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Layers / Observability / Evals / Evaluation and benchmarking / HoneyHive

HoneyHive

UNCLAIMEDClaim this listing

By HoneyHive

EVALUATION AND BENCHMARKINGTRACING AND MONITORING

HoneyHive — HoneyHive Python SDK - LLM Observability and Evaluation Platform. Listed under Evaluation and benchmarking in the Observability / Evals layer. 5 of 10 comparison attributes are recorded, each with the page it was read from.

HoneyHive helps enterprises trace, evaluate, monitor, and improve production AI agents across teams, stacks, and sensitive data environments.

2 OF 4 SIGNALS HELD · MISSING LICENCE, REPOSITORY

WebsiteDocsPricing page

What it runs on, and what runs on it

5 cited edges
The differentiator

Computed from the stack graph, both directions. Every cited edge links the page it was read from; a vendor-added one links the vendor’s own source — this is the reason to be here rather than on the vendor’s own site.

RUNS ON / INTEGRATES WITH

USED BY

  • nothing recorded

Open-source signals

LICENCE
not measured
STARS
not measured
DOWNLOADS 30D
12,994
LAST COMMIT
not measured

A HOLLOW RING IS UNMEASURED, NOT ZERO · WE DO NOT SUBSTITUTE A PARENT COMPANY’S REPOSITORY FOR A PRODUCT THAT HAS NONE

Price

We hold no price for this product.

The seller publishes a pricing page, linked above, but we read no rate from it. Either it quotes by sales call rather than in public, or the last reading passed 21 days and was hidden rather than shown stale. If that changes — or if you publish /.well-known/pricing.json — it appears here with a capture date.

How we read prices →

What its categories ask

5 answered · 5 unanswered

10 questions declared by Evaluation and benchmarking and Tracing and monitoring. Most rows across the directory read like these.

ATTRIBUTEANSWEREVIDENCE · SOURCE
AlertingYes2026-09-23
Data residencyus, example.com
“By default the CLI talks to https://api.dp1.us.honeyhive.ai . To point at a self-hosted deployment or a staging environment, set the HH_DATA_PLANE_URL environment variable or pass --data-plane-url : export HH_DATA_PLANE_URL = https :// honeyhive . example . com honeyhive datasets list # Or per-invoc”
2026-09-22
Framework integrations4 frameworks
“research_pipeline agent_run_7f3 · 24 of 214 steps on track elevated anomaly”
2026-10-06
LLM-as-judgeYes
“Evaluate using LLMs or code Score LLM outputs, tool calls, A2A interactions, and full trajectories using LLM judges, custom code, or composite evaluators.”
2026-09-12
OpenTelemetryYes
“OpenTelemetry Agent”
2026-09-12
Dataset managementno answer on record
Deploymentno answer on record
Human in the loopno answer on record
Licenceno answer on record
Open sourceno answer on record

A ROW WITH NO ANSWER IS NOT A ROW WITH A “NO” · A VENDOR MAY ANSWER A BLANK ONE, MARKED VENDOR CLAIMED WITH ITS SOURCE · A DOCUMENTED VALUE IS DISPUTED, NOT OVERWRITTEN, AND STAYS VISIBLE WHILE WE RE-READ THE SOURCE

Practitioner reviews

Nobody has written one yet.

A review here is structured, not a star: hardware, scale band, what broke in production, and whether you would choose it again.

NO PERCENTAGE IS SHOWN UNDER FIVE REVIEWS · NO STAR RATINGS, EVER

Also in this category

51 products in Evaluation and benchmarking. Comparison defaults to within the category — pairing this with a GPU cloud would produce a page that means nothing.

langfuseUSED BY 16COMPARE →
LangSmithUSED BY 15COMPARE →
Arize PhoenixUSED BY 4COMPARE →
BraintrustUSED BY 3COMPARE →
RagasUSED BY 2COMPARE →
Weights & Biases WeaveUSED BY 2COMPARE →
opikUSED BY 1COMPARE →
PromptfooUSED BY 1COMPARE →

USED BY = LISTED PRODUCTS DEPENDING ON IT, IN THIS DIRECTORY

Frequently asked

What does HoneyHive run on?
Anthropic, Google DeepMind, LangChain and 2 more. Every one of those is an edge we recorded from documentation that states it, not an inference from what the two products have in common.
Does HoneyHive offer llm-as-judge?
Yes. Read from their own page: “Evaluate using LLMs or code Score LLM outputs, tool calls, A2A interactions, and full trajectories using LLM judges, custom code, or composite evaluators.”.
Does HoneyHive offer opentelemetry?
Yes. Read from their own page: “OpenTelemetry Agent”.
What does a blank mean on the HoneyHive page?
That nobody has told us, not that the answer is no. A hollow ring is "no answer on record", which is a different state from a recorded no — and the two look different on purpose. A blank is an absence of evidence, and this page shows how many of its questions are in that state rather than quietly leaving them out.
Where do the HoneyHive figures come from?
Each one is read from a public page — usually the vendor's own documentation or pricing page — and carries a link to it with the date it was read. Nothing here is estimated, averaged across sources, or inferred from a similar product. If a figure cannot be traced to a page, it is not published.
Can HoneyHive change what this page says?
They can claim the listing and supply or correct values, which are then labelled as theirs. They cannot remove the page, hide a comparison they are losing, or change a figure somebody else recorded with a source. Nothing on the page is for sale. How the site is paid for is set out under money and independence at /our-data#sec5.
Something here is wrong — how do I fix it?
Dispute the value. Every figure links to the page it was read from, so a dispute names the value and gives a source that contradicts it. That is the only lever anyone has over this page, and it is the same lever for the vendor, a competitor and a reader.
Is this listing run by HoneyHive?
No. It is built from public sources, and no value on it came from the company. Anyone with an address at honeyhive.ai can claim it for free. A claim lets the company write the tagline, description and logo, and answer blank questions or add dependencies, each marked as theirs with a source. Prices, licence and OSS figures stay as the directory read them, category changes only through our review, and each can be disputed with a source.

Cite this page

A model that quotes us should quote us correctly. The reading and its date sit inside the citation rather than beside it, because a quotation carrying only a URL goes wrong the week the URL changes.

infratoapp, “HoneyHive — Evaluation and benchmarking”, read 23 September 2026. Alerting: Yes as published at honeyhive.ai. https://www.infratoapp.com/products/honeyhive

What HoneyHive can and cannot change here

Claiming HoneyHive lets its admins and editors change the tagline, description, logo, docs link and deployment model of every product that org owns — live, labelled as theirs, and logged. Answers to blank questions and dependencies go live too, marked as the owner’s and sourced; a documented answer cannot be overwritten. Everything else on this page is a stated fact with a dispute route: price, licence and OSS figures. Those columns are ungranted at the database level, so they are not a feature we withheld — they are a write that cannot happen. Name, category, website, pricing page and package names can be changed by the owner only through our review. A dispute never deletes a value; it marks it and publishes the correction.

Claim HoneyHiveFree · email at honeyhive.ai