Home/Compare/athina-evals vs netdata

Comparison

athina-evals vs netdata

Verdict

Pick athina-evals when athina-evals is primarily Python; netdata is Go; pick netdata when netdata is primarily Go; athina-evals is Python.

Markdown twin · athina-evals alternatives · netdata alternatives

GraphCanon updated 1d

athina-evals logo

athina-evals

athina-ai/athina-evals

301pushed Jun 6, 2025
vs
netdata logo

netdata

netdata/netdata

80kpushed Jul 11, 2026

Trust & integrity

Signalathina-evalsnetdata
Maintenance
Dormant (399d since push)
As of 1d · github_public_v1
Very active (0d since push)
As of 1d · github_public_v1
Provenance
Not a fork · Organization account
As of 1d · github_public_v1
Not a fork · Organization account
As of 1d · github_public_v1
Security (OSV)
No lockfile
As of 1d · none
No MCP manifest
As of 1d · mcp_manifest

Tagline

athina-evals
Python SDK for running evaluations on LLM generated responses
netdata
The fastest path to AI-powered full stack observability, even for lean teams.

Stars

athina-evals
301
netdata
80k

Forks

athina-evals
22
netdata
6.5k

Open issues

athina-evals
3
netdata
359

Language

athina-evals
Python
netdata
Go

Adopt for

athina-evals
-
netdata
-

Persona

athina-evals
-
netdata
-

Runtime

athina-evals
-
netdata
-

License

athina-evals
-
netdata
GPL-3.0

Last pushed

athina-evals
Jun 6, 2025
netdata
Jul 11, 2026

Categories

athina-evals
Developer Tools, Evaluation & Observability, LLM Frameworks
netdata
Developer Tools, Evaluation & Observability

Trust and health

Maintenance

athina-evals
Dormant (18%)
netdata
Very active (96%)

Days since push

athina-evals
399d
netdata
0d

Open issues (now)

athina-evals
3
netdata
359

Security scan

athina-evals
No lockfile
netdata
No MCP manifest

Full report

athina-evals
Trust report

Choose athina-evals if…

  • athina-evals is primarily Python; netdata is Go.
  • Tags unique to athina-evals: evaluation, evaluation-framework, evaluation-metrics, llm-eval.
  • Also covers LLM Frameworks.

When NOT to use athina-evals

  • Last GitHub push was 400 days ago (dormant maintenance, Jun 6, 2025). Validate activity before betting a new project on athina-evals.
  • Developer Tools: A gateway is overkill when you're pinned to a single provider and model.
  • Evaluation & Observability: Defer heavyweight eval infra only until you have real traffic - never skip it once users depend on answers.
  • LLM Frameworks: Avoid a framework for a single prompt-and-retrieve call; the abstraction can cost more than it saves.

Choose netdata if…

  • netdata is primarily Go; athina-evals is Python.
  • Tags unique to netdata: ai, alerting, cncf, data-visualization.
  • More GitHub stars (80k vs 301) - visibility, not fit.

When NOT to use netdata

  • Developer Tools: A gateway is overkill when you're pinned to a single provider and model.
  • Evaluation & Observability: Defer heavyweight eval infra only until you have real traffic - never skip it once users depend on answers.

Explore

Sources

Every stat on this page traces to a dated GitHub sync, license file, enrichment field, or trust scan.

GitHub stars on cards: athina-evals 301 · netdata 80k (synced Jul 11, 2026).

Common questions

What is the difference between athina-evals and netdata?
athina-evals: Python SDK for running evaluations on LLM generated responses. netdata: The fastest path to AI-powered full stack observability, even for lean teams.. See the comparison table for live GitHub stats and shared categories.
When should I choose athina-evals over netdata?
Choose athina-evals over netdata when athina-evals is primarily Python; netdata is Go; Tags unique to athina-evals: evaluation, evaluation-framework, evaluation-metrics, llm-eval; Also covers LLM Frameworks.
When should I choose netdata over athina-evals?
Choose netdata over athina-evals when netdata is primarily Go; athina-evals is Python; Tags unique to netdata: ai, alerting, cncf, data-visualization; More GitHub stars (80k vs 301) - visibility, not fit.
When should I avoid athina-evals?
Last GitHub push was 400 days ago (dormant maintenance, Jun 6, 2025). Validate activity before betting a new project on athina-evals. Developer Tools: A gateway is overkill when you're pinned to a single provider and model. Evaluation & Observability: Defer heavyweight eval infra only until you have real traffic - never skip it once users depend on answers. LLM Frameworks: Avoid a framework for a single prompt-and-retrieve call; the abstraction can cost more than it saves.
When should I avoid netdata?
Developer Tools: A gateway is overkill when you're pinned to a single provider and model. Evaluation & Observability: Defer heavyweight eval infra only until you have real traffic - never skip it once users depend on answers.
Is athina-evals or netdata more popular on GitHub?
netdata has more GitHub stars (79,594 vs 301). Stars measure visibility, not whether either tool fits your constraints.
Are athina-evals and netdata open source?
Yes - both are open-source projects on GitHub.
Where can I find alternatives to athina-evals or netdata?
GraphCanon lists graph-backed alternatives at athina-evals alternatives and netdata alternatives (athina-evals markdown twin, netdata markdown twin), ranked by typed relationship edges rather than popularity votes.
Is there a machine-readable version of this comparison?
Yes. The markdown twin at this comparison mirrors this page for agents and LLM crawlers, with the same stats table and FAQ answers.
Which is better maintained, athina-evals or netdata?
athina-evals: Dormant. netdata: Very active. Compare maintenance labels, days since push, and release cadence in the trust section below - stars alone do not measure maintenance.
Where are the full trust reports for athina-evals and netdata?
GraphCanon publishes per-repo trust reports with dated maintenance, provenance, and scan summaries: athina-evals trust report; netdata trust report.