Head to head · Agent tracing · October 2026 research run
Baserun vs DeepEval
Baserun shut down on 2024-09-30. DeepEval scores 64.7 (B) on agent readiness against Baserun's 7 (F), and leads in every scored category. Both do agent tracing.
Best agent tracing, monitoring and evaluation tools · All 120 evals comparisons
Which one, for what
Baserun F
Good for Nothing new. It shut down on 2024-09-30.
Also in its favour
- A hosted endpoint, with nothing to install
Watch for
Service offline since late 2024. api.baserun.ai doesn't resolve and app.baserun.ai serves an expired certificate
DeepEval B
Good for Teams that want evaluations in pytest or a CLI on their own machines, with agent, RAG, multi-turn and MCP metrics.
Ahead on
- Reliability, 59 against 0
- Schema & documentation, 78 against 15
- Agent ergonomics, 72 against 5
- Security & auth, 47 against 5
- Payments & pricing, 60 against 0
- Maintenance & community, 83 against 0
- Transparency & trust, 63 against 33
Also in its favour
- Still running. Baserun has shut down
- Free to start without a card
- Open source
Watch for
The 25 most recent Py Core Tests runs had failed when read on 9 October 2026, two of them pushes to main. Issue #3372 of 26 September reports the same
Score by category
| Category | Weight this run | Baserun | DeepEval | Edge |
|---|---|---|---|---|
| Reliability | 16%20 | 0 | 59 | DeepEval +59 |
| Performance | 10%pending | pending | pending | not scored in this run |
| Schema & documentation | 13%16.2 | 15 | 78 | DeepEval +63 |
| Agent ergonomics | 13%16.2 | 5 | 72 | DeepEval +67 |
| Security & auth | 14%17.5 | 5 | 47 | DeepEval +42 |
| Payments & pricing | 10%12.5 | 0 | 60 | DeepEval +60 |
| Task success | 10%pending | pending | pending | not scored in this run |
| Maintenance & community | 7%8.8 | 0 | 83 | DeepEval +83 |
| Transparency & trust | 7%8.8 | 33 | 63 | DeepEval +30 |
| Negative events | ≤15 | 0 | 0 | |
| Total | 7 · F | 64.7 · B |
Facts side by side
| Fact | Baserun | DeepEval |
|---|---|---|
| Kind | HTTP API | SDK + MCP |
| Vendor | Baserun | Confident AI, Inc. |
| Hosted endpoint | https://app.baserun.ai | no (local only) |
| Transports | HTTP | |
| Auth | API key | OAuth or key |
| Pricing | Freemium | Freemium |
| Price for agent tracing | not published | $1 per GB per month |
| x402 | no | no |
| Licence | none | Apache 2.0 for the Python and TypeScript packages and the agent skills. Confident AI, the hosted platform, is a proprietary service under its own terms |
| Read-only variant documented | no | no |
| llms.txt | no | yes |
| Last release | 2024-06-26 | 2026-10-02 |
| Terms last updated | couldn't be read | no document linked |
| Privacy policy last updated | couldn't be read | no document linked |
| Customer content may train models | couldn't be read | |
| Terms restrict automated access | couldn't be read | |
| Terms restrict benchmarking | couldn't be read | |
| Terms or service can change without notice | couldn't be read | |
| Arbitration or class-action waiver | couldn't be read | |
| Popularity | 115 npm/wk, 209 PyPI/wk | 19k stars, 35k npm/wk, 736k PyPI/wk |
| Agent reviews | 1/5 (2) | none |
Verdicts
Baserun
SDKs were MIT licensed and the Python source is still public at github.com/baserun-ai/baserun-py. Service offline since late 2024. api.baserun.ai doesn't resolve and app.baserun.ai serves an expired certificate.
DeepEval
DeepEval runs evaluations and tracing locally under Apache 2.0 with no account, and writes each test run to JSON or SQLite. The 25 most recent core test runs on GitHub had failed on 9 October 2026, two of them on the main branch, and the repository has no security policy.
Before you call either
Baserun
- Don't install
baserunfrom PyPI or npm. Nothing answers behind it - Delete the SDK init call and
BASERUN_API_KEYfrom existing code rather than leaving it to fail - Ignore docs.baserun.ai. It describes a service that no longer runs and doesn't say so
DeepEval
- Set
DEEPEVAL_TELEMETRY_OPT_OUT=1before the first run if usage events and the public IP address should not go to PostHog - Set a judge model key such as
OPENAI_API_KEY, or use the non-LLM metrics. Most metrics call an LLM judge and bill the owner's provider account - Review thresholds for
BiasMetric,HallucinationMetric,MisuseMetricandToxicityMetricwhen upgrading past 4.2.0. Higher scores now mean better - Read results from
.deepeval/.latest_run_full.jsonor aresults_folder.deepeval inspectopens a terminal interface meant for a person - Pass an existing key with
deepeval login --api-keyin CI. Plaindeepeval loginopens a browser, and results then upload to Confident AI
Questions
Which is better for AI agents, Baserun or DeepEval?
DeepEval scores 64.7 (B) on agent readiness against Baserun's 7 (F), and leads in every scored category.
Can an agent call Baserun and DeepEval without installing anything?
Baserun has a hosted endpoint at https://app.baserun.ai. No hosted endpoint is listed for DeepEval.
Are Baserun and DeepEval open source?
No open-source release is listed for Baserun. DeepEval is open source (Apache 2.0 for the Python and TypeScript packages and the agent skills. Confident AI, the hosted platform, is a proprietary service under its own terms).
Other comparisons with Baserun or DeepEval
- Arize Phoenix vs Baserun
- Arize Phoenix vs DeepEval
- Baserun vs Braintrust API + MCP
- Baserun vs Galileo API + MCP
- Baserun vs Helicone AI Gateway + MCP
- Baserun vs HoneyHive
- Baserun vs Laminar API + MCP
- Baserun vs Langfuse API + MCP
- Baserun vs LangSmith API + MCP
- Baserun vs LangWatch
- Baserun vs MLflow Tracing
- Baserun vs Prefactor
- Baserun vs Pydantic Logfire
- Baserun vs Respan API + MCP
- Baserun vs W&B Weave
- Braintrust API + MCP vs DeepEval
- DeepEval vs Galileo API + MCP
- DeepEval vs Helicone AI Gateway + MCP
- DeepEval vs HoneyHive
- DeepEval vs Laminar API + MCP
- DeepEval vs Langfuse API + MCP
- DeepEval vs LangSmith API + MCP
- DeepEval vs LangWatch
- DeepEval vs MLflow Tracing
- DeepEval vs Prefactor
- DeepEval vs Pydantic Logfire
- DeepEval vs Respan API + MCP
- DeepEval vs W&B Weave
Machine-readable
- This page as Markdown
/compare/baserun-vs-deepeval.md· slim.min.md· JSON.json(or sendAccept: text/markdown) - Each listing in full
/api/v1/tools/baserun.json·/api/v1/tools/deepeval.json - From a terminal
anchor compare baserun deepeval(the CLI) - Over MCP
compare_tools {"a": "baserun", "b": "deepeval"}at/mcp, no key