mcpbeat

Student Database

masslab-sii/student-database

Student database processing tools. Includes grade calculation, duplicate name detection, recommendation letter filtering, and TOEFL score filtering.

6k tokens
context cost
the whole folder, loaded on every use
5
files
ships runnable scripts
0
copies elsewhere
how many repositories repackaged it
133
stars on the repo
on the repository, not the skill itself

Install

one command, takes just this skill from the repository
npx skills add https://github.com/MassLab-SII/open-agent-skills --skill student-database

The instruction itself

37 sections, as written by the author

Student Database Skill

This skill provides tools for processing student database:

  • Grade calculation: Calculate student grades from scores
  • Duplicate name finder: Find duplicate names in database
  • Filter by recommendation: Find students by recommendation grade
  • Filter by TOEFL: Find students by TOEFL score threshold

Important Notes

  • Do not use other bash commands: Do not attempt to use general bash commands or shell operations like cat, ls.
  • Use relative paths: Use paths relative to the working directory (e.g., ./student_database).

I. Skills

1. Grade-Based Score

Calculate student grades from student database and generate output files.

Features
  • Read all basic_info.txt files from student folders
  • Extract chinese, math, english scores
  • Calculate grades: A(90+), B(80-89), C(70-79), D(60-69), F(<60)
  • Generate student_grades.csv and grade_summary.txt
Example
python gradebased_score.py ./student_database

# Specify output directory
python gradebased_score.py ./student_database --output-dir ./output
Output Files
  • student_grades.csv: student_id, name, chinese_score, chinese_grade, math_score, math_grade, english_score, english_grade
  • grade_summary.txt: Total students, A/B/C/D/F counts per subject, pass/fail counts

2. Duplicate Name Finder

Find duplicate names in student database.

Features
  • Scan all student folders
  • Extract names from basic_info.txt
  • Identify names that appear more than once
  • Generate namesake.txt
Example
python duplicate_name.py ./student_database

# Specify output file
python duplicate_name.py ./student_database --output ./namesake.txt
Output Format
name: xxx
count: xxx
ids: xxx, xxx, ...

name: yyy
count: yyy
ids: yyy, yyy, ...

3. Filter by Recommendation Grade

Find students with specified grade(s) from recommendation_letter.txt files.

Features
  • Filter by single grade (S, A, B, C, D, F) or multiple grades (e.g., SA for S or A)
  • Returns list of matching student folder names
Example
# Filter students with grade S
python filter_by_recommendation.py ./student_database S

# Filter students with grade A
python filter_by_recommendation.py ./student_database A

# Filter students with grade S OR A
python filter_by_recommendation.py ./student_database SA

4. Filter by TOEFL Score

Find students with TOEFL score >= a specified threshold.

Features
  • Reads TOEFL score from basic_info.txt in each student folder
  • Filter by minimum score threshold
  • Returns list of matching student folder names
Example
# Find students with TOEFL >= 100
python filter_by_toefl.py ./student_database 100

# Find students with TOEFL >= 90
python filter_by_toefl.py ./student_database 90

II. Basic Tools (FileSystemTools)

Below are the basic tool functions. These are atomic operations for flexible combination.

Prefer Skills over Basic Tools: When a task matches one of the Skills above, use the corresponding Skill instead of Basic Tools. Skills are more efficient because they can perform batch operations in a single call.

Note: Code should be written without line breaks.

How to Run

# Standard format
python run_fs_ops.py -c "await fs.read_text_file('./file.txt')"

File Reading Tools

read_text_file(path, head=None, tail=None)

Use Cases:

  • Read complete file contents
  • Read first N lines (head) or last N lines (tail)

Example:

python run_fs_ops.py -c "await fs.read_text_file('./data/file.txt')"

read_multiple_files(paths)

Use Cases:

  • Read multiple files simultaneously

Example:

python run_fs_ops.py -c "await fs.read_multiple_files(['./a.txt', './b.txt'])"

File Writing Tools

write_file(path, content)

Use Cases:

  • Create new files with short, simple content only
  • Overwrite existing files

⚠️ Warning: Do NOT include triple backticks ( `) in the content, as this will break command parsing.

Example:

python run_fs_ops.py -c "await fs.write_file('./new.txt', 'Hello World')"

edit_file(path, edits)

Use Cases:

  • Make line-based edits to existing files

Example:

python run_fs_ops.py -c "await fs.edit_file('./file.txt', [{'oldText': 'foo', 'newText': 'bar'}])"

Directory Tools

create_directory(path)

Use Cases:

  • Create new directories (supports recursive creation)

Example:

python run_fs_ops.py -c "await fs.create_directory('./new/nested/dir')"

list_directory(path)

Use Cases:

  • List all files and directories in a path

Example:

python run_fs_ops.py -c "await fs.list_directory('.')"

list_files(path=None, exclude_hidden=True)

Use Cases:

  • List only files in a directory

Example:

python run_fs_ops.py -c "await fs.list_files('./data')"

File Operations

move_file(source, destination)

Use Cases:

  • Move or rename files/directories

Example:

python run_fs_ops.py -c "await fs.move_file('./old.txt', './new.txt')"

search_files(pattern, base_path=None)

Use Cases:

  • Search for files matching a glob pattern

Example:

python run_fs_ops.py -c "await fs.search_files('*.txt')"

File Information

get_file_info(path)

Use Cases:

  • Get detailed metadata (size, created, modified, etc.)

Example:

python run_fs_ops.py -c "await fs.get_file_info('./file.txt')"

get_file_size(path)

Use Cases:

  • Get file size in bytes

Example:

python run_fs_ops.py -c "await fs.get_file_size('./file.txt')"

get_file_ctime(path) / get_file_mtime(path)

Use Cases:

  • Get file creation/modification time

Example:

python run_fs_ops.py -c "await fs.get_file_mtime('./file.txt')"

get_files_info_batch(filenames, base_path=None)

Use Cases:

  • Get file information for multiple files in parallel

Example:

python run_fs_ops.py -c "await fs.get_files_info_batch(['a.txt', 'b.txt'], './data')"

How to use it

Copy the folder

Take masslab-sii/student-database from the repository into ~/.claude/skills for personal use, or into .claude/skills inside a project.

Check the name does not clash

The agent identifies a skill by the name field in its header. Two skills with the same name cannot sit side by side — one of them will be ignored.