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New Relic vs SigNoz

SigNoz scores higher on the AgentReady, 52/100 against 51/100. They differ on 11 of the 41 signals. Which ones decides whether an agent can adopt them without a person watching.

What each one is

New Relic. Intelligent Observability platform that resolves issues at scale before they impact bottom line

SigNoz. One-stop platform for all your observability needs.

Where New Relic is ahead

New Relic passes pricing understandable, and SigNoz does not. That is understand, whether an agent can read the docs and work out how the API behaves before calling it.

It also holds adopt: self-service signup, agent-compatible signup flow, free trial or free allowance, fast time to first request and copyable quickstart. SigNoz misses those.

Where SigNoz is ahead

SigNoz passes llms-full.txt / full agent docs and mcp discoverable, and New Relic does not. That is discover, whether an agent can find the product at all without being told it exists.

It also holds adopt: no mandatory sales call and mcp integration available. New Relic misses those.

And on operate, retry behavior documented. New Relic misses it.

What neither does

Both fail structured api reference, openapi / spec quality, authentication documented, request examples provided, response examples provided, errors and status codes documented, limits / constraints documented, programmatic credential creation, structured, predictable output, machine-readable errors, idempotency support, rate-limit behavior predictable, agent compatibility verified. If your agent needs any of those, you will be building it yourself either way.

Score, pillar by pillar

The AgentReady splits into four pillars, scored separately, because a product can be easy to find and still impossible to adopt.

Discover is whether an agent can find the product at all without being told it exists. SigNoz leads 100 to 80. New Relic misses llms-full.txt / full agent docs, mcp discoverable; SigNoz misses nothing.

Understand. New Relic leads 23 to 15. New Relic misses structured api reference, openapi / spec quality, authentication documented, request examples provided, response examples provided, errors and status codes documented, limits / constraints documented; SigNoz misses structured api reference, openapi / spec quality, authentication documented, pricing understandable, request examples provided, response examples provided, errors and status codes documented, limits / constraints documented.

Adopt. New Relic leads 65 to 52. New Relic misses no mandatory sales call, programmatic credential creation, mcp integration available; SigNoz misses self-service signup, agent-compatible signup flow, programmatic credential creation, free trial or free allowance, fast time to first request, copyable quickstart.

Operate. SigNoz leads 41 to 35. New Relic misses structured, predictable output, machine-readable errors, retry behavior documented, idempotency support, rate-limit behavior predictable, agent compatibility verified; SigNoz misses structured, predictable output, machine-readable errors, idempotency support, rate-limit behavior predictable, agent compatibility verified.

Pricing

New Relic does not publish a machine-readable starting price and has a free tier. SigNoz does not publish one.

Signal by signal

SignalNew RelicSigNoz
AgentReady5152
Discovery80100
Understanding2315
Adoption6552
Operability3541
Public APIYesYes
MCP serverUnknownYes
OpenAPI specUnknownUnknown
CLIYesYes
llms.txtYesYes
Self-serve signupYesUnknown
Free tierYesUnknown

Which to pick

New Relic clears more of the signals an agent needs, so it is the safer default for unattended use. Full profiles: New Relic and SigNoz. Alternatives to each: New Relic, SigNoz.

An agent can fetch this as data: POST /v1/compare {"slugs": ["newrelic", "signoz"]}

For AI agents

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