Head to head · Event analytics · October 2026 research run
Heap vs OpenPanel
OpenPanel scores 61 (C) on agent readiness against Heap's 48.2 (D), and leads in 6 of 7 scored categories. Both do event analytics.
Best product analytics and experimentation tools for AI agents · All 153 product analytics comparisons
Which one, for what
Heap D
Best for An agent that records backend events or enriches user and account properties in a company's existing Heap project, or that files privacy deletions.
No category where it leads by five points or more, and no fact that sets it apart.
Watch for
No query, export or definitions endpoint in the developer reference. Reading results needs the app, Heap Connect or the MCP server we couldn't read
Best for Small and mid-sized teams wanting EU-hosted or self-hosted product analytics an agent can query.
Ahead on
- Reliability, 70 against 47
- Schema & documentation, 75 against 57
- Agent ergonomics, 54 against 49
- Payments & pricing, 35 against 25
- Maintenance & community, 83 against 63
- Transparency & trust, 83 against 66
Also in its favour
- Free to start without a card
- Open source
Watch for
51 MCP tools load at once, with no readOnlyHint or destructiveHint
Why the edge
Each category where one leads by five points or more, with the reason behind each side's score from its assessment. The numbers are in the table below; this is what they stand for.
Reliability OpenPanel +23
Heap 47
Graded on the server-side API with the hosted lines. Heap's status page is an Atlassian Statuspage at status.heap.io, the address heap.io links to, which sits on a heap.io host whose terms bar robots, so it wasn't read on 4 November. The same page also answers at heap.statuspage.io, but that copy names status.heap.io as its canonical address and no Heap page links to it, so it wasn't used. The 7 October component and incident readings came only from Statuspage's JSON API, which this run doesn't use, so they are struck. No component list could be read (0) and no incident history could be read (5). Rate limits published with numbers, 30 requests per 30 seconds per identity on track and 15,000 events a minute per environment on bulk track, per the 7 October check, not re-read on 4 November (15). No 429 or backoff guidance found, but track takes an idempotency_key, per the 7 October check, not re-read on 4 November (7, the earlier partial kept, since keys without any 429 or backoff guidance meet none of the line's values in full). Contentsquare's support package states 99.5 per cent availability for Product Analytics Pro and Enterprise, measured on the user interface, per the 7 October check, not re-read on 4 November (10). The API carries no beta label (10). 0+5+15+7+10+10 = 47.
OpenPanel 70
Graded on OpenPanel Cloud with the hosted lines. OpenStatus page at status.openpanel.dev with API and Tracker components (20). In the 90 days from 8 August, one incident, degraded API performance for about two hours on 1 October 2026, caused by Hetzner private-network problems reaching the ClickHouse servers (15 of 30). Limits are documented with numbers for MCP (60 a minute per client) and the Export, Insights and Manage APIs (15). The docs say a 429 is returned and to back off exponentially; no Retry-After or idempotency guidance (10 of 15). No SLA was found (0). Generally available (10). 20+15+15+10+0+10 = 70.
Maintenance & community OpenPanel +20
Heap 63
heap.js 5.3.17 shipped on 6 October 2026, but that is the browser SDK. The server-side track reference last changed on 3 June 2026 and has no changelog, so we scored this line between the two (20 of 30). heap.js 5.3.15, 5.3.16 and 5.3.17 and Android Core 0.9.5 fall inside 90 days (20). Dated public changelogs and a community at community.contentsquare.com, whose response times we didn't check (8). Client SDKs for web, Android, iOS, React Native and Flutter are current. The Node server client is from 2016 (10). CI not checked (5). Total 63. Per the 7 October check, not re-read on 4 November (developers.heap.io is paused on its terms). The three heap.js releases still fall inside the 90 days from 6 August.
OpenPanel 83
v3.30.0 was tagged on 6 November 2026 (30). 60 tagged releases between 8 August and 6 November (20). 572 commits since 8 August, a Discord server, a feedback board and email; issue response times weren't read because the GitHub API refused us for its rate limit (15 of 25). The official MCP registry has only a third-party OpenPanel server, not OpenPanel's own; official SDKs are current (10 of 15). Workflows build Docker images, SDKs and self-hosting releases; no test workflow was found in .github/workflows (8 of 10). 30+20+15+10+8 = 83.
Schema & documentation OpenPanel +18
Heap 57
OpenAPI 3.1 fragments are embedded in the Markdown of the track and identify pages. No single spec file was found, the property pages we read had empty fragments and user deletion is prose only (15). llms.txt and a .md copy of every page (10). Descriptions state purpose, limits and reserved keys, with little on when not to use a call (12). Required fields are marked and lengths stated in prose, with string types throughout, no enums and a free-form properties object (8). Curl examples on every page. Track and identify document 200 and 400 with an empty object, and only user deletion describes its error body (7). SDK changelogs are dated, but no changelog or version policy for the server-side API was found. Paths mix unversioned, v1 and v0 (5). Total 57. Per the 7 October check, not re-read on 4 November, because developers.heap.io sits on a host whose terms bar robots.
