demml/opsml

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AI lifecycle platform for classical ML and agentic systems. Versioned, encrypted registries for data, models, experiments, prompts, agents, MCPs, and skills. Pre/deploy/post-deployment patterns. Real-time monitoring and evaluation via Scouter. Rust core, governed by design

Stars: 40
Forks: 3
Open beginner issues: 0
Indexed issues: 71

Dominant language: Rust
License: No license data
Last GitHub push: May 14, 2026
Latest indexed: Sep 15, 2026
Contributing guide: Contributing guide
Code of conduct: No code of conduct
Beginner labels: good first issue help wanted
PR merge metrics: No merged PRs in 30d

Open All

71 open issues indexed

General Ideas Open

ideation

demml/opsml#28 · 2 comments · 0 reactions · 0 assignees · Indexed Sep 15, 2026
Ability to migrate staging artifacts to prod Open

enhancement

demml/opsml#55 · 0 comments · 0 reactions · 0 assignees · Indexed Sep 15, 2026
V3.0.0 Release - Plan Open

enhancement release

demml/opsml#110 · 2 comments · 0 reactions · 2 assignees · Indexed Sep 15, 2026
Admin dashboard Open

enhancement

demml/opsml#121 · 1 comment · 0 reactions · 1 assignee · Indexed Sep 15, 2026
Reproduce Challenger in Rust Open

enhancement

demml/opsml#122 · 0 comments · 0 reactions · 1 assignee · Indexed Sep 15, 2026
Analytics Tables Open

enhancement

demml/opsml#124 · 0 comments · 0 reactions · 1 assignee · Indexed Sep 15, 2026
Cloning Optimization Open

enhancement

demml/opsml#126 · 0 comments · 0 reactions · 0 assignees · Indexed Sep 15, 2026
Helper CLI for adding permissions Open

enhancement

demml/opsml#135 · 0 comments · 0 reactions · 1 assignee · Indexed Sep 15, 2026
Allow access to interface args/methods from card Open

demml/opsml#168 · 0 comments · 0 reactions · 1 assignee · Indexed Sep 15, 2026
Metric segmentation Open

demml/opsml#176 · 0 comments · 0 reactions · 0 assignees · Indexed Sep 15, 2026
Metric Dashboard Open

demml/opsml#181 · 0 comments · 0 reactions · 0 assignees · Indexed Sep 15, 2026
Artifact registry Open

Backend UI

demml/opsml#189 · 0 comments · 0 reactions · 1 assignee · Indexed Sep 15, 2026
Push models across envs Open

demml/opsml#190 · 1 comment · 0 reactions · 0 assignees · Indexed Sep 15, 2026
experiment evaluation metrics Open

Backend UI

demml/opsml#194 · 0 comments · 0 reactions · 0 assignees · Indexed Sep 15, 2026
Chart evaluations Open

Backend UI

demml/opsml#195 · 1 comment · 0 reactions · 0 assignees · Indexed Sep 15, 2026
Record library versions being used Open

Backend enhancement UI

demml/opsml#196 · 0 comments · 0 reactions · 0 assignees · Indexed Sep 15, 2026
Add load_from_path static method to ModelCard Open

enhancement

demml/opsml#207 · 0 comments · 0 reactions · 1 assignee · Indexed Sep 15, 2026
LLM experiment evaluations Open

enhancement ideation

demml/opsml#220 · 0 comments · 0 reactions · 1 assignee · Indexed Sep 15, 2026
Platform service links Open

demml/opsml#222 · 0 comments · 0 reactions · 0 assignees · Indexed Sep 15, 2026
Embedding metrics Open

demml/opsml#228 · 1 comment · 0 reactions · 0 assignees · Indexed Sep 15, 2026
LLM Evaluation comparisons Open

demml/opsml#229 · 0 comments · 0 reactions · 0 assignees · Indexed Sep 15, 2026
LLM Eval UI work Open

enhancement UI

demml/opsml#233 · 0 comments · 0 reactions · 0 assignees · Indexed Sep 15, 2026
Searchable tags Open

