agents-towards-production logo
agents-towards-production
★ 21.7k
vs
prospectio-api-mcp logo
prospectio-api-mcp
★ 21

agents-towards-production vs prospectio-api-mcp

agents-towards-production: Agents Towards Production is an open-source playbook for building production-ready GenAI agents that scale from prototype to enterprise. It provides hands-on tutorials covering a comprehensive range of topics from orchestration and memory to deployment and security.; prospectio-api-mcp: Prospectio MCP API is a FastAPI-based application that implements the Model Context Protocol (MCP) for lead prospecting. It follows Clean Architecture principles with persistent storage using PostgreSQL and pgvector. The application provides a three-phase contact enrichment process using Perplexity web search and DuckDuckGo to discover professional information, LinkedIn URLs, and biographical details.

01

TL;DR

agents-towards-production logo
agents-towards-productionDev Tooling · ★ 21.7k

Developing scalable, production-ready Generative AI agents.

prospectio-api-mcp logo
prospectio-api-mcpDev Tooling · ★ 21

Lead prospecting and contact enrichment for sales teams

02

Side-by-Side Comparison

Field
agents-towards-production logoagents-towards-production
prospectio-api-mcp logoprospectio-api-mcp
Category
Dev Tooling
Dev Tooling
Stars
★ 21.7k
★ 21
License
NOASSERTION
—
Install Command
pip install -r meeting-recorder-agent/requirements.txt
cp .env.example .env && poetry install
Updated
6d ago
7mo ago
Open Source
Yes
Yes
Tags
AI Agents, GenAI, Production Deployment
agentic-ai, ai, artificial-intelligence
03

Features

agents-towards-production logoagents-towards-production
01Production-ready AI Agent Deployment
02Advanced Memory Systems (Vector, Hybrid, Self-Improving)
03Real-time Web Data Integration & Retrieval Augmented Generation (RAG)
04Secure Tool Calling & Guardrails
05Agent Orchestration & Stateful Workflows
prospectio-api-mcp logoprospectio-api-mcp
01Clean Architecture with separation of domain, application, and infrastructure layers
02Three-phase contact enrichment: web search for contact info, LinkedIn URL discovery, and biography gathering
03Persistent storage with PostgreSQL and pgvector for efficient lead and profile management
04Supports both REST API and MCP protocol for flexible integration
05Dependency injection and strategy pattern for pluggable data sources
04

Use Cases

agents-towards-production logoagents-towards-production
↳Developing scalable, production-ready Generative AI agents.
↳Integrating real-time data and advanced memory for intelligent automation.
↳Securing and deploying AI agents in enterprise environments.
prospectio-api-mcp logoprospectio-api-mcp
↳Lead prospecting and contact enrichment for sales teams
↳Integration with MCP-compatible clients like Claude or Gemini for automated workflows
↳Building and maintaining a comprehensive leads database with enriched professional data
05

Best For

agents-towards-production logoagents-towards-production
Most PopularEssentialTrending
prospectio-api-mcp logoprospectio-api-mcp
—
FAQ

FAQ

What is the difference between agents-towards-production and prospectio-api-mcp?
Both agents-towards-production and prospectio-api-mcp are in the Dev Tooling category. agents-towards-production has 21.7k stars, while prospectio-api-mcp has 21 stars.
Which is better, agents-towards-production or prospectio-api-mcp?
The best choice depends on your use case. Choose agents-towards-production if Developing scalable, production-ready Generative AI agents., and prospectio-api-mcp if Lead prospecting and contact enrichment for sales teams.
Is agents-towards-production free or open source?
Yes, agents-towards-production is open source on GitHub (NOASSERTION).
Is prospectio-api-mcp free or open source?
Yes, prospectio-api-mcp is open source on GitHub.
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