Agent-ready analytics tools
We scanned 11 product and web analytics software the way an AI agent would, and scored how well ChatGPT, Claude and Perplexity can read each one, sign a team up and connect through the API.
Which product analytics tool is best for AI agents?
It depends on what you need agents to do. If you want an agent to sign your team up and connect through the API, Amplitude scores highest (98/100), followed by PostHog (88) and Fathom (81). Amplitude, PostHog and Mixpanel run remote MCP servers agents can connect to directly. None of them blocks AI agents outright. Scores as of 3 Nov 2026.
| # | product analytics tool | Score /100 | Core /60 | Sign up /40 | API /40 | Bot wall | llms.txt | MCP | OpenAPI | Public pricing | Biggest gap |
|---|---|---|---|---|---|---|---|---|---|---|---|
| 1 | AmplitudeRe-check live | 98 | 60 | 36 | 40 | · | ✓ | ✓ | ✓ | ✓ | No card needed to start |
| 2 | PostHogRe-check live | 88 | 48 | 40 | 40 | · | ✓ | ✓ | ✓ | ✓ | Semantic HTML (main, nav, header) |
| 3 | FathomRe-check live | 81 | 58 | 30 | 16 | · | ✓ | · | ✓ | ✓ | Remote MCP server |
| 4 | MixpanelRe-check live | 77 | 48 | 30 | 27 | · | ✓ | ✓ | · | ✓ | OpenAPI spec |
| 5 | SegmentRe-check live | 76 | 53 | 34 | 11 | · | ✓ | · | · | ✓ | Remote MCP server |
| 6 | StatsigRe-check live | 73 | 49 | 30 | 17 | · | ✓ | · | · | ✓ | Remote MCP server |
| 7 | PendoRe-check live | 72 | 54 | 30 | 6 | · | ✓ | · | · | ✓ | Remote MCP server |
| 8 | MatomoRe-check live | 72 | 52 | 34 | 6 | · | · | · | · | ✓ | Remote MCP server |
| 9 | HotjarRe-check live | 72 | 52 | 34 | 6 | · | ✓ | · | · | ✓ | Remote MCP server |
| 10 | PlausibleRe-check live | 66 | 48 | 24 | 12 | · | · | · | · | · | Public pricing page |
| 11 | HeapRe-check live | 53 | 43 | 16 | 3 | · | · | · | · | ✓ | A self-serve sign-up link |
Automated, read-only scan of each homepage, robots.txt, llms.txt, docs, OpenAPI paths and MCP endpoints on 3 Nov 2026. Score = core + the average of Sign up and API, so the two job columns share 40 points. Scores can change; use "Re-check live" for today's result. How scoring works.
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Questions
Which product analytics tool is the most agent-ready?
Amplitude, with 98/100 in our scan on 3 Nov 2026.
Which analytics tools block AI agents?
None of the 11 we scanned.
How is the score calculated?
Out of 100: up to 60 core points for what every site needs (agents can reach and read it, structured data, llms.txt), plus the average of two job scores, each out of 40: letting an agent sign a team up (public pricing, an open sign-up page, a free plan) and letting it connect through the API (OpenAPI, MCP, self-serve keys, OAuth self-registration). For Amplitude: 60 + (36 + 40) ÷ 2, rounded, = 98.