Head to head · Analytics flags · October 2026 research run
Amplitude vs LaunchDarkly
LaunchDarkly scores 69.2 (B) on agent readiness against Amplitude's 66.2 (B), and leads in 4 of 7 scored categories. Amplitude leads on security & auth. Both do analytics flags.
Which one, for what
Good 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
- Security & auth, 74 against 66
Watch for
No rate limit for the MCP server or the Developer API was found in the reviewed documentation
Good for An agent that creates and targets feature flags, runs rollouts and experiments, reads experiment results and cleans up stale flags.
Ahead on
- Schema & documentation, 89 against 72
- Payments & pricing, 40 against 30
Also in its favour
- Runs on your own machine
Watch for
The hosted MCP server lists 141 tools, and no tool filter for it was found in the reviewed documentation
Score by category
| Category | Weight this run | Amplitude | LaunchDarkly | Edge |
|---|---|---|---|---|
| Reliability | 16%20 | 60 | 64 | LaunchDarkly +4 |
| Performance | 10%pending | pending | pending | not scored in this run |
| Schema & documentation | 13%16.2 | 72 | 89 | LaunchDarkly +17 |
| Agent ergonomics | 13%16.2 | 72 | 69 | Amplitude +3 |
| Security & auth | 14%17.5 | 74 | 66 | Amplitude +8 |
| Payments & pricing | 10%12.5 | 30 | 40 | LaunchDarkly +10 |
| Task success | 10%pending | pending | pending | not scored in this run |
| Maintenance & community | 7%8.8 | 83 | 82 | Amplitude +1 |
| Transparency & trust | 7%8.8 | 78 | 80 | LaunchDarkly +2 |
| Negative events | ≤15 | 0 | 0 | |
| Total | 66.2 · B | 69.2 · B |
Facts side by side
| Fact | Amplitude | LaunchDarkly |
|---|---|---|
| Kind | HTTP API | HTTP API |
| Vendor | Amplitude, Inc. | Catamorphic, Co. (dba LaunchDarkly) |
| Hosted endpoint | https://mcp.amplitude.com/mcp | https://mcp.launchdarkly.com/mcp/launchdarkly |
| Transports | HTTP, Streamable HTTP | HTTP, Streamable HTTP, stdio |
| Auth | OAuth or key | OAuth or key |
| 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 under LaunchDarkly's terms. The local MCP server is MIT and the ldcli CLI is Apache-2.0 |
| Tools exposed | 45 | 141 |
| Read-only variant documented | no | no |
| llms.txt | yes | yes |
| MCP registry | com.amplitude/mcp-server | not listed |
| Last release | 2026-10-02 | 2026-10-06 |
| Terms last updated | 2026-07-21 | 2025-09-08 |
| Privacy policy last updated | 2026-08-31 | 2025-04-08 |
| 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 | yes |
| Terms or service can change without notice | yes | not found in the text |
| Arbitration or class-action waiver | yes | not found in the text |
| Popularity | 1.3M npm/wk, 1.8M PyPI/wk | 3.3M npm/wk, 2.2M PyPI/wk |
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 limits or SLA were found, and status.amplitude.com records a critical outage of the UI, MCP and REST APIs on 13 July 2026.
LaunchDarkly
LaunchDarkly suits agents that manage feature flags, rollouts and experiments. The hosted MCP server uses OAuth with dynamic client registration and marks its tools read-only or destructive, and the Developer plan is free without a card. The server lists 141 tools, numeric rate limits are unpublished, and the web application was unavailable for over an hour on 10 July 2026.
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
LaunchDarkly
- Connect to https://mcp.launchdarkly.com/mcp/launchdarkly over streamable HTTP with OAuth. On the EU or federal instance run the local
@launchdarkly/mcp-serverwith--server-url - Authorise with a Reader role or the
readerscope unless the task writes. A 403 after consent means the member's role lacks access - Send
LD-API-Version: 20240415on every REST call, andLD-API-Version: betafor beta resources, which answer 403 without it - Read
X-Ratelimit-Global-Remaining,X-Ratelimit-Route-RemainingandX-Ratelimit-Reseton each response, and waitRetry-Afterseconds on an IP limit - Send
Content-Type: application/json; domain-model=launchdarkly.semanticpatchfor semantic patches, or the body is read as JSON patch and answers 400
Questions
Which is better for AI agents, Amplitude or LaunchDarkly?
LaunchDarkly scores 69.2 (B) on agent readiness against Amplitude's 66.2 (B), and leads in 4 of 7 scored categories. Amplitude leads on security & auth.
Do Amplitude and LaunchDarkly need an API key?
Both take an API key or an OAuth sign-in.
Can an agent call Amplitude and LaunchDarkly without installing anything?
Yes. Amplitude has a hosted endpoint at https://mcp.amplitude.com/mcp and LaunchDarkly at https://mcp.launchdarkly.com/mcp/launchdarkly.
Other comparisons with Amplitude or LaunchDarkly
Machine-readable
- This page as Markdown
/compare/amplitude-vs-launchdarkly.md· slim.min.md· JSON.json(or sendAccept: text/markdown) - Each listing in full
/api/v1/tools/amplitude.json·/api/v1/tools/launchdarkly.json - From a terminal
anchor compare amplitude launchdarkly(the CLI) - Over MCP
compare_tools {"a": "amplitude", "b": "launchdarkly"}at/mcp, no key