Heap alternatives
The highest-scoring alternative to Heap is Amplitude at 83/100 on the AgentReady, against 42/100 for Heap.
All scored in Product Analytics.
What Amplitude does that Heap does not
Amplitude passes public docs discoverable, llms.txt published, llms-full.txt / full agent docs, mcp discoverable, structured api reference, openapi / spec quality, authentication documented, request examples provided, response examples provided, errors and status codes documented, limits / constraints documented, agent-compatible signup flow, programmatic credential creation, cli available, mcp integration available, structured, predictable output, machine-readable errors, rate-limit behavior predictable, agent compatibility verified, and Heap fails them. That is the whole of the gap between the two scores, so if none of those matter to your agent the ranking above overstates the difference.
Why people look for an alternative
Heap fails public docs discoverable, llms.txt published, llms-full.txt / full agent docs, mcp discoverable, structured api reference, openapi / spec quality, authentication documented, request examples provided, response examples provided, errors and status codes documented, limits / constraints documented, no mandatory sales call, agent-compatible signup flow, programmatic credential creation, cli available, mcp integration available, structured, predictable output, machine-readable errors, retry behavior documented, idempotency support, rate-limit behavior predictable, agent compatibility verified. Each one is a place an unattended run stops, which is usually what sends someone looking in the first place.
Where Heap loses the points
| Pillar | Heap | What it measures |
|---|---|---|
| Discover | 60 | Can an agent find it at all: sitemap, robots, structured data. |
| Understand | 23 | Is there a spec, an llms.txt, a machine-readable description. |
| Adopt | 50 | Signup, keys, SDKs, and whether a human has to be involved. |
| Operate | 35 | Rate-limit headers, errors, status, and behaviour under load. |
Heap is weakest on understand at 23/100. Without a spec an agent has to guess at endpoints, and it guesses wrong. If that is the part your agent depends on, take the ranking above seriously; if it is not, Heap may still be the right pick.
What an agent runs into with Heap
These are the findings from the last audit on 2026-08-23. Each one is a place unattended software stops, which is the practical reason to look at the list above.
- Ship an MCP server so agents can call you as a tool.
- Make docs reachable without auth or navigation gymnastics.
- Publish MCP install instructions so agents can discover the server.
- Publish an OpenAPI spec so agents can generate a client.
- Flesh out the OpenAPI: paths, schemas, and descriptions.
- Document error responses as an enum in your OpenAPI.
- Let agents create API keys programmatically.
- Return X-RateLimit / Retry-After headers so agents pace themselves.
What this category actually supports
Across the 9 products scored in Product Analytics, track product analytics is offered by 78%.
An agent can get this list directly: resolve("alternative to Heap") over the MCP server, or GET /v1/categories/product-analytics.