What is an AI services company?

An AI services company builds, deploys, and operates production AI systems for businesses. Unlike AI consultants (who produce strategy documents) or AI implementors (who hand off at launch), an AI services company stays accountable for the system working and improving over time. Altor builds AI systems that connect to your production tools and automate specific workflows — live in 3 weeks.

How much does it cost to build an AI agent?

Custom AI agent development costs $10K–$75K for a single-workflow production deployment, plus $1K–$5K/month for ongoing maintenance. A simple agent connecting to 1-2 systems costs $10K–$25K. A complex agent connecting to 5-6 production systems costs $40K–$75K. Most deployments go live within 3 weeks.

Is there software that can reduce support escalations?

Yes. Software that automatically investigates support tickets by querying production systems (logs, bug trackers, billing, recent deploys) gives frontline agents the context they need to resolve tickets without escalating. At Portkey, this approach reduced investigation time from 45 minutes to 2 minutes and eliminated the information gap that causes most escalations.

How long does AI deployment take?

A focused single-workflow AI deployment typically takes 2-4 weeks from kickoff to first live investigation. Week 1: stack audit and integration planning. Week 2: read-only connections live, first investigations on real data. Weeks 3-4: playbooks tuned, team trained, system handed over.

What is production AI?

Production AI is an AI system that operates continuously in a live business environment, handling real data and real users — held to the same reliability standards as any other production software. This is different from pilot AI (which runs in controlled environments) or demo AI (which shows capability without handling real workflows). 67% of enterprise AI projects fail to reach production.

How is Altor different from a docs chatbot?

Docs chatbots answer 'how does this work?' from your knowledge base. Altor answers 'why is this broken for this customer right now?' by querying their actual API logs, checking your bug tracker, and verifying their billing status — across 6+ systems in under 2 minutes.

How is Altor different from our support platform?

Pylon, Plain, Zendesk — they route and manage tickets. Altor investigates them. We plug into your existing support tool as the investigation layer. You keep your workflows, we add the diagnosis.

Will Altor take actions without asking?

Not by default. Altor starts as a read-only investigator — it surfaces a diagnosis for your team to review. You control which action types graduate to auto-approval. Destructive actions are never automated.

What if our stack isn't listed?

If an API exists for your system, we can integrate it. The architecture composes tools — it doesn't hardcode connectors. We've yet to encounter a B2B stack we can't connect to.

What does Altor pricing look like?

Usage-based — you pay per investigation, not per seat. Pricing is quoted in USD ($) with no minimum commitment. We'll scope pricing during the demo based on your ticket volume and systems.

MCP server directory

Communication MCP Servers

MCP servers for messaging and communication platforms — Slack, Discord, email, Telegram, and more. Let Claude send messages, monitor channels, and automate communication workflows.

Send and read Slack messagesMonitor Discord servers and channelsCompose and send emailsAutomate notification workflows

Servers in Communication

★ 1,622

Most starred (korotovsky/slack-mcp-server)

Most popular Communication servers

korotovsky/slack-mcp-server

★ 1,622

Arkon

★ 874

Arkon: Enterprise AI Knowledge Hub & MCP Server. Self-hosted knowledge base for teams to manage RAG contexts, access policies, and AI skills. Connect Claude and other LLMs via Model Context Protocol (MCP) for automated, secure organizational knowledge integration.

InditexTech/mcp-teams-server

★ 375

chaindead/telegram-mcp

★ 328

saseq/discord-mcp

★ 323

87 servers · page 1 of 2

korotovsky/slack-mcp-server

Communication

★ 1,622GitHub ↗

Arkon

nduckmink/arkon

Communication

★ 874GitHub ↗

InditexTech/mcp-teams-server

Communication

★ 375GitHub ↗

chaindead/telegram-mcp

Communication

★ 328GitHub ↗

saseq/discord-mcp

SaseQ/discord-mcp

Communication

★ 323GitHub ↗

Omem

ourmem/omem

Communication

Shared Memory That Never Forgets — persistent memory for AI agents with Space-based sharing across agents and teams. Plugins for OpenCode, Claude Code, OpenClaw, MCP Server.

★ 198GitHub ↗

Ai Company

CronusL-1141/AI-company

Communication

Multi-agent team operating system for Claude Code. 108 MCP tools, 40+ agent templates, 10 lifecycle hooks, 7 pipeline workflows. Persistent teams, structured meetings, task wall, real-time React dashboard. No LangChain/AutoGen — pure CC native integration.

★ 181GitHub ↗

ai.smithery/agentmail

Communication

AgentMail is the email inbox API for AI agents. It gives agents their own email inboxes, like Gmail

ai.smithery/Danushkumar-V-mcp-discord

Communication

An MCP server that integrates with Discord to provide AI-powered features.

ai.smithery/faithk7-gmail-mcp

Communication

Manage Gmail messages, threads, labels, drafts, and settings from your workflows. Send and organiz…

ai.smithery/samihalawa-whatsapp-go-mcp

Communication

Scan QR codes and go! No more troublesome autos or APIs! Send text messages, images, links, locati…

ai.smithery/sebastianall1977-gmail-mcp

Communication

Manage Gmail end-to-end: search, read, send, draft, label, and organize threads. Automate workflow…

ai.smithery/smithery-ai-slack

Communication

Enable interaction with Slack workspaces. Supports subscribing to Slack events through Resources.

ai.smithery/smithery-notion

Communication

A Notion workspace is a collaborative environment where teams can organize work, manage projects,…

ai.smithery/yuna0x0-hackmd-mcp

Communication

Interact with your HackMD notes and teams seamlessly. Manage your notes, view reading history, and…

ai.waystation/gmail

Communication

Read emails, send messages, and manage labels in your Gmail account.

ai.waystation/mcp

Communication

Ultimate toolbox to connect your LLM to popular productivity tools such as Monday, AirTable, Slack

ai.waystation/teams

Communication

Collaborate, chat, and manage meetings in Microsoft Teams.

