Honeycomb
Stores and queries distributed traces, logs and metrics in real time, and tracks token cost and latency for LLM and agent calls.
Honeycomb is an American software company known for its eponymous observability and application performance management (APM) platform and for its diversity, equity, and inclusion (DEI) practices.First sentence of the English Wikipedia article
≈ 6.5kvisits/mo
Emerging · estimate, read 2026-10-14
- For
- engineering teams debugging distributed services and AI workflows in production
- Price
- Free plan · From $150/mopricing page, read 2026-10-15
- Activity
- Actively maintainedrelease yesterday · site updated yesterday · 21 open roles
- Company
- since 2016per Wikidata
- App
- iPhone & iPad · 5★ from 2 ratingscurrent version 2026-09-22
- Used for
- trace requests across distributed services to find failures
- track LLM token cost and latency per model
- run root-cause analysis when service level objectives burn
Free plan · From $150/mo
- Founded2016per Wikidata
- HeadquartersSan Franciscoper Wikidata
- Industrysoftware industryper Wikidata
- Certifications they stateSOC 2 Type II · HIPAA · GDPR · CCPAtrust center ↗
- Trust centerConveyortrust center ↗
These are Honeycomb's own statements, read from its pages. We did not audit them. A line that is missing was not found on the pages we read; it does not mean the practice is absent.
- MCP serverio.honeycomb/mcpverified in the MCP registry
- Stateanswers, requires sign-inchecked 2026-10-15
- Address to connectmcp.honeycomb.io/mcp
- MCP docshoneycomb.io/technologies/ai-agentsthe vendor's page ↗
- Status pageall systems operationalstatus.honeycomb.io ↗
Each line is something a program found when it went looking: the registry entry, the server's own answer, a spec that parses. A missing line means we did not find it, not that it does not exist.
Figure and bar: visits/mo, estimate · year: online since
- #1
NetdataMCP · sign-in
Collects metrics and logs from infrastructure, detects anomalies, and provides real-time troubleshooting dashboards.
10.8kActiveFrom $4.50/user/mo - #2
ClootrackMCP · sign-in
Analyzes customer feedback and voice data to identify themes, sentiment, and business opportunities through AI agents.
3.8kActiveFree plan - #3
FireAI
Analyzes business metrics in plain language and identifies root causes without coding.
378ActiveFrom ≈ $37/mo2024 - #4
Human Behavior
Captures session replays, logs, traces and analytics from one SDK, with AI that identifies bugs and opens pull requests.
321ActiveFree plan2025 - #5
Product Analytics by KubitMCP · sign-in
Connects agent traces to user behavior data to measure AI feature outcomes and debug agent failures.
132ActiveFrom $199/mo - #6
Voker
Instruments AI agent calls to collect analytics and traces across LLM providers.
107not readFrom $80/mo
What is Honeycomb?
Stores and queries distributed traces, logs and metrics in real time, and tracks token cost and latency for LLM and agent calls. It is listed in the Atlas under Analytics.
Who is Honeycomb for?
engineering teams debugging distributed services and AI workflows in production
How much does Honeycomb cost?
Honeycomb has a free plan; paid plans start at $150/mo, per its pricing page on 2026-10-15.
Is Honeycomb free?
Yes, Honeycomb has a free plan, per its pricing page on 2026-10-15.
Do people use Honeycomb?
Emerging: ≈ 6.5k visits/mo · estimate, 2026-10.
Is Honeycomb still maintained?
Actively maintained: release yesterday · site updated yesterday · 21 open roles.
Is Honeycomb safe?
We do not audit vendors. What Honeycomb publishes, read 2026-10-15: SOC 2 Type II, HIPAA, GDPR, CCPA stated on its trust center.
Does Honeycomb have an iPhone app?
Yes: “Honeycomb Buildings” on the App Store, rated 5 from 2 ratings; current version released 2026-09-22.
Does Honeycomb give refunds?
In its own words (terms of service, 2026-10-15): “All fees in connection with the Service are non-refundable and non-cancelable, unless otherwise indicated in the Service.”
Is Honeycomb HIPAA compliant?
Honeycomb states HIPAA compliance on its trust center (2026-10-15). We have not verified it.
What are alternatives to Honeycomb?
In Analytics, by use: Netdata, Clootrack, FireAI, Human Behavior, Product Analytics by Kubit, Voker.
Not quite it? Describe the job
betaFive tools from the Atlas that fit it, each judged against what you wrote.
How we read a tool
No votes, no reviews, no vendor claims. Every week a crawler reads each tool's own site and a few public registries, and the words on the card are bands over what it read.
- Use: visits to the site (estimated), installs from npm and PyPI, presence in Chrome's usage report.
- Activity: the newest release on GitHub, npm or PyPI; the newest dated page on the site; open roles on a public jobs board.
- Price: the vendor's own pricing page, read with the date. A figure is printed only when it is on that page.
- The line and the use cases are written by us from the homepage, one tool at a time, and refused when they repeat the vendor's marketing.
How AI assistants read each site — the reading vendors ask us about — is on each tool's own visibility page.