Best Business MCP Servers in 2026

MCP servers that power business workflows: sales, marketing, BI, ops. Curated for AI agents inside growing companies — verified for 2026.

Top Business MCPs

  1. 1.Time—Current time and IANA timezone conversion — the first-party MCP that tells an agent what time it actually is.
  2. 2.Mem0—Persistent memory layer for AI agents — auto-summarised, cross-session recall.
  3. 3.Apify—Run pre-built browser-automation Actors on managed infrastructure.

Ranked by top-mcps.com — data verified Oct 2026.

About Business MCP servers

The best MCP servers for business are less a single category than a stack: the connectors a company's agents need to research the market, watch the money, query the numbers, remember the customer, and keep credentials out of the chat log. This vertical collects the servers that keep showing up in real business deployments across functions — Tavily for research-grade web search, Ahrefs for SEO and growth data, Stripe for billing state, ClickHouse and Elasticsearch for analytics and log search, MongoDB and Redis for operational data, Mem0 and Chroma for agent memory, Apify for structured web extraction, 1Password and Semgrep for guardrails, and the keyless Time server so cross-timezone scheduling stops being guesswork.

Choose by the workflow that needs leverage first. Growth and marketing: pair Tavily (API key, three-minute setup, citation-ready results) with Ahrefs — official and remote over streamable-http, but paid, since it assumes an Ahrefs subscription — and add Apify when the job is extraction at scale, like pulling Google Maps listings into a lead sheet with a pre-built Actor. Revenue and finance: Stripe with a restricted key answers billing-state questions without being able to move money. Ops and analytics: ClickHouse for product analytics, Elasticsearch for log search, MongoDB and Redis for inspecting the application's own data — all key-based stdio servers that should receive read-only credentials. Customer-facing assistants: Mem0 provides cross-session memory as a hosted service; Chroma is the open-source alternative you run yourself. Vercel (MCP server) rounds it out so the same agent can check deploys and read build logs, 1Password injects secrets by reference so keys never appear in the conversation, and Semgrep scans whatever code the agents produce.

Common mistakes: granting org-wide credentials when a team or read-only scope would do, pasting API keys into chat instead of using 1Password references, and pointing query servers at production primaries — an agent that runs an unbounded aggregation against the live MongoDB during peak traffic is a self-inflicted outage. Anything an agent changes on a customer record or sends outside the company needs an approval step and an audit trail. Start with Tavily: a three-minute API-key setup, read-only by nature, and immediately useful for market and competitor research. Prove that loop, then add Stripe read-only, then one analytics store — expanding one credential at a time, each with the smallest scope that still works.

All Business MCPs

75 MCPs ranked by popularity. Filter by attribute or search by name.

75 of 75 MCPs

#MCPLabels
1
Time

Current time and IANA timezone conversion — the first-party MCP that tells an agent what time it actually is.

2
Mem0

Persistent memory layer for AI agents — auto-summarised, cross-session recall.

Official
3
Apify

Run pre-built browser-automation Actors on managed infrastructure.

Official
4
Google MCP Toolbox

Google-published MCP server for databases — one Go binary speaks Postgres, MySQL, BigQuery, Spanner, AlloyDB, Snowflake, ClickHouse, MongoDB, Redis, and more.

Official
5
Tavily

AI-optimized web search with cleaned, citation-ready results.

Official
6
MongoDB

Query and inspect MongoDB collections from Claude, Cursor, and VS Code.

Official
7
Stripe

Manage payments, customers, and subscriptions through Stripe.

Official
8
Redis

Inspect keys, run commands, and debug Redis from an AI agent.

Official
9
Browser-Use

Vision-first browser automation built for AI agents.

10
Notion

Read, write, and search across Notion pages, databases, and blocks.

Official
11
Microsoft Teams

Read channel messages, post replies, and trigger meetings from MS Teams.

Official
12
Google Analytics

Query GA4 reports, funnels, and realtime data from an AI agent.

Official
13
Microsoft Work IQ

Ask natural-language questions across Microsoft 365 Copilot data.

Official
14
ClickHouse

Query ClickHouse and ClickHouse Cloud columnar warehouses from an AI agent.

Official
15
Activepieces

Open-source workflow automation with a built-in MCP server — build, publish, and debug flows from an AI agent.

Official
16
Bitbucket

Manage Bitbucket Cloud repos, pipelines, and pull requests from an AI agent.

Official
17
Supabase

Full Supabase access: database, auth, storage, and edge functions.

18
Figma (Framelink)

Inspect Figma designs, components, and variables from an agent — the widely adopted community server.

19
Elasticsearch

Search indices, inspect mappings, and run queries against Elasticsearch from an AI agent.

Official
20
AWS

AWS's own managed MCP server — run AWS APIs, execute sandboxed scripts, and search AWS documentation under IAM.

Official
21
Salesforce DX

Official Salesforce MCP — SOQL queries, metadata deploy/retrieve, Apex tests, and org management from AI clients.

Official
22
Sentry

Triage errors, inspect traces, and query events from Sentry.

Official
23
DataForSEO

Live SERP, keyword, backlink, and on-page SEO data for an AI agent.

Official
24
Basic Memory

Local-first agent memory as plain Markdown — a semantic knowledge graph you and the agent can both read.

25
DuckDB

In-process analytical SQL over files and Parquet from an AI agent.

26
Hostinger

Buy a domain, provision hosting, deploy a site, and set its DNS — one official server covering the whole chain, now through three search-and-execute tools.

Official
27
Xero

Official Xero MCP — invoices, contacts, bank transactions, and accounting from an agent.

Official
28
Figma (official)

Figma's own MCP server — read design context, generate code, and write back to the canvas.

Official
29
Square

Process payments and manage orders, catalog, inventory, and bookings on Square — official MCP.

Official
30
Postgres MCP Pro

Production-grade Postgres MCP with index advice, EXPLAIN, and health checks.

31
Contentful

Model, write and publish structured content from an agent — 73 tools across entries, assets and content types.

Official
32
Microsoft 365

Outlook mail and calendar, Teams, OneDrive and Excel through one Graph API server.

33
HashiCorp Vault

Read dynamic and static secrets from HashiCorp Vault inside agent workflows.

Official
34
Telegram

Read, search and send Telegram messages as your own account — 80+ tools over Telethon, with a read-only mode and a chat allowlist.

35
Paddle

Manage subscriptions, transactions, products, prices, and financial reports on Paddle — official MCP.

Official
36
Google Maps

Geocoding, place search, directions, and travel times from Google Maps.

37
Google Calendar

Read, create, and manage events across Google Calendar — via Google's official remote MCP or a self-hosted community server.

38
Slack (official)

Slack's own hosted MCP server — search, send messages, read threads, and manage canvases, gated by workspace admins.

Official
39
QuickBooks Online

Run QuickBooks Online accounting from an agent — invoices, bills, payments, and financial reports.

Official
40
Doppler

Inject secrets from Doppler into agent workflows without exposing values in chat.

Official
41
Postmark

Send transactional email from an AI agent — verified deliverability, audit-friendly.

42
Sanity

Query and edit Sanity content over a remote OAuth MCP — no token in a config file.

Official
43
CLI Agent Orchestrator

Supervisor-and-worker multi-agent coordination across coding CLIs — handoffs over MCP.

44
Make (Integromat)

Trigger Make scenarios and inspect runs from an AI agent.

45
Webflow

Edit a live Webflow site from an agent — CMS collections, pages, and the Designer canvas over OAuth.

Official
46
MySQL

Run read-only MySQL queries and inspect schemas from an AI agent.

47
Google Search Console

Query Search Console clicks, impressions, and queries from an AI agent.

48
Ahrefs

Backlinks, keyword research, and rank tracking from the official Ahrefs remote MCP.

Official
49
Discord

Read and post to Discord channels — community management for AI agents.

50
Hyperbrowser

Hosted Chromium with proxies and anti-bot evasion for AI agents.

Official
51
Semgrep

Open-source SAST scanning against custom rules from an AI agent.

Official
52
Chroma

Embedded and hosted vector database for AI agents — open source, zero-ops.

Official
53
Slack (community)

Read and send Slack messages, manage channels and threads — the token-based community server, no admin approval needed.

54
Mattermost

Self-hosted Slack alternative — read and post from an AI agent.

55
SendGrid

Send email and inspect deliverability via SendGrid from an AI agent.

56
WordPress

Publish and manage a WordPress site from an agent over the REST API — posts, pages, media, plugins, themes.

57
Twilio

Send SMS, WhatsApp, and voice calls from an AI agent via Twilio.

Official
58
Vercel (MCP server)

Deploy from files or Git, buy and attach domains, edit DNS, and debug deployments on Vercel — the official remote MCP, over OAuth.

Official
59
Shopify

Build on Shopify with an agent — searches the dev docs and validates generated GraphQL, components and Liquid themes.

Official
60
Cal.com

Official Cal.com hosted MCP — AI agents book, reschedule, and query availability across 34 tools via OAuth 2.1, no local install.

Official
61
Zapier

Expose 8,000+ Zapier integrations as tools your AI agent can call.

Official
62
BigQuery

Google's own hosted BigQuery MCP server — explore datasets and run SQL under IAM, with a read-only tool by default.

Official
63
1Password

Inject 1Password secrets into an AI agent's tool calls without exposing them in chat.

Official
64
Attio

Official Attio MCP — natural-language CRM control across records, lists, and notes via OAuth.

Official
65
Pipedrive

Pipedrive's own hosted MCP — search and update deals, contacts, organizations, leads, activities, and notes over OAuth.

Official
66
Gitea

Self-hosted Git server — manage repos, issues, and PRs from an AI agent.

67
PayPal

Create invoices, capture orders, issue refunds, and track disputes on PayPal — official MCP.

Official
68
Snowflake (official)

Snowflake-managed MCP servers — Cortex Analyst, Cortex Search, and gated SQL, with RBAC and masking enforced by Snowflake.

Official
69
HubSpot MCP

Official HubSpot MCP server — CRM contacts, deals, and meeting scheduling from Claude or Cursor.

Official
70
Workato

Enterprise iPaaS — trigger Workato recipes from an AI agent.

71
Fireflies.ai

Official Fireflies remote MCP — query meeting transcripts, AI summaries, and action items via OAuth or API key.

Official
72
Fathom

Official Fathom remote MCP — access meeting recordings, transcripts, summaries, and webhooks from any MCP client.

Official
73
Linear

Manage Linear issues, projects, and cycles from AI context.

74
Fellow

Anthropic-verified Fellow Connector — query meeting notes, transcripts, action items, and calendar events from Claude.

Official
75
Snowflake (community)

Inspect schemas and run SQL against a Snowflake account from an AI agent.

Choose the right MCP

Quick decision guide based on your use case.

If you need…Start with
Market and competitor research across the open webStart with Tavily
SEO reporting: backlinks, keywords, rank trackingUse Ahrefs
Lead lists and structured extraction from public sitesUse Apify
Billing-state and revenue questions from support or financeUse Stripe with a restricted, read-only key
Product analytics and log search over your own event dataUse ClickHouse for analytics, Elasticsearch for log search
Assistants that must remember customers across sessionsUse Mem0, or Chroma if you want to self-host the store
Many servers, many keys, one chat windowUse 1Password to inject secrets by reference

Top Business MCPs ranked

Detailed cards with setup time, complexity, and key labels.

1
Time

Current time and IANA timezone conversion — the first-party MCP that tells an agent what time it actually is.

time, timezone, clock, iana
2 minLow
2
Mem0
Official

Persistent memory layer for AI agents — auto-summarised, cross-session recall.

memory, mem0, recall, personalization
5 minLow
3
Apify
Official

Run pre-built browser-automation Actors on managed infrastructure.

browser, automation, scraping, apify
5 minLow
4
Google MCP Toolbox
Official

Google-published MCP server for databases — one Go binary speaks Postgres, MySQL, BigQuery, Spanner, AlloyDB, Snowflake, ClickHouse, MongoDB, Redis, and more.

database, multi-database, google, postgres
10 minMedium
5
Tavily
Official

AI-optimized web search with cleaned, citation-ready results.

search, web, research, rag
3 minLow
6
MongoDB
Official

Query and inspect MongoDB collections from Claude, Cursor, and VS Code.

database, nosql, mongodb, atlas
5 minLow
Official

Manage payments, customers, and subscriptions through Stripe.

stripe, payments, billing, invoicing
5 minMedium
8
Redis
Official

Inspect keys, run commands, and debug Redis from an AI agent.

database, cache, redis, valkey
3 minLow
9
Browser-Use

Vision-first browser automation built for AI agents.

browser, automation, browser-use, vision
10 minMedium
Official

Read, write, and search across Notion pages, databases, and blocks.

notion, docs, databases, knowledge
5 minLow
11
Microsoft Teams
Official

Read channel messages, post replies, and trigger meetings from MS Teams.

communication, microsoft, teams, m365
20 minMedium
12
Google Analytics
Official

Query GA4 reports, funnels, and realtime data from an AI agent.

analytics, ga4, google-analytics, reporting
15 minMedium
13
Microsoft Work IQ
Official

Ask natural-language questions across Microsoft 365 Copilot data.

microsoft, copilot, search, email
10 minMedium
14
ClickHouse
Official

Query ClickHouse and ClickHouse Cloud columnar warehouses from an AI agent.

database, warehouse, clickhouse, olap
10 minMedium
15
Activepieces
Official

Open-source workflow automation with a built-in MCP server — build, publish, and debug flows from an AI agent.

automation, workflow, activepieces, open-source
5 minLow
16
Bitbucket
Official

Manage Bitbucket Cloud repos, pipelines, and pull requests from an AI agent.

git, bitbucket, atlassian, pipelines
10 minMedium

Full Supabase access: database, auth, storage, and edge functions.

supabase, database, backend, postgres
5 minLow

Inspect Figma designs, components, and variables from an agent — the widely adopted community server.

figma, design, design-to-code, components
5 minMedium
19
Elasticsearch
Official

Search indices, inspect mappings, and run queries against Elasticsearch from an AI agent.

database, search, elasticsearch, elastic
10 minMedium
20
AWS
Official

AWS's own managed MCP server — run AWS APIs, execute sandboxed scripts, and search AWS documentation under IAM.

aws, cloud, cloudwatch, iam
10 minMedium
21
Salesforce DX
Official

Official Salesforce MCP — SOQL queries, metadata deploy/retrieve, Apex tests, and org management from AI clients.

salesforce, crm, soql, apex
5 minMedium
22
Sentry
Official

Triage errors, inspect traces, and query events from Sentry.

sentry, errors, monitoring, observability
3 minLow
23
DataForSEO
Official

Live SERP, keyword, backlink, and on-page SEO data for an AI agent.

seo, serp, keywords, backlinks
10 minMedium
24
Basic Memory

Local-first agent memory as plain Markdown — a semantic knowledge graph you and the agent can both read.

memory, markdown, knowledge-graph, obsidian
5 minLow
25
DuckDB

In-process analytical SQL over files and Parquet from an AI agent.

database, olap, duckdb, parquet
2 minLow
26
Hostinger
Official

Buy a domain, provision hosting, deploy a site, and set its DNS — one official server covering the whole chain, now through three search-and-execute tools.

hostinger, domains, web-hosting, dns
10 minMedium
27
Xero
Official

Official Xero MCP — invoices, contacts, bank transactions, and accounting from an agent.

xero, accounting, invoicing, bookkeeping
10 minMedium
28
Figma (official)
Official

Figma's own MCP server — read design context, generate code, and write back to the canvas.

figma, design, design-to-code, code-connect
5 minLow
29
Square
Official

Process payments and manage orders, catalog, inventory, and bookings on Square — official MCP.

square, payments, point-of-sale, commerce
5 minMedium
30
Postgres MCP ProPRO

Production-grade Postgres MCP with index advice, EXPLAIN, and health checks.

database, sql, postgres, performance
5 minMedium
31
Contentful
Official

Model, write and publish structured content from an agent — 73 tools across entries, assets and content types.

contentful, cms, headless-cms, website-builders
10 minMedium
32
Microsoft 365

Outlook mail and calendar, Teams, OneDrive and Excel through one Graph API server.

microsoft, outlook, calendar, email
10 minMedium
33
HashiCorp Vault
Official

Read dynamic and static secrets from HashiCorp Vault inside agent workflows.

security, secrets, vault, hashicorp
15 minMedium
34
Telegram

Read, search and send Telegram messages as your own account — 80+ tools over Telethon, with a read-only mode and a chat allowlist.

communication, messaging, telegram, telethon
15 minMedium
35
Paddle
Official

Manage subscriptions, transactions, products, prices, and financial reports on Paddle — official MCP.

paddle, billing, subscriptions, saas
5 minMedium
36
Google Maps

Geocoding, place search, directions, and travel times from Google Maps.

maps, geocoding, places, directions
5 minLow
37
Google Calendar31

Read, create, and manage events across Google Calendar — via Google's official remote MCP or a self-hosted community server.

google-calendar, scheduling, events, productivity
10 minMedium
38
Slack (official)
Official

Slack's own hosted MCP server — search, send messages, read threads, and manage canvases, gated by workspace admins.

slack, messaging, chat, canvases
5 minLow
39
QuickBooks Online
Official

Run QuickBooks Online accounting from an agent — invoices, bills, payments, and financial reports.

quickbooks, accounting, invoicing, bookkeeping
30 minHigh
40
Doppler
Official

Inject secrets from Doppler into agent workflows without exposing values in chat.

security, secrets, doppler, credentials
6 minLow
41
Postmark

Send transactional email from an AI agent — verified deliverability, audit-friendly.

email, postmark, transactional, deliverability
5 minLow
42
Sanity
Official

Query and edit Sanity content over a remote OAuth MCP — no token in a config file.

sanity, cms, headless-cms, groq
5 minLow
43
CLI Agent Orchestrator

Supervisor-and-worker multi-agent coordination across coding CLIs — handoffs over MCP.

orchestration, multi-agent, handoff, aws-labs
20 minHigh
44
Make (Integromat)

Trigger Make scenarios and inspect runs from an AI agent.

automation, workflow, make, integromat
7 minLow
45
Webflow
Official

Edit a live Webflow site from an agent — CMS collections, pages, and the Designer canvas over OAuth.

webflow, website-builders, cms, no-code
10 minMedium
46
MySQL

Run read-only MySQL queries and inspect schemas from an AI agent.

database, sql, mysql, mariadb
5 minLow
47
Google Search Console

Query Search Console clicks, impressions, and queries from an AI agent.

seo, search-console, gsc, organic-search
15 minMedium
48
Ahrefs
Official

Backlinks, keyword research, and rank tracking from the official Ahrefs remote MCP.

seo, backlinks, keywords, rank-tracking
5 minLow
49
Discord

Read and post to Discord channels — community management for AI agents.

discord, chat, community, bot
10 minMedium
50
Hyperbrowser
Official

Hosted Chromium with proxies and anti-bot evasion for AI agents.

browser, automation, hyperbrowser, proxies
6 minLow
51
Semgrep
Official

Open-source SAST scanning against custom rules from an AI agent.

security, sast, semgrep, static-analysis
5 minLow
52
Chroma
Official

Embedded and hosted vector database for AI agents — open source, zero-ops.

vector-db, chroma, embeddings, retrieval
5 minLow

Read and send Slack messages, manage channels and threads — the token-based community server, no admin approval needed.

slack, messaging, communication, automation
10 minMedium
54
Mattermost

Self-hosted Slack alternative — read and post from an AI agent.

communication, chat, mattermost, self-hosted
8 minLow
55
SendGrid

Send email and inspect deliverability via SendGrid from an AI agent.

email, sendgrid, transactional, deliverability
10 minMedium
56
WordPress

Publish and manage a WordPress site from an agent over the REST API — posts, pages, media, plugins, themes.

wordpress, cms, website-builders, publishing
10 minMedium
57
Twilio
Official

Send SMS, WhatsApp, and voice calls from an AI agent via Twilio.

communication, sms, whatsapp, voice
10 minLow
58
Vercel (MCP server)
Official

Deploy from files or Git, buy and attach domains, edit DNS, and debug deployments on Vercel — the official remote MCP, over OAuth.

vercel, hosting, deployment, domains
5 minLow
Official

Build on Shopify with an agent — searches the dev docs and validates generated GraphQL, components and Liquid themes.

shopify, ecommerce, developer-tools, graphql
10 minMedium
60
Cal.com
Official

Official Cal.com hosted MCP — AI agents book, reschedule, and query availability across 34 tools via OAuth 2.1, no local install.

cal.com, scheduling, booking, calendar
5 minLow
61
Zapier
Official

Expose 8,000+ Zapier integrations as tools your AI agent can call.

zapier, automation, integrations, workflow
5 minLow
62
BigQuery
Official

Google's own hosted BigQuery MCP server — explore datasets and run SQL under IAM, with a read-only tool by default.

database, warehouse, bigquery, google-cloud
10 minMedium
63
1Password
Official

Inject 1Password secrets into an AI agent's tool calls without exposing them in chat.

security, secrets, 1password, vault
8 minLow
64
Attio
Official

Official Attio MCP — natural-language CRM control across records, lists, and notes via OAuth.

