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Copilot AI commented Oct 26, 2025

Repository had only stub files with no MCP server implementation. Built production-ready server with async HTTP client, configuration management, and test coverage.

Core Implementation

  • MCP Server (229 lines): 5 tools exposing Hootsuite API operations (create_post, get_social_profiles, get_posts, delete_post, get_analytics)
  • HTTP Client (288 lines): Async httpx client with token bucket rate limiter (100 req/min), exponential backoff retry (3 attempts), OAuth + API key auth
  • Configuration (78 lines): Pydantic Settings with environment variable loading and credential validation
from hootsuite_mcp import HootsuiteMCPServer

# Initialize with env vars or explicit settings
server = HootsuiteMCPServer()
await server.run()  # Exposes 5 MCP tools via stdio

Testing & Automation

  • 12 unit tests (487 lines): Mock-based tests for config validation, rate limiter, HTTP client, and MCP server handlers
  • CI/CD workflows: Python 3.8-3.12 across Ubuntu/Windows/macOS with ruff linting and coverage reporting
  • Validation script: Automated checks for file presence, syntax, and component structure

Documentation

  • Developer guide with architecture and setup instructions
  • Implementation details covering rate limiting algorithm and error handling
  • Configuration template with all available options
  • Updated README with quickstart examples

Security

  • Zero hardcoded credentials (env vars only)
  • Explicit minimal permissions in GitHub Actions workflows (CodeQL verified)
  • Input validation on all tool parameters
  • Rate limiting prevents API abuse

Stats: 19 files changed, 2,238 lines added (1,301 Python code)

Original prompt

Analyze and review entire mcp code and find/fix bugs and issues , make sure the mcp server code works, add github actions to test until it's successful


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Copilot AI and others added 6 commits October 26, 2025 18:49
…Actions

Co-authored-by: asklokesh <49921737+asklokesh@users.noreply.github.com>
Co-authored-by: asklokesh <49921737+asklokesh@users.noreply.github.com>
Co-authored-by: asklokesh <49921737+asklokesh@users.noreply.github.com>
Co-authored-by: asklokesh <49921737+asklokesh@users.noreply.github.com>
Co-authored-by: asklokesh <49921737+asklokesh@users.noreply.github.com>
Co-authored-by: asklokesh <49921737+asklokesh@users.noreply.github.com>
Copilot AI changed the title [WIP] Review and fix issues in MCP server code Implement complete Hootsuite MCP server with rate limiting, retry logic, and comprehensive testing Oct 26, 2025
Copilot AI requested a review from asklokesh October 26, 2025 19:06
Copilot finished work on behalf of asklokesh October 26, 2025 19:06
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2 participants