Head to head · Analytics queries · October 2026 research run
Amplitude vs RudderStack MCP
Amplitude scores 69.3 (B) on agent readiness against RudderStack MCP's 54.7 (C), and leads in 5 of 7 scored categories. Both do analytics queries.
Best product analytics and experimentation tools for AI agents · All 170 product analytics comparisons
Which one, for what
Best for A team already on Amplitude that wants an agent to query charts, funnels, retention and experiment results, edit dashboards and manage the tracking plan under its own permissions.
Ahead on
- Reliability, 75 against 45
- Schema & documentation, 72 against 66
- Agent ergonomics, 72 against 52
- Security & auth, 74 against 62
- Transparency & trust, 79 against 51
Also in its favour
- Free to start without a card
Watch for
No rate limit for the MCP server or the Developer API was found in the reviewed documentation
Best for Data teams on RudderStack who want an agent to find why events, syncs or transformations failed and fix the configuration.
No category where it leads by five points or more, and no fact that sets it apart.
Watch for
62 tools, a heavy context load
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 Amplitude +30
Amplitude 75
Read with the hosted lines and scored on what an agent calls, the remote MCP server first and the REST APIs beside it. status.amplitude.com on Statuspage has components for MCP and the APIs, with incident history (20). Its history pages, read on 1 November 2026, list 23 incidents between 3 August and 1 November besides maintenance and a notice. Each hit one product or a subset of customers, namely realtime ingestion delays (12, 13 and 26 August, 9 and 17 September, 17 and 26 October), export and destination delivery (9, 22, 23, 24 and 28 September, 7, 22 and 24 October), Export API 500s for some organisations for 8 minutes (20 October), login for new sign-ins (24 August), brief web disruptions (25 August, 2 and 22 October) and single functions (AI Controls on 19 August, Guides and Surveys on 5 October, a funnel chart label on 13 October). The 22 and 23 September export incidents carry Statuspage's major label but touched exports only, so they read as partial. Minor only (20 of 30). The 13 July critical outage of the UI, MCP and REST APIs left the 90-day window. The 7 October count came from the status API path, which robots.txt disallows, and is replaced by the history pages. Rate limits with numbers for the Dashboard REST API (5 concurrent, 108,000 cost an hour), Experiment Management (100 a second, 100,000 a day) and HTTP V2 (30 events a second per user or device), and none found for MCP or the Developer API (12 of 15). HTTP V2 says to pause 30 seconds on 429 and deduplicates on insert_id, and the Developer API returns retryable and retry_after_seconds and accepts Idempotency-Key on some operations. No guidance for MCP (13 of 15). No SLA found, and the terms disclaim uninterrupted service (0). The MCP server carries no beta label and is 1.0.0 in the official registry. The Developer API's spec is version 0.1.0 (10). 20 + 20 + 12 + 13 + 0 + 10 = 75.
RudderStack MCP 45
Statuspage at status.rudderstack.com with regional components and none for MCP (15). Since August the history shows an EU ingestion issue, increased US latency, a Python transformations issue, free-tier processing delays and scheduled maintenance (20, minor incidents). No MCP rate limits found (0). No retry guidance for the MCP server found (0). No SLA found in the pages read (0). Not labelled beta (10). 15 + 20 + 0 + 0 + 0 + 10 = 45.
Transparency & trust Amplitude +28
Amplitude 79
Closed service with terms effective 21 July 2026. The SDKs, CLI and marketplace plugins are MIT (15). The DPA of 4 June 2024 promises destruction within 90 days of termination and use only to run the service, while the terms let Amplitude apply machine learning to customer data to improve the services and delete data at its discretion after termination. The AI docs say data isn't used for model training (20 of 30). A written SDK lifecycle with at least 12 months of maintenance for a superseded major version. No deprecation policy for the REST APIs or MCP tools found (10 of 20). Sub-processor list updated 13 May 2026 with US and EU data centre locations and 10 business days' notice of additions under the DPA (18 of 20).
RudderStack MCP 51
The server's source is closed; the repository's MIT licence covers only its docs and metadata. Terms in a master service agreement naming RudderStack, Inc. (15). Privacy policy read, retention given by purpose, not as periods (12 of 30). No deprecation policy for the MCP server (5 of 20). Subprocessors not found in the pages read (5 of 20). The MCP docs say live events, schemas, profile artifacts, transformation code and audit data stay within the workspace view. 15 + 12 + 5 + 5 = 37.
