mission-possible: Resume Analyzer Agent#99
mission-possible: Resume Analyzer Agent#99Harini-R-2024 wants to merge 1 commit intoLamatic:mainfrom
Conversation
📝 WalkthroughWalkthroughA new Resume Analyzer Agent is introduced that compares resume text against a job description to calculate skill matches and match percentages. The implementation includes documentation, a Python function that performs keyword matching and percentage calculation, and an agent manifest configuration file. Changes
Estimated code review effort🎯 2 (Simple) | ⏱️ ~10 minutes 🚥 Pre-merge checks | ✅ 3✅ Passed checks (3 passed)
✏️ Tip: You can configure your own custom pre-merge checks in the settings. ✨ Finishing Touches🧪 Generate unit tests (beta)
Thanks for using CodeRabbit! It's free for OSS, and your support helps us grow. If you like it, consider giving us a shout-out. Comment |
There was a problem hiding this comment.
Actionable comments posted: 4
🧹 Nitpick comments (1)
kits/resume-analyzer-agent/agent.py (1)
4-5: Use stronger tokenization than whitespace split.Current splitting misses punctuation-normalized matches and can reduce match quality. A small regex tokenizer will improve accuracy.
Proposed refactor
+import re + def analyze_resume(resume_text, job_description): result = {} - resume_words = set(resume_text.lower().split()) - job_words = set(job_description.lower().split()) + def tokenize(text): + return set(re.findall(r"[a-zA-Z0-9+#.]+", text.lower())) + + resume_words = tokenize(resume_text) + job_words = tokenize(job_description)
ℹ️ Review info
⚙️ Run configuration
Configuration used: Organization UI
Review profile: CHILL
Plan: Pro
Run ID: daa18ca8-7a74-4b87-8cc7-22332aca86fc
📒 Files selected for processing (3)
kits/resume-analyzer-agent/README.mdkits/resume-analyzer-agent/agent.pykits/resume-analyzer-agent/agent.yaml
| def analyze_resume(resume_text, job_description): | ||
| result = {} | ||
|
|
||
| resume_words = set(resume_text.lower().split()) | ||
| job_words = set(job_description.lower().split()) |
There was a problem hiding this comment.
Validate input types at function entry.
If either argument is None or non-string, .lower() will fail at runtime. Add a guard for predictable behavior.
Proposed fix
def analyze_resume(resume_text, job_description):
+ if not isinstance(resume_text, str) or not isinstance(job_description, str):
+ raise TypeError("resume_text and job_description must be strings")
+
result = {}| result["matched_skills"] = list(matched_skills) | ||
| result["match_percentage"] = round(len(matched_skills) / len(job_words) * 100, 2) if job_words else 0 |
There was a problem hiding this comment.
Return matched_skills in a deterministic order.
list(matched_skills) is order-unstable because sets are unordered. That can create flaky snapshots/tests and inconsistent responses.
Proposed fix
- result["matched_skills"] = list(matched_skills)
+ result["matched_skills"] = sorted(matched_skills)📝 Committable suggestion
‼️ IMPORTANT
Carefully review the code before committing. Ensure that it accurately replaces the highlighted code, contains no missing lines, and has no issues with indentation. Thoroughly test & benchmark the code to ensure it meets the requirements.
| result["matched_skills"] = list(matched_skills) | |
| result["match_percentage"] = round(len(matched_skills) / len(job_words) * 100, 2) if job_words else 0 | |
| result["matched_skills"] = sorted(matched_skills) | |
| result["match_percentage"] = round(len(matched_skills) / len(job_words) * 100, 2) if job_words else 0 |
| # Resume Analyzer Agent | ||
|
|
||
| ## 🚀 Overview | ||
| This AI agent analyzes a resume and compares it with a job description. | ||
|
|
||
| ## 🔥 Features | ||
| - Extracts matching skills | ||
| - Calculates match percentage | ||
| - Provides improvement suggestions | ||
|
|
||
| ## 🛠️ How it Works | ||
| 1. Takes resume text | ||
| 2. Takes job description | ||
| 3. Compares keywords | ||
| 4. Returns match score and suggestions | ||
|
|
||
| ## 💡 Use Case | ||
| Helps job seekers improve their resumes for better job matching. | ||
|
|
||
| ## ⚡ Built With | ||
| Lamatic AgentKit No newline at end of file |
There was a problem hiding this comment.
Add required Setup, Environment Variables, and Usage sections.
The README is present, but it does not yet document setup steps, env vars, or usage instructions, which are required for kits.
Proposed documentation patch
# Resume Analyzer Agent
## 🚀 Overview
This AI agent analyzes a resume and compares it with a job description.
+
+## 🧰 Setup
+1. Ensure Python is installed.
+2. Navigate to this kit directory.
+3. Run the agent:
+ ```bash
+ python agent.py
+ ```
+
+## 🔐 Environment Variables
+- None required for the current implementation.
## 🔥 Features
- Extracts matching skills
- Calculates match percentage
- Provides improvement suggestions
@@
## 💡 Use Case
Helps job seekers improve their resumes for better job matching.
+## ▶️ Usage
+You can call the analyzer directly:
+
+```python
+from agent import analyze_resume
+
+resume = "Python developer with API and backend experience"
+job = "Looking for Python backend developer with API skills"
+print(analyze_resume(resume, job))
+```
+
## ⚡ Built With
Lamatic AgentKitAs per coding guidelines, "kits/**/README.md: Every kit must have a README.md that documents setup, environment variables, and usage".
| - Extracts matching skills | ||
| - Calculates match percentage | ||
| - Provides improvement suggestions | ||
|
|
||
| ## 🛠️ How it Works | ||
| 1. Takes resume text | ||
| 2. Takes job description | ||
| 3. Compares keywords | ||
| 4. Returns match score and suggestions |
There was a problem hiding this comment.
Align feature wording with actual behavior.
The implementation does keyword overlap, not true skill extraction. Consider wording this as “matching keywords/tokens” to avoid overstating capability.
🚀 Resume Analyzer Agent
This agent analyzes a resume and compares it with a job description.
Features:
Built using Lamatic AgentKit.
Resume Analyzer Agent
Adds a new Resume Analyzer Agent to compare resumes against job descriptions
Files added:
README.md- Agent documentation and usage guideagent.py- Core logic withanalyze_resume()functionagent.yaml- Agent manifest configurationKey features: