Every analytics tool with an MCP, compared

Six analytics platforms have MCP servers now. Most of them aren't very good. They range from 4 tools to 446, from one-prompt setup to "configure two GCP APIs and install pipx," and some are community wrappers that nobody officially maintains. "Has an MCP" is not the same as "your agent can actually use it."

The quick version

PostHog: 446 tools, most of them aren't analytics

PostHog's MCP is the biggest by far. 446 tools across analytics, feature flags, experiments, error tracking, session recording, surveys, LLM analytics, data pipelines, and prompt management. It's free to use and doesn't count against your PostHog bill.

If you're already running PostHog and want your agent to operate your full stack — triage errors, manage feature flags, run experiments, and check analytics in the same session — this is comprehensive. Nothing else comes close on breadth.

The tradeoff is that an agent looking for pageview data has to navigate a surface built for a full product suite. The query format shows this. To get daily pageviews for the last week:

{"kind": "InsightVizNode", "source": {"kind": "TrendsQuery",
  "series": [{"kind": "EventsNode", "event": "$pageview",
  "custom_name": "Pageviews"}], "dateRange": {"date_from": "-7d"},
  "interval": "day"}}

The same query on Lodd: {"site": "example.com", "period": "7d"}. Both get you the same data. Lodd handles breakdowns and filters through separate tools and optional parameters rather than nested query objects.

Setup is OAuth. Straightforward if you already have an account.

Google Analytics 4: official, but bring your GCP credentials

Google's official MCP server has 7 tools: get_account_summaries, get_property_details, list_google_ads_links, run_report, run_funnel_report, run_realtime_report, and get_custom_dimensions_and_metrics. Covers the core GA4 reporting surface.

Setup is where it gets heavy. You need Python, pipx, two Google Cloud APIs enabled, and Application Default Credentials configured with the right OAuth scope. If you're already in the GCP ecosystem, that's fine. If you're not, it's a real barrier between your agent and your traffic data.

Amplitude and Mixpanel: official, OAuth, your-data-where-it-already-lives

Both have official MCP servers with OAuth setup. Amplitude's is in beta, covers analytics, experiments, session replay, and cohort intelligence. Mixpanel's is hosted and exposes funnels, retention, flows, JQL, and session replays through natural language.

If your data already lives in one of these and you want to add agent access without migrating, their MCPs are the path of least resistance. The responses come from APIs that were built to serve dashboards, but they work, and the auth setup is clean.

Plausible: community only

No official MCP from Plausible. Multiple community implementations exist — the Sentry-built one has four tools (get_timeseries, get_breakdown, get_conversions, compare_periods), and alexanderop's has four as well. The Sentry version includes goal conversions but neither has full funnel support or realtime.

If you're a Plausible user who wants basic agent access to existing data, these work. But they're community-maintained, not officially supported, and four tools is a limited surface for anything beyond quick checks.

Lodd: 34 tools, built as an MCP product

Lodd is the only one on this list where the MCP server is the product, not an add-on. There's no dashboard. The 34 tools cover analytics, timeseries, funnels, breakdowns (pages, sources, countries, browsers, devices, entry/exit pages, bots), custom events, conversion attribution, actor analytics, annotations, and trackable links. REST API at api.lodd.dev/v1/ with an OpenAPI spec.

Responses are compact JSON with shortened keys, designed for agent context windows rather than dashboard rendering. Setup is one prompt: tell your agent "add lodd.dev analytics to this project" and it reads the llms.txt, handles auth, and embeds the tracking script. Works in Claude Code, Claude Desktop, Cursor, anything that speaks MCP.

The tradeoff is obvious: no dashboard. If you want to look at charts in a browser, this isn't it. And it's a newer, smaller product — less battle-tested at scale than PostHog or GA4.

Free up to 2,500 events/month, €9.99/mo after that. All tools included on both tiers.

What to actually pick

If you want your agent to operate a full product stack (flags, experiments, error tracking, analytics), PostHog is the only one that covers all of it. 446 tools is a lot, but if you need the breadth, nothing else is close.

If you want analytics that was designed for your agent from the start — compact responses, simple queries, one-prompt setup — that's what Lodd was built for. The 34 tools are all analytics, and the response format doesn't carry the overhead of a dashboard rendering layer.

If your data already lives in Amplitude, Mixpanel, or GA4 and you don't want to migrate, add their MCP. It works. GA4's setup is the most involved, Amplitude and Mixpanel are cleaner.

If you're on Plausible and agent access matters, this is a gap. No official MCP, and the community options are limited.

Setup friction, shortest to longest: Lodd (one prompt) → Amplitude/Mixpanel (OAuth) → PostHog (OAuth) → GA4 (GCP credentials, pipx, two API enables).