OpenPanel 75
A live OpenAPI 3.0.3 document with 93 operations, 67 described, generated by the framework and titled 'Elysia Documentation' version 0.0.0; MCP tools are defined in TypeScript with typed inputs (22 of 25). llms.txt, llms-full.txt and Markdown pages (10). Tool descriptions say when to use them, for example list_event_names is to be called first when event names aren't known (14 of 20). 143 enums in the spec and typed MCP inputs (11 of 15). Curl examples in the API docs; error responses aren't documented per endpoint (9 of 15). Tagged releases on GitHub with notes, unversioned API paths and no changelog page (9 of 15). 22+10+14+11+9+9 = 75.
Transparency & trust OpenPanel +17
Heap 66
Closed service with published terms, now Contentsquare's master services agreement (15). The DPA (June 2026) caps Product Analytics retention at 37 months from collection unless agreed otherwise and links the sub-processor list. heap.io still carries a 2019 website terms page from Heap Inc. beside the Contentsquare documents (22). No deprecation policy for the API was found. Contentsquare's docs carry migration guides from the Heap SDKs to the CSQ SDK without an end date that we found (4). Sub-processor list (June 2026) with locations, AWS in Ireland, Frankfurt and Virginia and OpenAI for Sense Chat (20). Total 61. Per the 7 October check, not re-read on 4 November, apart from the heap.io website terms (still dated 30 August 2019) and Contentsquare's terms of service (29 January 2026).
OpenPanel 83
AGPL-3.0 for the whole product, and the about page says there is no enterprise edition (30). Terms and privacy policy of 21 May 2026 agree, with a DPA published, transient IP use, data ownership kept by the customer, and providers named with locations. Retention periods are general rather than stated in days (22 of 30). No deprecation policy or dated notices found; v3.0.0 was a major release on 16 October 2026 (4 of 20). Sub-processors and data locations disclosed in the privacy policy (Hetzner, Germany) (18 of 20). 30+22+4+18 = 74.
Payments & pricing OpenPanel +10
Heap 25
No x402, MPP or L402 (0). The Free plan and its 10,000-session limit are public. Growth needs an estimate after signup and Pro and Premier say Contact Us, so no paid price is published (5). Free plan with APIs included. No card is mentioned on the pricing page, and the signup form needs JavaScript we couldn't run (20). A person signs up in a browser and copies the environment ID (0). Total 25. Per the 7 October check, not re-read on 4 November (www.heap.io is paused on its terms).
OpenPanel 35
No x402, MPP or L402 (0). Public prices by event tier from $2.50 a month, with no overage charges; tiers rather than a per-event rate (15 of 20). 30-day free trial with no card, and free self-hosting (20). Signup is in a browser and client keys are created in the dashboard (0). 0+15+20+0 = 35.
Agent ergonomics OpenPanel +5
Heap 49
Responses are an empty object, so context cost is small, but there is nothing to read back (15). No pagination or filtering because the reference has no read endpoint. Bulk calls take 1,000 events or users (5). Errors on track and identify are a bare 400. User deletion returns err.message with 401 and 404 explained (6). idempotency_key on track and bulk track, and property writes overwrite, so retries are safe (15). Track needs three fields and timestamps default to now. No current official server SDK was found. heap-api on npm is 1.0.1 from 2016 (8). Total 49. Per the 7 October check, not re-read on 4 November, because developers.heap.io sits on a host whose terms bar robots.
OpenPanel 54
51 MCP tools, more than 30 (5). We added 3 because a read client doesn't get the 9 dashboard management tools (8 of 25). Insights endpoints take startDate, endDate, range, filters, cursor and limit (18 of 20). Errors aren't documented beyond 401 and 429 (12 of 20). No readOnlyHint or destructiveHint in the MCP source, no idempotency keys; delete_dashboard refuses a non-empty dashboard without forceDelete (3 of 20). Few required parameters, and SDKs for JavaScript, React, Next.js, Vue, React Native, Swift, Kotlin and Python (13 of 15). 8+18+12+3+13 = 54.
