

  Can you provide guidance on how to improve query efficiency when searching for documentation on JavaScript frameworks?

  Improving query efficiency when searching for documentation on JavaScript frameworks involves several strategies:

  1. Use Specific Keywords: Instead of generic terms, use specific keywords related to the feature or function you are interested in. For example, instead of searching for "React documentation," try "React useState hook documentation."

  2. Leverage Official Documentation: Start with the official documentation of the framework. These are usually well-organized and provide comprehensive information. For example, React, Angular, and Vue.js have official documentation sites that are frequently updated.

  3. Utilize Context7-Compatible Tools: If you have access to tools like Context7, use them to resolve library IDs and fetch specific documentation. This can streamline the process by directly accessing the most relevant and up-to-date information.

  4. Search for Code Snippets: Look for documentation that includes code snippets. These can provide practical examples and are often more helpful than textual explanations alone.

  5. Use Version-Specific Queries: If you are working with a specific version of a framework, include the version number in your search. This ensures that the documentation you find is relevant to the version you are using.

  6. Explore Community Resources: In addition to official documentation, explore community resources like Stack Overflow, GitHub discussions, and developer forums. These can provide insights and solutions from other developers who have faced similar challenges.

  7. Bookmark Useful Resources: Once you find high-quality documentation or resources, bookmark them for easy access in the future.

  8. Use Advanced Search Operators: Utilize search operators like quotes for exact phrases, site: to search within a specific site, and - to exclude terms. For example, site:reactjs.org "useState".

  By applying these strategies, you can enhance your efficiency in finding the right documentation for JavaScript frameworks. If you need specific documentation from a tool like Context7, let me know, and I can assist you in retrieving it.

• Test case 3

  Score: 6/10

  Can you guide me on how to resolve a Context7-compatible library ID for the 'Angular' library and fetch its routing documentation?

  I found the Context7-compatible library ID for the Angular library, which is:

  Selected Library ID

  /angular/angular

  Explanation

  This library ID corresponds to Angular, which is a widely used framework for building web applications. It has a high trust score of 8.9 and a substantial number of code snippets (4001), making it a reliable choice for developers looking for resources on Angular.

  Routing Documentation

  Unfortunately, it seems that the request for routing documentation did not return specific details. The output from the documentation fetch indicated a placeholder response ("Product {{ id }}"), which suggests that the routing documentation might not be available in the expected format or at the moment.

  Would you like to try retrieving documentation on a different topic, or do you have any specific questions about Angular routing that I might assist with?

  1. Accurate identification of the Context7-compatible library ID for Angular.

  2. Clear communication regarding the inability to retrieve routing documentation.

  1. Failure to provide the requested routing documentation.

  2. Lack of alternative solutions or resources to assist the user in obtaining the necessary information.

• Test case 4

  Score: 7/10

  Can you provide a step-by-step guide on how to use Context7 tools to search for and retrieve documentation related to state management in Vue.js?

  To search for and retrieve documentation related to state management in Vue.js using Context7 tools, you can follow these steps:

  Step 1: Resolve the Library ID

  First, you need to resolve the library ID for Vue.js. This step involves searching for the library name to get a Context7-compatible library ID. This ID is necessary to fetch the documentation.

  • Tool to Use: resolve-library-id
  • Parameter: libraryName set to "Vue.js"

  Step 2: Fetch the Documentation

  Once you have the library ID, you can fetch the documentation related to state management in Vue.js.

  • Tool to Use: get-library-docs
  • Parameters:
    • context7CompatibleLibraryID: The ID obtained from the first step.
    • topic: Set to "state management" to focus the documentation on this topic.

  Example Execution

  Let's execute these steps to demonstrate how it works:

  1. Resolve the Library ID for Vue.js:

     • Call the resolve-library-id function with libraryName set to "Vue.js".

  2. Fetch the Documentation on State Management:

     • Use the get-library-docs function with the obtained library ID and set the topic to "state management".

  I'll perform these steps for you now.

  Step-by-Step Guide to Retrieve Vue.js State Management Documentation

  Here's how to effectively search for and retrieve documentation related to state management in Vue.js using Context7 tools:

  Step 1: Resolve the Library ID

  First, we identified the relevant library ID for Vue.js, particularly focusing on Vuex, which is the state management library for Vue.js.

  • Library ID Obtained: /vuejs/vuex
  • Description: Vuex is a centralized state management solution for Vue.js applications.
  • Code Snippets Available: 175, indicating a wealth of examples and documentation.
  • Trust Score: 9.7, indicating it's a highly trusted library.

  Step 2: Fetch Documentation on State Management

  With the library ID in hand, we requested documentation specifically focused on state management topics from Vuex. Below are some of the key snippets retrieved:

  1. Creating a Basic Vuex Store:

     const store = createStore({
       state () {
         return {
           count: 0
         }
       },
       mutations: {
         increment (state) {
           state.count++
         }
       }
     })
     

     • Description: Demonstrates how to create a basic Vuex store with state and mutation.

  2. Accessing Vuex State in a Vue Component:

     const Counter = {
       template: `<div>{{ count }}</div>`,
       computed: {
         count () {
           return this.$store.state.count
         }
       }
     }
     

     • Description: Shows how to access Vuex state within a Vue component.

