A research-purpose collection of Model Context Protocol (MCP) clients, servers, and related utilities.

This project provides:

• Metadata for MCP clients and servers
• Utility scripts for processing and managing MCP resources
• Tools for cloning, merging, and analyzing MCP repositories

metadata/
  clients/               # Metadata for MCP clients
    glama_client.json
    mcp_so_client.json
    merged_clients.json
    ...
    xlsx/                # Excel files with client data

  servers/               # Metadata for MCP servers
    awesome.json
    glama.json
    merged_servers.json
    ...
    xlsx/                # Excel files with server data

scripts/
  clients/               # Scripts for client processing
    convert_glama_client.py
    convert_xlsx_to_json.py
    ...
  clone_repos_from_json.py   # Clone GitHub repos from JSON metadata
  merge_json.py              # Merge JSON metadata files
  normalize_github_urls.py   # Normalize GitHub URLs
  remove_duplicates.py       # Remove duplicate entries
  ...

Structured JSON information about MCP clients and servers.
Complete list of clients Complete list of servers

clone_repos_from_json.py – Clones GitHub repositories from JSON metadata.

export GITHUB_TOKEN="YOUR_GITHUB_ACCESS_TOKEN" && python scripts/clone_repos_from_json.py <input_json_file> <output_directory>

Process:

1. Read GitHub URLs from the JSON file
2. Validate and normalize URLs
3. Clone repositories to the output directory
4. Append counters to duplicate names
5. Log failed clones to clone_failed.txt

merge_json.py – Merges two JSON metadata files (paths currently hard-coded).

python scripts/merge_json.py

enhanced_repo_analysis.py - Run some analysis on GitHub repos.

python scripts/enhanced_repo_analysis.py clone <json_file_path> <output_directory>
python scripts/enhanced_repo_analysis.py analyze --repo-dir ../mcp_servers --output-dir analysis

This project is licensed under the MIT License.