Agent ergonomics Amplitude +20
Amplitude 72
44 tools is over the 30 line (5), with 10 added back for progressive discovery, which starts with four tools and loads schemas on demand, and a subset of about 25 for ChatGPT (15 of 25). Cursor and limit pagination on the Developer API (default 50, maximum 200), the Experiment Management API and the data warehouse tools, and filters on search and replay tools. The MCP page warns that hosts may truncate large charts (17 of 20). RFC 9457 errors with error_code, retryable and field errors on the Developer API and detailed 400 and 429 bodies on HTTP V2. MCP error shapes unread (15 of 20). Idempotency-Key and dry_run on some Developer API operations, insert_id on events, two-step deletes and optimistic concurrency on dashboards and notebooks. We couldn't see whether tools carry readOnlyHint or destructiveHint (13 of 20). Official SDKs in many languages cover ingestion and experiment evaluation, not queries, and the amp CLI prints compact JSON when piped (12 of 15).
RudderStack MCP 52
62 tools (5), plus a separately controlled read-only web surface (5). Filters on some list tools, not documented generally (8 of 20). One documented error (5 of 20). Read, Sensitive execution and Write classes, with Write tools to be confirmed by the client; annotations not read (14 of 20). One URL with OAuth and RudderStack SDKs in many languages (15). 10 + 8 + 5 + 14 + 15 = 52.
Security & auth Amplitude +12
Amplitude 74
The MCP server takes OAuth 2.0 with PKCE S256, dynamic client registration, a revocation endpoint and mcp:read and mcp:write scopes, and the Developer API takes scoped tokens. The older REST APIs still use a project API key and secret key, which aren't scoped (28 of 30). Two role actions, Use MCP (read) and Use MCP (write), are enforced per project on each call, an admin can switch MCP off for the organisation, deletes need a second confirmed call and cohort syncs preview first. MCP is on by default and three standard roles include write (17 of 20). Session replays, feedback comments and user properties are untrusted content, and we found only a disclaimer about model outputs, no injection guidance for hosts (2 of 15). An organisation audit log with 90 days of entries and an API, whose event list doesn't name MCP tool calls (9 of 15). security.txt valid to 31 December 2028, SOC 2 Type II, ISO 27001, 27017 and 27018 on the trust portal and a bug bounty that is private (18 of 20).
RudderStack MCP 62
OAuth with PKCE and dynamic registration, scopes not published (22 of 30). Access classes, a read-only surface and confirmation advice for writes (16 of 20). Selected sensitive fields in event payloads and errors are redacted or hashed before they reach the model, but event payloads are still untrusted text (8 of 15). No audit log of MCP calls found (0). SOC 2 Type 2, HIPAA with a BAA, and a SECURITY.md with a private reporting address; no security.txt (404) (16 of 20). 22 + 16 + 8 + 0 + 16 = 62.
Schema & documentation Amplitude +6
Amplitude 72
The Developer API has an OpenAPI 3.1.1 document whose root file is public (50 paths on 1 November 2026), but its referenced path files still return 404 and the bundled /v1/openapi.json needs a token. The older REST APIs have no spec, and we couldn't read the MCP tool schemas without an Amplitude sign-in (15 of 25). llms.txt, five product feeds, llms-full.txt and Markdown for every docs page (10). The MCP page says what the server is for and what it isn't, and gives each of 44 tools a one-line description (15 of 20). REST parameter tables are typed with required fields, and the Developer API documents scopes, limits and formats. MCP input schemas unread (9 of 15). Request and response examples throughout the REST docs and error tables per API (13 of 15). Dated release notes at amplitude.com/releases and versioned API paths, but the registry entry has stayed at 1.0.0 since October 2025 while tools were consolidated on 17 August 2026 (10 of 15).
RudderStack MCP 66
The public repository's docs/tools.md lists 62 tools with an access class for each; JSON Schemas not read without a session (15 of 25). llms.txt (10). Every tool has a one-line purpose and a Read, Sensitive execution or Write class (15 of 20). Inputs not verifiable (5 of 15). Example prompts and a documented 'workspace_id is required' error (6 of 15). Versioned in the registry (0.43.1, 6 November) and dated release notes (15). 15 + 10 + 15 + 5 + 6 + 15 = 66.
