Which integrations are available for this server?

Allows drafting and managing emails through Gmail. Allows creating and managing documents in Google Docs.

How do I use weekly-pulse MCP server?

1. Click on "Deploy Server". 2. Wait a few minutes for the server to deploy. Once ready, it will show a "Started" state. 3. In the chat, type @ followed by the MCP server name and your instructions, e.g., "@weekly-pulse MCP server Synthesize this week's reviews and draft a pulse report." That's it! The server will respond to your query, and you can continue using it as needed. Here is a step-by-step guide with screenshots.

weekly-pulse MCP server

by alekhya2395

Overview Schema Source Related Servers Discussions Admin

Python

Hybrid

Milestone 3 — AI Agent with MCP

Weekly review pulse agent: ingest App Store / Play Store exports → synthesize themes and actions → publish to Google Docs and Gmail draft via Google Workspace MCP (no direct Google APIs).

Repository: github.com/alekhya2395/Milestone-3---AI-agent-MCP

Settings

Local setup from scratch (Windows / PowerShell):

# 1. Clone
git clone https://github.com/alekhya2395/Milestone-3---AI-agent-MCP.git
cd Milestone-3---AI-agent-MCP

# 2. Virtual environment
python -m venv .venv
.\.venv\Scripts\Activate.ps1

# 3. Install dependencies
pip install -r requirements.txt

# 4. Environment variables
copy .env.example .env
# Edit .env with your keys (Google OAuth, Alpha Vantage, etc.)

# 5. MCP setup (Cursor)
# Follow: phases/phase-01-mcp-setup/gcp-setup-checklist.md
# Then:  phases/phase-01-mcp-setup/runbook.md

# 6. Phase 2 — review ingestion
python phases/phase-02-review-ingestion/scripts/run-phase2.py --skip-fetch --weeks 10

# 7. Phase 3 — themes + weekly pulse (needs GROQ_API_KEY)
python phases/phase-03-pulse-generation/scripts/run-phase3.py

Step 5 details:

GCP setup checklist — Google Cloud project, OAuth, APIs
MCP runbook — connect MCP servers in Settings → Tools & MCP
Railway MCP deployment — custom weekly-pulse server

After step 7:

Path	Content
`data/processed/theme-summary.json`	Theme rankings
`data/processed/weekly-pulse-YYYY-MM-DD.md`	Weekly pulse (main output)
`data/processed/llm-input-bundle.json`	Groq input bundle

Related MCP server: Google Workspace MCP Server

Documentation

Doc	Purpose
docs/problemstatement.md	Goals and constraints
docs/architecture.md	System design
docs/implementationplan.md	Phase-wise plan
docs/eval.md	Milestone evaluation tracker
docs/decision.md	Architecture decisions
docs/deployment-railway.md	Railway MCP server deploy

Project layout

├── .cursor/mcp.json          # weekly-pulse + Google MCP
├── src/                      # Railway MCP server (Phase 2–3 tools)
├── data/processed/           # theme-summary.json, weekly-pulse-*.md
├── phases/                   # Phase scripts
└── prompts/                  # Groq prompts (Phase 3)

Current status: Phases 1–5 complete (functional)

Product: Groww | Latest pulse: data/processed/weekly-pulse-2026-06-22.md

Deliverable	Link / location
Google Doc	https://docs.google.com/document/d/1AwEeMAJA5KRT-y8cfcI2ndnw6JQXSyPItYFkUsRLyz4/edit
Gmail draft	Gmail → Drafts → `alekhya2395@gmail.com`
Railway MCP	https://milestone-3-ai-agent-mcp-production.up.railway.app/mcp

MCP setup (if Tools & MCP shows Error)

# Quit Cursor first (File > Exit), then:
.\phases\phase-01-mcp-setup\scripts\reset-all-mcp.ps1

Then reopen Cursor and connect google-drive + google-gmail.

Weekly run (manual or scheduled)

# Full refresh + pulse + publish (local scheduler / manual)
python -m src.worker --weeks 10 --publish

# Or step-by-step
python phases/phase-05-gmail-orchestration/scripts/run-weekly.py --fetch

Windows auto-schedule: .\phases\phase-05-gmail-orchestration\scripts\install-weekly-scheduler.ps1

Railway auto-schedule: add a second service with deploy/railway.cron.toml (Mondays 06:00 UTC).

Phase 1 — MCP & foundation (optional parallel)

Complete GCP setup checklist
Set env vars from .env.example
Restart Cursor → Settings → Tools & MCP → Connect google-drive and google-gmail
Run smoke tests per runbook
Sign off Phase 1 eval

MCP servers

Server	URL	Purpose
`weekly-pulse`	`https://milestone-3-ai-agent-mcp-production.up.railway.app/mcp`	Review ingestion + pulse (this repo)
`google-drive`	`https://drivemcp.googleapis.com/mcp/v1`	Google Docs (Phase 4)
`google-gmail`	`https://gmailmcp.googleapis.com/mcp/v1`	Gmail drafts (Phase 5)

Configured in .cursor/mcp.json. Secrets via .env: GOOGLE_OAUTH_CLIENT_ID, GOOGLE_OAUTH_CLIENT_SECRET, GROQ_API_KEY.

References

This server cannot be deployed

One endpoint for every MCP toolRayrun runs every MCP server behind one URL and holds the credentials. Each call is decided per client, tool, and argument, then recorded.ray.runAd

Maintenance

ActivityStale

ResponsivenessNo issues

Resources

GitHub Repository

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