Find Salient File

L3
ModelContextProtocolGithubMissing Semester

Identify the most frequently modified file in the past 100 commits, excluding GitHub Actions related files, and create an ANSWER.md with the file name.

Created by Zijian Wu
2025-08-15
Commit AnalysisFile TrackingGit History

Model Ranking

Click on the dots to view the trajectory of each task run
Model
Run Results
Pass@4
Pass^4
Avg Time
Avg Turns
Input Tokens
Output Tokens
Total Tokens
Gemini
gemini-3-pro-high
4
/4
413.2s
29.3
2,412,807
20,718
2,433,525
Gemini
gemini-3-pro-low
4
/4
307.4s
13.0
959,573
19,526
979,099
OpenAI
gpt-5-high
4
/4
1270.6s
8.0
545,169
40,656
585,825
OpenAI
gpt-5-medium
4
/4
492.6s
5.5
307,138
22,350
329,488
OpenAI
gpt-5-mini-high
4
/4
304.1s
5.3
286,918
25,688
312,606
Gemini
gemini-2-5-flash
3
/4
727.4s
7.5
3,380,621
74,131
3,454,752
OpenAI
gpt-5-mini-medium
3
/4
175.6s
5.8
335,133
12,547
347,680
DeepSeek
deepseek-v3-2-chat
2
/4
382.4s
25.3
1,583,223
7,316
1,590,539
Claude
claude-sonnet-4-5
1
/4
301.8s
19.3
1,576,080
9,184
1,585,263
DeepSeek
deepseek-v3-2-thinking
1
/4
576.2s
30.0
1,567,114
12,925
1,580,038
Gemini
gemini-2-5-pro
1
/4
100.0s
2.5
302,462
6,270
308,732
Claude
claude-opus-4-1
0
/1
--
321.6s
9.0
1,509,742
1,380
1,511,122
Claude
claude-opus-4-5-high
0
/4
154.0s
3.3
207,507
5,196
212,702
Claude
claude-sonnet-4
0
/4
241.8s
10.5
1,802,531
1,841
1,804,372
Claude
claude-sonnet-4-high
0
/4
228.7s
25.5
1,465,381
4,859
1,470,240
Claude
claude-sonnet-4-low
0
/4
254.8s
27.8
1,621,507
5,157
1,626,664
DeepSeek
deepseek-chat
0
/4
29.5s
2.5
41,997
146
42,142
DeepSeek
deepseek-v3-1-terminus
0
/4
471.3s
23.3
1,408,851
3,282
1,412,133
DeepSeek
deepseek-v3-1-terminus-thinking
0
/4
1065.1s
12.8
685,948
24,701
710,649
Z.ai
glm-4-5
0
/4
28.4s
2.0
112,346
503
112,849
OpenAI
gpt-4-1
0
/4
148.6s
10.3
521,510
3,827
525,336
OpenAI
gpt-4-1-mini
0
/4
62.7s
7.0
298,076
1,180
299,257
OpenAI
gpt-4-1-nano
0
/4
35.3s
8.0
376,601
640
377,241
OpenAI
gpt-5-low
0
/4
220.7s
3.3
298,352
5,190
303,542
OpenAI
gpt-5-mini-low
0
/4
42.8s
5.3
488,378
696
489,073
OpenAI
gpt-5-nano-high
0
/4
181.9s
6.3
244,721
31,123
275,844
OpenAI
gpt-5-nano-low
0
/4
49.7s
6.8
236,679
2,863
239,542
OpenAI
gpt-5-nano-medium
0
/4
136.2s
6.0
258,546
15,455
274,001
OpenAI
gpt-oss-120b
0
/4
15.4s
3.3
96,176
938
97,113
Grok
grok-4
0
/4
239.3s
5.8
699,360
1,580
704,594
Grok
grok-4-fast
0
/4
87.1s
11.8
495,034
6,118
501,151
Grok
grok-code-fast-1
0
/4
101.4s
32.8
1,622,653
6,637
1,629,290
MoonshotAI
kimi-k2-0711
0
/4
119.1s
2.0
142,122
176
142,298
MoonshotAI
kimi-k2-0905
0
/4
656.5s
41.5
2,056,941
3,083
2,060,023
OpenAI
o3
0
/4
69.8s
3.8
338,368
965
339,333
OpenAI
o4-mini
0
/4
274.2s
4.8
474,611
3,286
477,897
Qwen
qwen-3-coder-plus
0
/4
1232.8s
21.5
5,804,647
2,164
5,806,811
Qwen
qwen-3-max
0
/4
1004.0s
100.0
7,372,207
7,122
7,379,329