attio, crm, sales, pipeline
< 1 minLow
65
Pipedrive
Official

Pipedrive's own hosted MCP — search and update deals, contacts, organizations, leads, activities, and notes over OAuth.

pipedrive, crm, sales, pipeline
< 1 minLow
66
Gitea

Self-hosted Git server — manage repos, issues, and PRs from an AI agent.

git, gitea, forgejo, codeberg
10 minMedium
67
PayPal
Official

Create invoices, capture orders, issue refunds, and track disputes on PayPal — official MCP.

paypal, payments, invoices, refunds
5 minMedium
68
Snowflake (official)
Official

Snowflake-managed MCP servers — Cortex Analyst, Cortex Search, and gated SQL, with RBAC and masking enforced by Snowflake.

snowflake, warehouse, cortex, sql
30 minHigh
69
HubSpot MCP
Official

Official HubSpot MCP server — CRM contacts, deals, and meeting scheduling from Claude or Cursor.

hubspot, crm, meetings, scheduling
10 minLow
70
Workato

Enterprise iPaaS — trigger Workato recipes from an AI agent.

automation, workflow, workato, ipaas
12 minMedium
71
Fireflies.ai
Official

Official Fireflies remote MCP — query meeting transcripts, AI summaries, and action items via OAuth or API key.

fireflies, meeting-notes, transcripts, ai-summaries
2 minLow
72
Fathom
Official

Official Fathom remote MCP — access meeting recordings, transcripts, summaries, and webhooks from any MCP client.

fathom, meeting-notes, transcripts, recordings
2 minLow
73
Linear

Manage Linear issues, projects, and cycles from AI context.

linear, project-management, issues, productivity
5 minMedium
74
Fellow
Official

Anthropic-verified Fellow Connector — query meeting notes, transcripts, action items, and calendar events from Claude.

fellow, meeting-notes, transcripts, action-items
< 1 minLow
75
Snowflake (community)

Inspect schemas and run SQL against a Snowflake account from an AI agent.

database, warehouse, snowflake, sql
15 minMedium

Archived (historical reference)

4 Business entries are archived — the upstream package was deprecated or pulled, or a documented security issue applies. The detail page is preserved for historical reference and migration guidance, but these are NOT current editorial picks.

Also in the ChatGPT Apps directory

4 Business brands are available as one-click ChatGPT Apps. These are not ranked alongside the editorial picks above — they're listings from chatgpt.com/apps surfaced here for brand-search continuity.

FAQ: Business MCPs

Which MCP servers should a business team install first?

Three low-risk ones: Tavily for web research (API key, three minutes), Time for timezone math (no key at all), and Stripe with a restricted read-only key if billing questions come up in support or finance. All three are read-only in practice, so they deliver value before you have to think hard about approvals.

Is it safe to connect an AI agent to our billing system?

Yes, if the credential cannot move money. Stripe restricted keys let an agent read customers, subscriptions, and billing state while refunds and payouts stay disabled. Turn write operations on one at a time, each behind a human approval, and log every call so finance can audit what the agent looked at.

How do I keep API keys out of the chat when running many MCPs?

Use 1Password. Its server injects secrets into tool calls by reference, so the agent passes a pointer to the vault item and the real value never appears in the conversation or the transcript. That matters once a business runs five or more key-based servers — the chat log otherwise becomes a credential dump.

Which MCP should I use for SEO and competitor research?

Ahrefs for the numbers — backlinks, referring domains, keyword metrics, rank tracking — via its official remote server; note it is paid and assumes an Ahrefs subscription. Tavily covers general web research with citation-ready results, and Apify handles structured extraction when you need the data itself, like scraping listings into a sheet.

Do business agents need a memory MCP?

Once the same customers or projects recur across sessions, yes. Mem0 is the hosted route: auto-summarized, cross-session recall with an API key. Chroma is the open-source route you run yourself, better when data-residency rules say customer context cannot leave your infrastructure. Without one, every conversation starts from zero.

Can an agent query our production database safely?

Only with a read-only user, and preferably against a replica. MongoDB, Redis, ClickHouse, and Elasticsearch all run over stdio with key-based auth, so scoping is your job, not the protocol's. The classic failure is an unbounded aggregation or a KEYS-style scan on the primary during peak traffic — cap query time and result size at the database.

Other industries