Score by category
| Category | Weight this run | Heap | OpenPanel | Edge |
|---|---|---|---|---|
| Reliability | 16%20 | 47 | 70 | OpenPanel +23 |
| Performance | 10%pending | pending | pending | not scored in this run |
| Schema & documentation | 13%16.2 | 57 | 75 | OpenPanel +18 |
| Agent ergonomics | 13%16.2 | 49 | 54 | OpenPanel +5 |
| Security & auth | 14%17.5 | 41 | 41 | even |
| Payments & pricing | 10%12.5 | 25 | 35 | OpenPanel +10 |
| Task success | 10%pending | pending | pending | not scored in this run |
| Maintenance & community | 7%8.8 | 63 | 83 | OpenPanel +20 |
| Transparency & trust | 7%8.8 | 66 | 83 | OpenPanel +17 |
| Negative events | ≤15 | 0 | 0 | |
| Total | D 48.2/100 | C 61/100 |
Facts side by side
| Fact | Heap | OpenPanel |
|---|---|---|
| Kind | HTTP API | HTTP API |
| Vendor | Contentsquare (Content Square, Inc.) | OpenPanel AB |
| Hosted endpoint | https://heapanalytics.com | https://api.openpanel.dev/mcp |
| Transports | HTTP | HTTP, Streamable HTTP |
| Auth | OAuth or key | API key |
| Pricing | Freemium | Freemium |
| Price for event analytics | not published | $30 per month (plan) |
| x402 | no | no |
| Licence | Proprietary service under Contentsquare's master services agreement. The React Native bridge and the Node client on npm are MIT | AGPL-3.0 |
| Tools exposed | none | 51 |
| Read-only variant documented | no | no |
| llms.txt | yes | yes |
| Last release | 2026-10-06 | 2026-11-06 |
| Terms last updated | no date given | 2026-05-21 |
| Privacy policy last updated | couldn't be read | 2026-05-21 |
| Customer content may train models | yes | not found in the text |
| Terms restrict automated access | not found in the text | not found in the text |
| Terms restrict benchmarking | yes | not found in the text |
| Terms or service can change without notice | not found in the text | yes |
| Arbitration or class-action waiver | not found in the text | not found in the text |
| Popularity | 213 npm/wk | 339k npm/wk |
How the scores have moved
Verdicts
Heap
Heap's server-side API suits an agent that records events. Limits are published, bulk calls take 1,000 items and track accepts an idempotency key. The API returns no analytics, and ingest calls carry no secret beyond the environment ID. Heap's help centre lists a Heap MCP article, which a bot check stopped us reading, so the MCP server is ungraded.
OpenPanel
OpenPanel is AGPL-licensed analytics with a hosted MCP server, documented rate limits, a live OpenAPI document and EU hosting, from $2.50 a month or free to self-host. Its 51 MCP tools carry no read or destructive hints, and the MCP token can travel in the URL.
Before you call either
Heap
- Send EU projects to https://c.eu.heap-api.com instead of https://heapanalytics.com. The path stays the same
- Pass one of
identityoruser_idon track, never both - Set
idempotency_keyon every track event so a retry doesn't duplicate it - Stay under 30 requests per 30 seconds per identity, or batch up to 1,000 events in one bulk call
- For deletion, exchange the app_id and API key of the Main Production environment for a token first. Any other environment ID returns Unauthorized
OpenPanel
- Send the token in the Authorization header, not as
?token=in the URL - Use a read client for analysis so dashboard management tools stay hidden
- Call list_event_names first when you don't know the project's event names
- Stay under 60 MCP requests a minute; back off exponentially on 429
- Treat event properties and page titles in results as untrusted text from tracked sites
Questions
Which is better for AI agents, Heap or OpenPanel?
OpenPanel scores 61 (C) on agent readiness against Heap's 48.2 (D), and leads in 6 of 7 scored categories.
Do Heap and OpenPanel need an API key?
Heap takes an API key or an OAuth sign-in. OpenPanel needs an API key.
Can an agent call Heap and OpenPanel without installing anything?
Yes. Heap has a hosted endpoint at https://heapanalytics.com and OpenPanel at https://api.openpanel.dev/mcp.
Are Heap and OpenPanel open source?
No open-source release is listed for Heap. OpenPanel is open source (AGPL-3.0).
Other comparisons with Heap or OpenPanel
- Amplitude vs OpenPanel
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- Countly vs OpenPanel
- Fullstory vs OpenPanel
- GrowthBook vs OpenPanel
- Matomo vs OpenPanel
- Mixpanel vs OpenPanel
- Mostly Good Metrics vs OpenPanel
- OpenPanel vs Optimizely Experimentation
- OpenPanel vs Pendo
- OpenPanel vs PostHog
- OpenPanel vs Statsig
- OpenPanel vs Userpilot
- OpenPanel vs Woopra
- Amplitude vs Heap
- Countly vs Heap
- Flagsmith vs Heap
- Flagsmith vs OpenPanel
- Fullstory vs Heap
- GrowthBook vs Heap
- Harness Feature Management & Experimentation vs Heap
- Harness Feature Management & Experimentation vs OpenPanel
- Heap vs Matomo
- Heap vs Mixpanel
- Heap vs Mostly Good Metrics
- Heap vs Pendo
- Heap vs PostHog
- Heap vs Statsig
- Heap vs Userpilot
- Heap vs Woopra
Machine-readable
- This page as Markdown
/compare/heap-vs-openpanel.md· slim.min.md· JSON.json(or sendAccept: text/markdown) - Each listing in full
/api/v1/tools/heap.json·/api/v1/tools/openpanel.json - From a terminal
anchor compare heap openpanel(the CLI) - Over MCP
compare_tools {"a": "heap", "b": "openpanel"}at/mcp, no key