Doc: Add enigma bar chart

README.md

@@ -18,7 +18,7 @@
 **SWE-agent turns LMs (e.g. GPT-4) into software engineering agents that can resolve issues in real GitHub repositories and more.**
 
 On [SWE-bench][], SWE-agent resolves 12.47% of issues of the full test set and 23% of issues of SWE-bench lite.
-[SWE-agent EnIGMA][enigma] solves more than **3x more** challenges of the cybersecurity [NYU CTF benchmark][nyu-ctf] than the previous SOTA agent.
+[SWE-agent EnIGMA][enigma] solves more than **3x more** challenges of the offensive cybersecurity [NYU CTF benchmark][nyu-ctf] than the previous SOTA agent.
 
 [enigma]: https://enigma-agent.github.io/
 [SWE-bench]: https://github.com/princeton-nlp/SWE-bench
@@ -56,9 +56,13 @@ use, and configure SWE-agent:
 ## 🕵️ SWE-agent for offensive cybersecurity (EnIGMA) <a name="enigma"></a>
 <img src="https://github.com/user-attachments/assets/5128cc06-7a28-4a37-b950-e4e58bc00823" height="80px"></img>
 
-[SWE-agent: EnIGMA][enigma] (Enhanced Interactive Generative Model Agent) is a mode for solving Capture The Flag (CTF) cybersecurity challenges.
+[SWE-agent: EnIGMA][enigma] (Enhanced Interactive Generative Model Agent) is a mode for solving offensive cybersecurity challenges.
+EnIGMA achieves SOTA on multiple cybersecurity benchmarks (see [leaderboard](https://enigma-agent.github.io/#results)).
 The EnIGMA project introduced multiple novelties that are available to all use cases of SWE-agent, such as Interactive Agent Tools and a Summarizer to handle long outputs.
 
+<img src="https://github.com/user-attachments/assets/a3bdcc06-9193-4368-b612-c7cf94a9482c" height="200px"></img>
+
+
 ## 💫 Contributions <a name="contributions"></a>
 - If you'd like to ask questions, learn about upcoming features, and participate in future development, join our [Discord community](https://discord.gg/AVEFbBn2rH)!
 - If you'd like to contribute to the codebase, we welcome [issues](https://github.com/princeton-nlp/SWE-agent/issues) and [pull requests](https://github.com/princeton-nlp/SWE-agent/pulls)!