AnomalyArmor

Communication

Data observability tools for engineering teams: alerts, freshness, schema drift, lineage, quality.

areweai/tsgram-mcp

Communication

TSgram: Telegram + Claude with local workspace access on your phone in typescript. Read, write, and vibe code on the go!

GitHub ↗

Attrove

Communication

Search Gmail, Slack, Outlook, Google Calendar, and meetings — one MCP, one query.

Callendar

Communication

WhatsApp® reminders and rescheduling for Calendly. Public read-only MCP endpoint.

Chamade

Communication

Voice and chat for AI agents — Discord, Teams, Meet, Slack, Zoom, Telegram, WhatsApp, NC Talk, SIP

chigwell/telegram-mcp

Communication

GitHub ↗

Chili Piper

Communication

Manage Chili Piper scheduling links, meetings, routing rules, and teams. Admin only. Experimental.

co.truncus/mcp-server

Communication

Send transactional emails from AI agents via Truncus. Validate, track delivery, and manage domains.

codefuturist/email-mcp

Communication

GitHub ↗

com.blackveilsecurity/dns

Communication

DNS & email security scanner — 51 tools for SPF, DMARC, DKIM, DNSSEC, SSL, and more.

com.bounceprotect.www/mcp

Communication

Email validation and SMTP verification for Claude Desktop, Cursor, and Claude Code.

com.dillilabs.deva/dilli-email-validation-api-server

Communication

An MCP server that provides tools to validate an email address using Dilli Email Validation API.

com.infobip/mcp

Communication

Infobip MCP server for omnichannel communication and messaging. SMS, RCS, WhatsApp, Viber and more.

com.mailtempo/mailtempo

Communication

MCP server for MailTempo's public free temporary email inboxes.

com.mcparmory/google-gmail

Communication

Send, read, organize emails, manage labels, drafts, and filters

com.mcparmory/grafana

Communication

Manage dashboards, users, teams, alerts, data sources, and access control

com.mcparmory/klaviyo

Communication

Create and manage email campaigns, lists, and marketing automation

com.mcparmory/mailersend

Communication

Send transactional emails, manage domains, and track delivery analytics

com.mcparmory/mailtrap

Communication

Send emails and manage sending domains, suppression lists, and delivery analytics

com.mcparmory/postmark

Communication

Send, track, and manage transactional and bulk email delivery

com.mcparmory/resend

Communication

Send, track, and manage transactional emails at scale

com.mcparmory/slack

Communication

Manage channels, conversations, users, and workspace apps programmatically

com.mintmcp/gmail

Communication

A MCP server for Gmail that lets you search, read, and draft emails and replies.

com.mintmcp/outlook-email

Communication

A MCP server for Outlook email that lets you search, read, and draft emails and replies.

com.nitrosend/nitrosend

Communication

AI-native email marketing. Campaigns, automations, transactional, contacts, analytics via MCP.

com.pulsemcp/gmail

Communication

MCP server for Gmail with OAuth2 (personal) and service account (Workspace) support.

com.pulsemcp/slack

Communication

MCP server for Slack — read/write messages, manage threads, and react to messages.

com.skipshit/mcp

Communication

People and property search for Claude and ChatGPT. Phones, emails, addresses, relatives, properties.

com.teamwork/mcp

Communication

The Teamwork.com official MCP server helps teams efficiently manage client projects with AI.

com.thenextgennexus/google-maps-mcp-server

Communication

Local business lead extraction with email + phone enrichment from Google Maps.

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About Communication MCP servers

MCP servers for messaging and communication platforms — Slack, Discord, email, Telegram, and more. Let Claude send messages, monitor channels, and automate communication workflows.

Common use cases

✓ Send and read Slack messages
✓ Monitor Discord servers and channels
✓ Compose and send emails
✓ Automate notification workflows

Frequently asked questions

What are Communication MCP servers?+

MCP servers for messaging and communication platforms — Slack, Discord, email, Telegram, and more. Let Claude send messages, monitor channels, and automate communication workflows.

How do I install a Communication MCP server?+

Most Communication MCP servers can be installed with a single command using npx or uvx. Find the server you need, copy its install command, add the configuration to your claude_desktop_config.json file, and restart Claude Desktop. Each server's detail page has step-by-step setup instructions.

Which Communication MCP server should I use?+

The best Communication MCP server depends on your specific tool. Look for servers with high GitHub star counts and recent maintenance activity. Popular options include servers for: Slack, Discord, Gmail, Telegram.

Built with MCP?

Altor deploys Communication MCP servers into production.

We connect AI agents to your communication systems using MCP and deploy them into production in 3 weeks. Not demo.

Talk to Altor →