demml/opsml#234 · 0 comments · 0 reactions · 1 assignee · Indexed Sep 15, 2026
UI implementation Open

demml/opsml#235 · 0 comments · 0 reactions · 0 assignees · Indexed Sep 15, 2026
SDK implementation Open

demml/opsml#236 · 0 comments · 0 reactions · 0 assignees · Indexed Sep 15, 2026
UI Feedback Open

demml/opsml#237 · 0 comments · 0 reactions · 0 assignees · Indexed Sep 15, 2026
Refactoring Open

demml/opsml#244 · 0 comments · 0 reactions · 0 assignees · Indexed Sep 15, 2026
Refactor/reconcile sqlx derive types Open

Backend good first issue help wanted

demml/opsml#249 · 0 comments · 0 reactions · 0 assignees · Indexed Sep 15, 2026
Eval registry Open

demml/opsml#250 · 0 comments · 0 reactions · 0 assignees · Indexed Sep 15, 2026
Logging eval functionality Open

demml/opsml#251 · 0 comments · 0 reactions · 0 assignees · Indexed Sep 15, 2026
Table saving and querying Open

demml/opsml#252 · 0 comments · 0 reactions · 0 assignees · Indexed Sep 15, 2026
Datafusion logic for storage and querying Open

demml/opsml#253 · 0 comments · 0 reactions · 0 assignees · Indexed Sep 15, 2026
SDK logic for retrieve stored datasets Open

demml/opsml#254 · 0 comments · 0 reactions · 0 assignees · Indexed Sep 15, 2026
MCP registry Open

enhancement

demml/opsml#255 · 0 comments · 0 reactions · 1 assignee · Indexed Sep 15, 2026
Create MCP sql registry Open

demml/opsml#257 · 0 comments · 0 reactions · 1 assignee · Indexed Sep 15, 2026
CLI for registering MCPs Open

demml/opsml#258 · 0 comments · 0 reactions · 1 assignee · Indexed Sep 15, 2026
Update UI with service changes Open

UI

demml/opsml#263 · 0 comments · 0 reactions · 1 assignee · Indexed Sep 15, 2026
MCP registry endpoint check Open

demml/opsml#266 · 0 comments · 0 reactions · 0 assignees · Indexed Sep 15, 2026
Update Service Spec documentation Open

documentation

demml/opsml#271 · 0 comments · 0 reactions · 1 assignee · Indexed Sep 15, 2026
Service Network Open

demml/opsml#273 · 0 comments · 0 reactions · 0 assignees · Indexed Sep 15, 2026
Integrate MFA with TOTP Open

demml/opsml#290 · 0 comments · 0 reactions · 0 assignees · Indexed Sep 15, 2026
Reduce binary size Open

good first issue help wanted

demml/opsml#295 · 0 comments · 0 reactions · 0 assignees · Indexed Sep 15, 2026
Add py test for 3.13 and 3.14 in actions Open

good first issue help wanted

demml/opsml#308 · 0 comments · 0 reactions · 0 assignees · Indexed Sep 15, 2026
Scouter Refactor Open

demml/opsml#319 · 0 comments · 0 reactions · 1 assignee · Indexed Sep 15, 2026
Fix load_preprocess logic in TorchModel Open

demml/opsml#320 · 0 comments · 0 reactions · 0 assignees · Indexed Sep 15, 2026
TODOs Open

demml/opsml#321 · 0 comments · 0 reactions · 0 assignees · Indexed Sep 15, 2026
Agent UI TODOS Open

demml/opsml#328 · 0 comments · 0 reactions · 0 assignees · Indexed Sep 15, 2026
UI bugs Open

good first issue help wanted UI

demml/opsml#329 · 0 comments · 0 reactions · 0 assignees · Indexed Sep 15, 2026
bump ui deps Open

good first issue

demml/opsml#336 · 0 comments · 0 reactions · 0 assignees · Indexed Sep 15, 2026
Virtual scroll buggy for large json file Open

demml/opsml#339 · 0 comments · 0 reactions · 0 assignees · Indexed Sep 15, 2026

demml/opsml

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