# Technical Document Extraction: Solve Rate Comparison Chart
## 1. Image Overview
This image is a grouped bar chart comparing the "Solve rate" of seven different AI/software engineering agents across two conditions. The chart includes a legend, a Y-axis for numerical values, and an X-axis for categorical labels. Red dashed horizontal lines are overlaid on each group to indicate a baseline or average reference point.
## 2. Component Isolation
### Header / Legend
* **Location:** Top-left corner [x: ~10%, y: ~5%].
* **Legend Items:**
* **Light Blue Square:** "contains NL steps"
* **Light Purple Square:** "without steps"
### Main Chart Area
* **Y-Axis Label:** "Solve rate" (Vertical orientation).
* **Y-Axis Scale:** 0.0 to 0.7 (Markers at 0.1 intervals: 0.0, 0.1, 0.2, 0.3, 0.4, 0.5, 0.6, 0.7).
* **X-Axis Labels:** Seven agent names, rotated diagonally.
* **Data Series:**
* **Series 1 (Light Blue):** Represents "contains NL steps". In every category, this bar is significantly taller than the purple bar.
* **Series 2 (Light Purple):** Represents "without steps".
* **Reference Lines (Red Dashed):** A short horizontal dashed line is placed over each pair of bars, typically positioned between the heights of the two bars.
## 3. Data Extraction
### Table Reconstruction
The following values are estimated based on the Y-axis scale:
| Agent Name | contains NL steps (Blue) | without steps (Purple) | Reference Line (Red Dashed) |
| :--- | :---: | :---: | :---: |
| **AutoCodeRover-v2** | ~0.54 | ~0.26 | ~0.32 |
| **RepoGraph** | ~0.48 | ~0.27 | ~0.31 |
| **Moatless-Claude-3.5** | ~0.56 | ~0.20 | ~0.27 |
| **CodeStoryAide** | ~0.69 | ~0.40 | ~0.46 |
| **MarsCode** | ~0.65 | ~0.37 | ~0.43 |
| **Honeycomb** | ~0.73 | ~0.31 | ~0.39 |
| **Agentless** | ~0.52 | ~0.29 | ~0.34 |
### X-Axis Label Color Coding
The labels on the X-axis are color-coded:
* **Orange Text:** AutoCodeRover-v2, RepoGraph, Moatless-Claude-3.5, Agentless.
* **Purple Text:** CodeStoryAide, MarsCode, Honeycomb.
## 4. Trend Analysis and Observations
* **Primary Trend:** For all seven agents, the "contains NL steps" (light blue) condition results in a substantially higher solve rate compared to the "without steps" (light purple) condition.
* **Performance Peak:** **Honeycomb** achieves the highest solve rate in the "contains NL steps" category (approx. 0.73), while **CodeStoryAide** has the highest solve rate in the "without steps" category (approx. 0.40).
* **Performance Minimum:** **Moatless-Claude-3.5** shows the lowest solve rate in the "without steps" category (approx. 0.20), creating the largest visual gap between the two conditions for that specific agent.
* **Reference Line Logic:** The red dashed lines appear to represent a baseline or a weighted average. In all cases, the "contains NL steps" performance exceeds this reference line, while the "without steps" performance falls below it.
