--- title: networkx Reviews meta_title: 'networkx Reviews 2026: Details, Pricing, & Features | G2' meta_description: Filter 10 reviews by the users' company size, role or industry to find out how networkx works for a business like yours. aggregate_rating: rating_value: 4.5 review_count: 10 scale: '5' date_modified: '2026-05-05' parent_category: name: Development url: https://www.g2.com/categories/development --- # networkx Reviews **Vendor:** networkx **Category:** [Component Libraries Software](https://www.g2.com/categories/component-libraries) **Average Rating:** 4.5/5.0 **Total Reviews:** 10 ## About networkx NetworkX is a Python package for the creation, manipulation, and study of the structure, dynamics, and functions of complex networks. ## networkx Reviews ### 1. Excellent toolset for data scientists working with graphs. **Rating:** 5.0/5.0 stars **Reviewed by:** Nguyen T. | Academic Coach, Mid-Market (51-1000 emp.) **Reviewed Date:** September 23, 2021 **What do you like best about networkx?** A python package with pythonic apis. Integration with Pandas and GeoPandas. A plethora of built-in graph algorithms that are relatively fast implementations (not the best, but good enough for most non-production use cases) **What do you dislike about networkx?** Nothing. I use NetworkX as a tool among many tools needed in a solution, so I do not expect it to be able to do everything. I'd like to see the library to focus on its strength: easy to start with and plenty of powerful graph-based algorithm available. **Recommendations to others considering networkx:** Develop familiarity with the basic concepts before jumping into the algorithms. **What problems is networkx solving and how is that benefiting you?** Graph-based problems including path finding and network analysis. ### 2. Best Python package for network analysis **Rating:** 4.0/5.0 stars **Reviewed by:** 德云 . | Research Fellow , Enterprise (> 1000 emp.) **Reviewed Date:** September 30, 2021 **What do you like best about networkx?** Best tutorial, very well-organized structure, and simplified coding language. **What do you dislike about networkx?** The visualization results is not as pretty as Gephi or R packages such as igraph. It is also difficult to create beautiful dynamic networks. **Recommendations to others considering networkx:** Have a better design for the visualizations would help a lot. **What problems is networkx solving and how is that benefiting you?** Compute network indicators and visualization. It's very fast to compute. ### 3. Helped a lot working on Data structures for graphs, digraphs, and multigraphs **Rating:** 4.5/5.0 stars **Reviewed by:** Aayush A. | AI,Deep Learning ,Data Science Instructor, Small-Business (50 or fewer emp.) **Reviewed Date:** October 02, 2021 **What do you like best about networkx?** Many standard graph algorithms Network structure and analysis measuresmeasures Well tested with over 90% code coverage **What do you dislike about networkx?** This is python package. I use java as well in different projects so I think it would be great is we can use it in java as well. **What problems is networkx solving and how is that benefiting you?** Shortest path problem. ### 4. It was a fun and creative experience using networkx **Rating:** 4.0/5.0 stars **Reviewed by:** Pouria F. | Cloud Platform Developer, Mid-Market (51-1000 emp.) **Reviewed Date:** September 24, 2021 **What do you like best about networkx?** It is easy to use, with straightforward functions and attributes. **What do you dislike about networkx?** It is not functional with lots of nodes and edges. **What problems is networkx solving and how is that benefiting you?** I used networkx for simulating a virus diffusion. I realized how dynamic it can be used for random movements of nodes. ### 5. Data and Analytics; I used NetworkX to create network graphs to social connections **Rating:** 5.0/5.0 stars **Reviewed by:** Verified User in Civic & Social Organization | Small-Business (50 or fewer emp.) **Reviewed Date:** September 24, 2021 **What do you like best about networkx?** I like the fact that I can customize my graph in any way I need and NetworkX can calculate all the degrees of closeness and nearness for me **What do you dislike about networkx?** I usually use GEPHI to open NetworkX files and its so slow. Wish there was a NetworkX program to open it on **What problems is networkx solving and how is that benefiting you?