The Index · Model evaluation

Model evaluation

'Evals' — scoring model output and catching regressions. tashan measures 28 capabilities for this work and ranks them by tashan score — a transparent composite of upkeep, freshness and real adoption. How we measure ›

#CapabilitytashanEvidenceHealth
1
Data & Analytics
81
11k ★active
2
Deepeval server
Data & Analytics
81
17k ★active
3
Dev Tools & CI
81
24k ★active
4
Langfuse server thin
Data & Analytics
72
218 ★active
5
Evalview server solid
Dev Tools & CI
69
124 ★active
6
Fiftyone server solid
Dev Tools & CI
67
37 ★active
7
Dev Tools & CI
65
23 ★active
8
Mlflow server solid
Dev Tools & CI
65
61 ★active
9
Probabl Skills server solid
Dev Tools & CI
64
74 ★active
10
Nexus Agents server thin
Productivity
59
16 ★active
11
Agent Eval Harness server thin
Dev Tools & CI
54
5 ★active
12
Skill Creator skill ✓ Anthropic
Dev Tools & CI
51
164k ★active
13
Iris server
Productivity
51
8 ★active
14
Nnsight server
Data & Analytics
48
9 ★active
15
Dev Tools & CI
46
12 ★active
16
Everdict server
Dev Tools & CI
45
1 ★active
17
Bitfab server
Dev Tools & CI
44
1 ★active
18
Dev Tools & CI
43
1 ★active
·
Dev Tools & CI
not scored yet
23k ★active
·
Security
not scored yet
23k ★active
·
Productivity
not scored yet
23k ★active
·
Agenthub skill
Dev Tools & CI
not scored yet
23k ★active
·
Eval skill
Dev Tools & CI
not scored yet
23k ★active
·
Dev Tools & CI
not scored yet
23k ★active
·
Setup skill
Dev Tools & CI
not scored yet
23k ★active
·
Productivity
not scored yet
23k ★active
·
Self Eval skill
Productivity
not scored yet
23k ★active
·
Dev Tools & CI
not scored yet
23k ★active

Who does this work

O*NET has no process step for this yet — its software occupations were surveyed before agentic tooling existed. We list it because the corpus plainly shows people doing it, and we say so rather than forcing it onto an unrelated step.

Other work

Agent configurationAgent developmentAnimation and generated imageryApplication developmentAttributionBookkeepingBrowser automationCode reviewContent marketingContract reviewCopy editingCopywritingDashboards and reportingData pipelinesData qualityDatabase accessDebuggingDesign critiqueDocument productionExploratory data analysisFinancial modellingIncident responseInfrastructure and deploymentKnowledge managementLiterature reviewMarket analysisMessaging and emailObservabilityPRDs and specsProcess automationProduct strategyProject managementPrompt engineeringQuery optimisationRegulatory complianceRetrieval systemsRisk assessmentSEOSales pipelineScientific researchSecurity reviewSoftware architectureStatistical modellingTechnical documentationTest automationTraining materialUser researchVideo editingVisual designWeb developmentWeb researchWeb scraping

Occupational data from the O*NET 30.3 Database by the U.S. Department of Labor, Employment and Training Administration, used under CC BY 4.0. tashan consolidated its process steps into the terms practitioners use; O*NET does not endorse this site.

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