Item detail
huggingface.co

Is it agentic enough? Benchmarking open models on your own tooling

Is it agentic enough? Benchmarking open models on your own tooling is a research project that RepoRadar is tracking in its Radar section, currently rated Gold tier with a 'watch' verdict. Its strongest signal is workflow potential, scored 9.1 out of 10.

Score8.3
Popularity71.0
Risknone
TierGold
Score breakdown
Usefulness8.0
Novelty8.0
Momentum7.0
Maturity8.0
Open-source/build6.8
Evidence7.2
Workflow potential9.1
Setup ease4.2

Popularity is tracked separately. Support, ads, sponsorships, and tips never affect these signals.

Why it matters

That matters because an agent that eventually gets the answer can still be wasteful, brittle, or impossible to support in real workflows. Tooling-aware evaluation is more useful to builders than another abstract benchmark win.

Who should use it

agent builders evaluation engineers library maintainers teams testing open models on internal tooling

Who should skip it

Move on from Is it agentic enough? Benchmarking open models on your own tooling if the licensing terms, language support, or platform requirements do not fit your project.

About this signal

Is it agentic enough? Benchmarking open models on your own tooling is tracked by RepoRadar as a research project in the Radar section. First seen 2026-06-19; the source record was last checked on 2026-06-19. The current verdict is 'watch' with a Gold tier and advanced setup difficulty. Is it agentic enough? Benchmarking open models on your own tooling leads on workflow potential (9.1) and practical usefulness (8.0); its lowest signal is setup ease (4.2), so factor that in before investing setup time. This page summarizes the public evidence on the linked source page and states where additional review is still needed.

How this item is evaluated

The Is it agentic enough? Benchmarking open models on your own tooling record combines a 8.3/10 composite score with separate popularity (71.0), risk (none), and setup (advanced) signals. See the scoring methodology for the current weights and evidence definitions.

Putting this into practice? Read How to vet an AI agent or MCP server before you wire it in for the checklist behind this score.

Risk explanation

No inherent user-impacting risk is flagged from the captured evidence.

Evidence links
Closest alternatives / related signals
agent-evals open-models benchmarking tool-use hugging-face
Verification record

What RepoRadar actually verified

Discovered

Automated discovery and source capture. Last checked 2026-08-13T20:20:15Z.

No editorial or hands-on review is claimed. This record remains at Discovered.

Verification sources

Longitudinal intelligence

How this decision record is moving

Raw history JSON →

46 dated snapshots retained from 2026-06-19 through 2026-08-13; see the snapshot index for explicit coverage gaps. Stars, version, release, pricing, integration, risk, maintenance, verdict, score, and momentum fields remain explicit even when a source has not reported them. Repository momentum is a normalized 0–10 RepoRadar signal; GitHub stars appear only where the popularity monitor retained exact timestamped observations.

RepoRadar score8.3 current · +0.0 net
Momentum signal7.0 current · +0.0 net
GitHub starsNot tracked for this record
VersionNot reported by source
Last releaseNot reported by source
Maintenancesource activity not yet measured
Current risknone
Current verdictwatch
Pricing baselineNo structured commercial pricing baseline
Pricing checkedNot applicable or not recorded
Pricing freshnessNo dated commercial pricing review
Integrations baselineNo structured integrations recorded

Recent dated points

DateScoreMomentumStarsRiskVerdictMaintenance
2026-08-138.37.0Not recordednonewatchsource activity not yet measured
2026-08-128.37.0Not recordednonewatchsource activity not yet measured
2026-08-118.37.0Not recordednonewatchsource activity not yet measured
2026-08-108.37.0Not recordednonewatchsource activity not yet measured
2026-08-098.37.0Not recordednonewatchsource activity not yet measured
2026-08-088.37.0Not recordednonewatchsource activity not yet measured
2026-08-078.37.0Not recordednonewatchsource activity not yet measured
2026-08-068.37.0Not recordednonewatchnot recorded
2026-08-058.37.0Not recordednonewatchnot recorded
2026-08-048.37.0Not recordednonewatchsource activity not yet measured
2026-08-038.37.0Not recordednonewatchsource activity not yet measured
2026-08-028.37.0Not recordednonewatchsource activity not yet measured

Why the record changed

No material star, version, pricing, risk, integration, maintenance, verdict, or score change is recorded yet.