** Basically, doing social network analysis more easily! That it makes much easier to calculate the analysis and make it ### 6. Great tool for prototyping graph solutions with python. **Rating:** 5.0/5.0 stars **Reviewed by:** Verified User in Computer Software | Small-Business (50 or fewer emp.) **Reviewed Date:** September 22, 2021 **What do you like best about networkx?** supports a large set of graph algorithms and the APIs are easy to work with, and compatible with other python libraries. **What do you dislike about networkx?** probably better to use other distributed libraries when you work with larger datasets or graphs. **What problems is networkx solving and how is that benefiting you?** modeling problems with graphs and developing graph algorithms and graph databases. ### 7. Create any Graph easily **Rating:** 4.5/5.0 stars **Reviewed by:** Verified User in Computer Software | Small-Business (50 or fewer emp.) **Reviewed Date:** September 27, 2021 **What do you like best about networkx?** It is very easy to use. Possible can find anything on the internet related to it. **What do you dislike about networkx?** Networkx is a Python library, so when working with big data, it consumes a lot of memory. **What problems is networkx solving and how is that benefiting you?** I learned it while undertaking data science specialization. ### 8. It's been very helpful with all the support system **Rating:** 4.5/5.0 stars **Reviewed by:** Verified User in Computer & Network Security | Small-Business (50 or fewer emp.) **Reviewed Date:** September 24, 2021 **What do you like best about networkx?** The visual aspects of it are so intuitive. **What do you dislike about networkx?** The speed and correlation of maps would help a lot **What problems is networkx solving and how is that benefiting you?** Modeling a chain system for decentralised network topology for data encryption. It has made things more presentable. ### 9. My Review **Rating:** 4.0/5.0 stars **Reviewed by:** Verified User in Computer Software | Enterprise (> 1000 emp.) **Reviewed Date:** September 22, 2021 **What do you like best about networkx?** It has a lot of useful functions. More functions than snap.py library. **What do you dislike about networkx?** There should be more functions to visualize the graps. graph **What problems is networkx solving and how is that benefiting you?** I am trying to find which political party has the most abusive members. ### 10. Well structured classes **Rating:** 4.0/5.0 stars **Reviewed by:** Verified User in Airlines/Aviation | Small-Business (50 or fewer emp.) **Reviewed Date:** September 21, 2021 **What do you like best about networkx?** Methods' names are self-explanatory, intuitive **What do you dislike about networkx?** Visualization capabilities. Integrate machine/deep learning capabilities **Recommendations to others considering networkx:** Improve visualization capabilities, deal with large datasets **What problems is networkx solving and how is that benefiting you?** Mostly graph analytics. Low intital learning curve ## networkx Discussions - [Is NetworkX safe?](https://www.g2.com/discussions/is-networkx-safe) - [Is Igraph faster than NetworkX?](https://www.g2.com/discussions/is-igraph-faster-than-networkx) - [Is NetworkX a standard Python library?](https://www.g2.com/discussions/is-networkx-a-standard-python-library) - [What is NetworkX used for?](https://www.g2.com/discussions/what-is-networkx-used-for) - [View networkx pricing details and edition comparison](https://www.g2.com/products/networkx/reviews?section=pricing&secure%5Bexpires_at%5D=2026-06-29+09%3A51%3A19+-0500&secure%5Bsession_id%5D=5aa39edd-5533-4e01-8219-ff22cf4b6e22&secure%5Btoken%5D=e43dffbc9cb039ac3d77bec630e4b42e47a7eb07f4f47fad4770549db5e6c2ec&format=llm_user) ## networkx Features **Functionality** - Language Contingency - Component Library - Unlocked Components **Management** - Framework Integration - Repository Management - Support ## Top networkx Alternatives - [Essential Studio](https://www.g2.com/products/essential-studio/reviews) - 4.5/5.0 (726 reviews) - [Progress Kendo UI](https://www.g2.com/products/progress-kendo-ui/reviews) - 4.4/5.0 (250 reviews) - [Progress Telerik](https://www.g2.com/products/progress-telerik/reviews) - 4.5/5.0 (209 reviews)