Agent
civitai-correctness-re…
Reviews a feature segment in the main Civitai Next.js app (src/) for safety gaps — authorization scoping, money paths, PII…
Claude Code agents for Machine Learning
Flowy lists 41 subagents for Machine Learning, and the most-starred are civitai-correctness-review, civitai-intent-review and civitai-perf-review, all three from the 7,300-star civitai plugin. That plugin was last pushed on October 26, 2026.
civitai-correctness-review civitai-intent-review Agentcivitai-intent-review
Scores a feature segment in the main Civitai Next.js app (src/) against the intent doc for the work — did the PR do what was…
civitai-perf-review Agentcivitai-perf-review
Reviews a feature segment in the main Civitai Next.js app (src/) for production performance — N+1 queries, unindexed scans, hot…
modelopt-model-downloader Agentmodelopt-model-downloa…
../../plugins/modelopt/agents/modelopt-model-downloader.md
@nvidiaInstall Agentmodelopt-model-evaluator Agentmodelopt-model-evaluat…
../../plugins/modelopt/agents/modelopt-model-evaluator.md
@nvidiaInstall Agentmodelopt-model-performance-benchmarker Agentmodelopt-model-perform…
../../plugins/modelopt/agents/modelopt-model-performance-benchmarker.md
@nvidiaInstall Agentby-campaign Agentby-campaign
Plan design campaigns. Analyze research, select modality, choose scaffolds, estimate costs, create campaign state, and present…
@001tmfInstall Agentby-design Agentby-design
Generate protein/antibody designs using available compute providers (Tamarind, local GPU). Creates tool inputs, submits jobs, and…
@001tmfInstall Agentby-diversity Agentby-diversity
Analyze sequence and structural diversity across a design set. Sequence clustering, structural clustering, Pareto front analysis,…
@001tmfInstall Agentcivitai-reuse-review Agentcivitai-reuse-review
Reviews a feature segment in the main Civitai Next.js app (src/) for code that was rebuilt when it already exists — a component…
civitai-test-review Agentcivitai-test-review
Reviews the tests in a feature segment of the main Civitai Next.js app (src/) for whether they would actually fail if the code…
comment-review Agentcomment-review
Reviews the comments in a diff against the repo's comment guideline (`.claude/rules/comments.md`) — deletes what-narration,…
modelopt-model-quantize-recipe-searcher Agentmodelopt-model-quantiz…
../../plugins/modelopt/agents/modelopt-model-quantize-recipe-searcher.md
@nvidiaInstall Agentmodelopt-model-quantizer Agentmodelopt-model-quantiz…
../../plugins/modelopt/agents/modelopt-model-quantizer.md
@nvidiaInstall Agentby-environment Agentby-environment
Discover available tools, compute providers, GPU access, API keys, and configuration. Produces structured environment.json for…
@001tmfInstall Agentby-epitope Agentby-epitope
Deep epitope analysis agent. Maps binding interfaces from PDB structures, classifies epitope type, assesses druggability,…
@001tmfInstall Agentby-epitope-researcher Agentby-epitope-researcher
Parallel epitope surface analysis. Identifies druggable sites, hotspot residues, scores epitope accessibility and druggability.…
@001tmfInstall Agentdesign-mockup Agentdesign-mockup
Creates single-page HTML design mockups following Civitai's design system (Mantine v7 + Tailwind). Use proactively when asked to…
docs-drift-review Agentdocs-drift-review
Given a session's commits or diff, finds the docs that the change made wrong — stale paths and symbols, checklist boxes now done,…
retool-endpoint-audit Agentretool-endpoint-audit
Checks a migration slice against the main app's API surface — whether a local implementation duplicates an existing endpoint,…
by-evaluator Agentby-evaluator
Independent structural evaluation of designs. Deep structural analysis including refolding validation, interface quality,…
@001tmfInstall Agentby-formatter Agentby-formatter
Format designs for downstream use. scFv conversion, Fab assembly, expression vector design, codon optimization hints,…
@001tmfInstall Agentby-humanization Agentby-humanization
Humanize non-human antibody sequences for therapeutic development. Framework analysis, CDR grafting onto human germlines,…
@001tmfInstall Agentretool-fidelity-review Agentretool-fidelity-review
The fourth review for a Retool migration slice — walks the export query by query and asks whether each behaviour is present in…