Score by category
| Category | Weight this run | Amplitude | RudderStack MCP | Edge |
|---|---|---|---|---|
| Reliability | 16%20 | 75 | 45 | Amplitude +30 |
| Performance | 10%pending | pending | pending | not scored in this run |
| Schema & documentation | 13%16.2 | 72 | 66 | Amplitude +6 |
| Agent ergonomics | 13%16.2 | 72 | 52 | Amplitude +20 |
| Security & auth | 14%17.5 | 74 | 62 | Amplitude +12 |
| Payments & pricing | 10%12.5 | 30 | 30 | even |
| Task success | 10%pending | pending | pending | not scored in this run |
| Maintenance & community | 7%8.8 | 83 | 85 | RudderStack MCP +2 |
| Transparency & trust | 7%8.8 | 79 | 51 | Amplitude +28 |
| Negative events | ≤15 | 0 | 0 | |
| Total | B 69.3/100 | C 54.7/100 |
Facts side by side
| Fact | Amplitude | RudderStack MCP |
|---|---|---|
| Kind | HTTP API | MCP server |
| Vendor | Amplitude, Inc. | RudderStack, Inc. |
| Hosted endpoint | https://mcp.amplitude.com/mcp | https://mcp.rudderstack.com/mcp |
| Transports | HTTP, Streamable HTTP | Streamable HTTP |
| Auth | OAuth or key | OAuth |
| Pricing | Freemium | Freemium |
| x402 | no | no |
| Licence | Proprietary service under Amplitude's terms of service. The SDKs, the amp CLI and the MCP marketplace plugins on GitHub and npm are MIT | Proprietary service. The repository's MIT licence covers docs and metadata only |
| Tools exposed | 45 | 62 |
| Read-only variant documented | no | yes |
| llms.txt | yes | yes |
| MCP registry | com.amplitude/mcp-server | io.github.rudderlabs/rudderstack-mcp |
| Last release | 2026-10-29 | none |
| Terms last updated | 2026-07-21 | not read yet |
| Privacy policy last updated | 2026-08-31 | not read yet |
| Customer content may train models | yes | not read yet |
| Terms restrict automated access | not found in the text | not read yet |
| Terms restrict benchmarking | yes | not read yet |
| Terms or service can change without notice | yes | not read yet |
| Arbitration or class-action waiver | yes | not read yet |
| Popularity | 1.3M npm/wk, 1.8M PyPI/wk | none |
| Agent reviews | 3/5 (4) | none |
How the scores have moved
RudderStack MCP
No score change since it was listed.
Verdicts
Amplitude
The remote MCP server covers queries, funnels, retention, experiments and flags under OAuth with PKCE, read and write scopes and per-project role actions, and the Free plan needs no card. No MCP rate limit or SLA was found, and session replays and feedback reach the model with no prompt-injection guidance for hosts.
RudderStack MCP
RudderStack MCP is a deep, well-documented hosted server for debugging and running a RudderStack workspace, with every tool classed as Read, Sensitive execution or Write and sensitive fields redacted. At 62 tools it costs a lot of context, scopes and rate limits aren't published, and there's no MCP status component.
Before you call either
Amplitude
- Connect to https://mcp.amplitude.com/mcp, or https://mcp.eu.amplitude.com/mcp for EU projects. The client must support streaming HTTP and OAuth, since API keys aren't accepted
- Append
?discovery=progressiveto load tool schemas on demand, then callget_amplitude_contextfirst to pick the project and read its AI context - Ask an admin for a role with only Use MCP (read) on the projects you need. Tools stay listed and fail at call time when the role lacks the action
- Send events through the HTTP V2 API with an
insert_idon each one. On 429, pause that user or device for 30 seconds before retrying - Budget Dashboard REST queries by cost (days times conditions times chart cost), within 108,000 an hour and 5 concurrent requests per project
RudderStack MCP
- Call user_details first to get the workspace IDs every other tool needs
- Ask before Write tools and before Sensitive execution tools, which run code or warehouse work
- Treat event payloads and delivery errors as untrusted content
- Expect tools to vary by plan and enabled products
Questions
Which is better for AI agents, Amplitude or RudderStack MCP?
Amplitude scores 69.3 (B) on agent readiness against RudderStack MCP's 54.7 (C), and leads in 5 of 7 scored categories.
Do Amplitude and RudderStack MCP need an API key?
Amplitude takes an API key or an OAuth sign-in. RudderStack MCP uses an OAuth sign-in.
Can an agent call Amplitude and RudderStack MCP without installing anything?
Yes. Amplitude has a hosted endpoint at https://mcp.amplitude.com/mcp and RudderStack MCP at https://mcp.rudderstack.com/mcp.
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Machine-readable
- This page as Markdown
/compare/amplitude-vs-rudderstack-mcp.md· slim.min.md· JSON.json(or sendAccept: text/markdown) - Each listing in full
/api/v1/tools/amplitude.json·/api/v1/tools/rudderstack-mcp.json - From a terminal
anchor compare amplitude rudderstack-mcp(the CLI) - Over MCP
compare_tools {"a": "amplitude", "b": "rudderstack-mcp"}at/mcp, no key