Task State


Instruction

I want to know which file has been modified most frequently in the past 100 commits. However, I don't want to consider files related to GitHub Actions. Please find the file and create an ANSWER.md, then write the file name in it.



Verify

*.py
Python
import sys
import os
import requests
import base64
from typing import Dict, Optional, Tuple
from dotenv import load_dotenv


def _get_github_api(
    endpoint: str, headers: Dict[str, str], org: str, repo: str = "missing-semester"
) -> Tuple[bool, Optional[Dict]]:
    """Make a GET request to GitHub API and return (success, response)."""
    url = f"https://api.github.com/repos/{org}/{repo}/{endpoint}"
    
    try:
        response = requests.get(url, headers=headers)
        if response.status_code == 200:
            return True, response.json()
        elif response.status_code == 404:
            return False, None
        else:
            print(f"API error for {endpoint}: {response.status_code}", file=sys.stderr)
            return False, None
    except Exception as e:
        print(f"Exception for {endpoint}: {e}", file=sys.stderr)
        return False, None


def _get_file_content(
    file_path: str,
    headers: Dict[str, str],
    org: str,
    repo: str = "missing-semester",
    ref: str = "master",
) -> Optional[str]:
    """Get the content of a file from the repository."""
    success, result = _get_github_api(
        f"contents/{file_path}?ref={ref}", headers, org, repo
    )
    if not success or not result:
        return None

    try:
        content = base64.b64decode(result.get("content", "")).decode("utf-8")
        return content
    except Exception as e:
        print(f"Content decode error for {file_path}: {e}", file=sys.stderr)
        return None


def verify() -> bool:
    """
    Programmatically verify that the most frequently modified file was identified correctly.
    Checks for ANSWER.md file in master branch with the correct content.
    """
    # Expected answer content (excluding GitHub Actions files)
    EXPECTED_CONTENT = "index.md"
    
    # Load environment variables from .mcp_env
    load_dotenv(".mcp_env")

    # Get GitHub token and org
    github_token = os.environ.get("MCP_GITHUB_TOKEN")
    github_org = os.environ.get("GITHUB_EVAL_ORG")

    if not github_token:
        print("Error: MCP_GITHUB_TOKEN environment variable not set", file=sys.stderr)
        return False

    if not github_org:
        print("Error: GITHUB_EVAL_ORG environment variable not set", file=sys.stderr)
        return False

    headers = {
        "Authorization": f"Bearer {github_token}",
        "Accept": "application/vnd.github.v3+json",
    }

    # Run verification checks
    print("Verifying salient file identification task completion...")

    # 1. Check that ANSWER.md exists in master branch
    print("1. Checking ANSWER.md exists in master branch...")
    answer_content = _get_file_content("ANSWER.md", headers, github_org, "missing-semester", "master")
    
    if not answer_content:
        print("Error: ANSWER.md not found in master branch", file=sys.stderr)
        return False

    print("✅ ANSWER.md found in master branch")

    # 2. Check that the content matches expected answer
    print("2. Verifying ANSWER.md content...")
    answer_content = answer_content.strip()
    
    if answer_content != EXPECTED_CONTENT:
        print(f"Error: ANSWER.md content does not match expected answer", file=sys.stderr)
        print(f"Expected: {EXPECTED_CONTENT}", file=sys.stderr)
        print(f"Found: {answer_content}", file=sys.stderr)
        return False

    print("✅ ANSWER.md contains correct filename")

    print("\n✅ All verification checks passed!")
    print("Salient file identification task completed successfully:")
    print(f"  - ANSWER.md created in master branch")
    print(f"  - Content: {EXPECTED_CONTENT}")

    return True


if __name__ == "__main__":
    success = verify()
    sys.exit(0 if success else 1)