retool-parity-audit Agentretool-parity-audit
Audits the Retool parity checklist against what is actually built, using the export inventories and the Retool screenshots.…
svelte-abstraction-review Agentsvelte-abstraction-rev…
Reviews a feature segment in any SvelteKit app (apps/moderator, apps/auth, apps/creator-studio) for duplication and missing…
by-knowledge Agentby-knowledge
Query and update the learning system. Store campaign outcomes, query similar campaigns, get scaffold rankings, record failures,…
@001tmfInstall Agentby-lab Agentby-lab
Handle Adaptyv Bio lab submissions with triple safety gate. Presents cost estimates, validates approval chain, and submits only…
@001tmfInstall Agentby-liability-engineer Agentby-liability-engineer
Actively propose mutations to fix identified sequence liabilities. Score mutations for structural impact, consider framework vs…
@001tmfInstall Agentsvelte-correctness-review Agentsvelte-correctness-rev…
Reviews a feature segment in any SvelteKit app (apps/moderator, apps/auth, apps/creator-studio) for correctness — logic, data…
svelte-idiom-review Agentsvelte-idiom-review
Reviews a feature segment in any SvelteKit app (apps/moderator, apps/auth, apps/creator-studio) for Svelte 5 idiom (runes, async,…
svelte-recurrence-sweep Agentsvelte-recurrence-swee…
Given a defect just found or fixed in a SvelteKit app (apps/moderator, apps/auth, apps/creator-studio), finds every OTHER place…
by-plan-checker Agentby-plan-checker
Review campaign plans for completeness and correctness before user approval. Checks fold validation, cost estimates, modality…
@001tmfInstall Agentby-prior-art-researcher Agentby-prior-art-researche…
Parallel prior art research via SAbDab, PubMed, bioRxiv, and literature. Finds existing binders, antibodies, nanobodies against…
@001tmfInstall Agentby-research Agentby-research
Target analysis, literature review, prior art search, epitope identification using PDB, UniProt, SAbDab, and research MCP tools.
@001tmfInstall Agentby-research-synthesizer Agentby-research-synthesize…
Synthesizes outputs from 4 parallel research agents into a unified target report. Reads target_structures.json,…
@001tmfInstall Agentby-screening Agentby-screening
Score, filter, and rank designs. Run liability screening, developability checks, and composite scoring (ipSAE, ipTM, pLDDT).…
@001tmfInstall Agentby-sequence-researcher Agentby-sequence-researcher
Parallel target sequence research via UniProt. Identifies canonical sequence, domains, PTMs, variants, functional regions, and…
@001tmfInstall Agentby-structure-researcher Agentby-structure-researche…
Parallel target structure research via PDB. Finds best resolution crystal structures, identifies chains, interfaces, binding…
@001tmfInstall Agentby-verifier Agentby-verifier
Independent quality gate checker. Verifies structural metrics, screening completeness, and candidate integrity before results are…
@001tmfInstall Agentby-visualization Agentby-visualization
Generate PyMOL and ChimeraX session scripts for structural visualization. Creates publication-quality views of targets, designed…
@001tmfInstall Agent
Questions
What is the best Machine Learning subagent for Claude Code?
By the GitHub stars of the plugin each ships in (Flowy does not rate quality), the best Machine Learning subagent for Claude Code is civitai-correctness-review, level on stars with civitai-intent-review and civitai-perf-review, all three from the 7,300-star civitai plugin.
How many Machine Learning subagents are there?
Flowy lists 41 subagents for Machine Learning, and this page draws all 41 Machine Learning subagents.
Machine Learning in other kinds
Other subagent categories
- Development5,722
- Agent Orchestration1,436
- AI & Agents809
- Automation687
- Security424
- Testing280
- Content233
- Marketing192
- Productivity191
- Monitoring143
- Writing128
- Product103
- Skill Authoring93
- Research91
- Design74
- Agent Workspaces72
- Data72
- Agent Memory67
- Documentation61
- Mobile59
- Business57
- Operations54
- Finance47
- Education39
- Cloud & Infrastructure38
- Legal29
- MCP Servers25
- Code Generation22
- Code Review21
- Spec-Driven Development18
- Databases16
- Backend11
- SEO10
- Video & Audio10
- Debugging9
- Deployment9
- Frontend9
- Career8
- Data Science6
- Presentations6
- Sales6