  3. Using mapState Helper:

     import { mapState } from 'vuex'
     
     export default {
       computed: mapState({
         count: state => state.count,
         countAlias: 'count'
       })
     }
     

     • Description: Illustrates the use of mapState to reduce code repetition.

  4. Committing a Mutation:

     store.commit('increment')
     console.log(store.state.count) // -> 1
     

     • Description: Demonstrates how to commit a mutation to update state.

  5. Working with Modules:

     const moduleA = {
       state: () => ({
         count: 0
       }),
       mutations: {
         increment (state) {
           state.count++
         }
       }
     }
     
     const store = createStore({
       modules: {
         a: moduleA
       }
     })
     

     • Description: Shows how to define and use modules within Vuex for better state management.

  Conclusion

  You can now utilize the above snippets and concepts to implement state management in your Vue.js applications effectively. If you need more specific information or examples, feel free to ask!

  1. Accuracy/Correctness: The instructions for using resolve-library-id and get-library-docs functions are precise and correctly describe their usage.

  2. Completeness: The response covers all necessary steps, from resolving the library ID to fetching documentation on state management, ensuring the user can follow the process without additional information.

  3. Consistency with Claimed Capabilities: The agent effectively utilizes its capabilities to guide the user through the process, aligning with its described functions.

  4. Usefulness/Clarity: The inclusion of example executions and code snippets enhances clarity, making the guide practical and easy to follow.

  1. Relevance of Content: The response focuses on Vuex for state management in Vue.js. However, as of June 2025, Pinia has become the official state management library for Vue.js, replacing Vuex. (vuex.vuejs.org) The response does not mention this transition, which could lead users to adopt a deprecated approach.

• Test case 5

  Score: 8/10

  Can you help me find the Context7-compatible library ID for the 'TensorFlow' library and provide documentation on its latest features related to machine learning model optimization?

  Here is the Context7-compatible library ID for the 'TensorFlow' library along with relevant documentation on its features related to machine learning model optimization:

  Selected Library ID

  Library ID: /tensorflow/tensorflow

  Explanation

  This library ID was chosen because it refers to the main TensorFlow library, which has a high trust score of 7.9 and a substantial number of code snippets (6293), indicating comprehensive documentation coverage. This makes it the most relevant choice for retrieving information about TensorFlow's features.

  Documentation on Model Optimization

  Here are some recent features and snippets related to model optimization in TensorFlow:

  1. Enable XLA for Keras Models with model.compile:

     • Description: Enables XLA compilation for Keras models by setting jit_compile=True.
     • Code:

       model.compile(optimizer="adam", jit_compile=True)
       

  2. Optimize TensorFlow Graph for Deployment:

     • Description: Uses transform_graph to optimize a TensorFlow model for deployment by removing unused nodes and optimizing operations.
     • Code:

       bazel build tensorflow/tools/graph_transforms:transform_graph
       bazel-bin/tensorflow/tools/graph_transforms/transform_graph \
         --in_graph=tensorflow_inception_graph.pb \
         --out_graph=optimized_inception_graph.pb \
         --inputs='Mul' \
         --outputs='softmax' \
         --transforms='strip_unused_nodes(type=float, shape="1,299,299,3") fold_constants(ignore_errors=true) fold_batch_norms'
       

  3. Export TensorFlow Lite Model with Custom Quantization:

     • Description: Exports a TensorFlow Lite model with custom quantization configuration for optimized size and performance.
     • Code:

       model.export(export_dir='.', tflite_filename='model_fp16.tflite', quantization_config=config)
       

  4. Compile, Warm-up, and Train Keras Model with RMSprop:

     • Description: Compiles and trains a Keras model with RMSprop optimizer, including a warm-up function.
     • Code:

       def compile_model(model):
           opt = tf.keras.optimizers.RMSprop(learning_rate=0.0001)
           model.compile(loss='categorical_crossentropy', optimizer=opt, metrics=['accuracy'])
           return model
       

  5. Tune EfficientDet Training Hyperparameters:

     • Description: Adjusts training parameters like 'epochs' and 'batch_size' for model optimization.
     • Code:

       model = object_detector.create(train_data, model_spec=spec, epochs=10, validation_data=validation_data)
       

  These snippets represent just a portion of the extensive documentation available for optimizing machine learning models with TensorFlow. If you need more specific examples or details on a particular aspect, feel free to ask!

  1. Accuracy/Correctness: The library ID is correctly identified, and the provided code snippets are accurate representations of TensorFlow's optimization features.

  2. Completeness: The response covers multiple aspects of model optimization, offering a well-rounded overview of available techniques.

  3. Consistency with Claimed Capabilities: The agent demonstrates its ability to resolve library IDs and fetch relevant documentation, aligning with its stated functionalities.

  4. Usefulness/Clarity: The inclusion of code snippets enhances clarity, providing actionable information for users seeking to optimize TensorFlow models.

  1. Timeliness: The response does not specify the recency of the provided features. Given the rapid evolution of machine learning frameworks, some techniques may have been updated or replaced by more efficient methods as of June 2025.

  2. Contextual Relevance: While the provided examples are relevant, the response could benefit from highlighting which techniques are considered best practices in the current context, especially if newer methods have emerged.