Public recordAt risk
Software health reportschema 0.27.0 · metrics 1.13.0 · 2026-07-31 04:46 UTC
mosaicml / examples
Fast and flexible reference benchmarks
mosaicml/examples holds a health index of 49 out of 100, placing it in the At risk band. It scores highest on Sustainability & Governance (76/100) and lowest on Security (21/100). It was last updated 127 days ago. 4 contributors account for most of its recent work.
49
overall / 100Software health index
Metrics are grouped into weighted categories on one standardized 1–100 scale. Overall starts as their weighted mean; when public evidence triggers the High-Risk Jurisdiction Policy, the rating is adjusted and receives an At risk ceiling of 49. AI Readiness sits outside the overall score.
49
Excellent85-100Exemplary; meets essentially all checked criteria
Good70-84Healthy; minor gaps
Moderate50-69Acceptable with notable gaps; review recommended
At risk30-49Significant weaknesses; adoption warrants caution
Critical1-29Severe problems (abandoned, single-maintainer, no hygiene)
Score profile
Each axis is a category. The shape matters more than the average — a healthy subject fills the whole shape, while a spike-and-crater profile means strength in one dimension is masking risk in another.
Ownership
Databricks Mosaic ResearchOrganization
1,098 followers7 public repossince Nov 2020
This repository is backed by an organization — shared, accountable stewardship that can outlive any single maintainer.
Metrics by category
Vitality
Is the project alive — is code being written and are releases shipping?
30
Development activity
15Critical
How it's scored
| 9.9/36 | Push recency — last push 127 days ago |
| 0.7/36 | Commit cadence — 1/52 weeks with commits |
| 2.7/18 | Commit volume — 1 commits in the last year |
| 0/10 | OpenSSF Scorecard: Maintained — no data |
Inputs used
| commits_last_year | 1 |
| human_commit_share | 1 |
| days_since_last_push | 127 |
| active_weeks_last_year | 1 |
Release discipline
52Moderate
How it's scored
| 27/27 | Ships releases — 2 releases published |
| 0/36 | Release recency — latest release 1,207 days ago |
| 19.8/27 | Release cadence — a release every ~55 days |
| 0/10 | OpenSSF Scorecard: Signed-Releases — no data |
Inputs used
| releases_count | 2 |
| latest_release_tag | v0.0.4 |
| releases_from_tags | no |
| days_since_latest_release | 1,207 |
| mean_days_between_releases | 55 |
Community & Adoption
Does the project have users, downloads, attention, and a welcoming setup for contributors?
59
Popularity & adoption
67Moderate
How it's scored
| 43.3/60 | Stars — 466 stars |
| 17.7/25 | Forks — 133 forks |
| 5.8/15 | Watchers — 12 watchers |
Inputs used
| forks | 133 |
| stars | 466 |
| watchers | 12 |
| growth_state | unverified |
| growth_factor_pct | 100 |
| growth_unverified_reason | no_history |
Community health
50Moderate
How it's scored
| 22.5/22.5 | README |
| 22.5/22.5 | License — recognized license (Apache-2.0) |
| 0/18 | CONTRIBUTING guide |
| 0/13.5 | Code of conduct |
| 0/7.2 | Issue template |
| 0/6.3 | PR template |
Inputs used
| has_readme | yes |
| has_license | yes |
| has_contributing | no |
| has_issue_template | no |
| has_code_of_conduct | no |
| has_pull_request_template | no |
Sustainability & Governance
Will the project survive its people — bus factor, responsiveness, who backs it, and package upkeep?
76
How it's scored
| 43.2/54 | Bus factor — 4 contributor(s) cover half of all commits |
| 18.7/22.5 | Commit distribution — top contributor authored 17% of commits |
| 13.5/13.5 | Contributor breadth — 36 contributors |
| 0/10 | OpenSSF Scorecard: Contributors — no data |
Inputs used
| bus_factor | 4 |
| contributors_sampled | 36 |
| top_contributor_share | 0.167 |
How it's scored
| 29.4/46.8 | Issue resolution — 63% of issues closed |
| 32/38.3 | PR acceptance — 337/403 decided PRs merged |
| 0/15 | OpenSSF Scorecard: Code-Review — no data |
Inputs used
| merged_prs | 337 |
| open_issues | 16 |
| closed_issues | 27 |
| issue_closed_ratio | 0.628 |
| closed_unmerged_prs | 66 |
Ownership & stewardship
70Good
How it's scored
| 30/30 | Ownership backing — organization-owned |
| 0/20 | Verified domain |
| 21.9/25 | Owner reach — 1,098 followers of mosaicml |
| 17.9/25 | Track record — 7 public repos, account ~5 yr old |
Inputs used
| followers | 1,098 |
| owner_type | Organization |
| is_verified | — |
| owner_login | mosaicml |
| public_repos | 7 |
| account_age_days | 2,071 |
Engineering Quality
Are baseline engineering and documentation practices in place?
53
Engineering practices
62Moderate
How it's scored
| 0/24 | CI workflows |
| 24/24 | Tests present |
| 16/16 | Linter config |
| 9.6/9.6 | Pre-commit hooks |
| 0/6.4 | .editorconfig |
| 0/20 | OpenSSF Scorecard: CI-Tests — no data |
Inputs used
| has_ci | no |
| has_tests | yes |
| has_editorconfig | no |
| has_linter_config | yes |
| has_precommit_config | yes |
Documentation
40At risk
How it's scored
| 30/30 | README |
| 0/25 | Documentation directory |
| 0/15 | Documentation / homepage site |
| 10/10 | Repository description |
| 0/10 | Topics |
| 0/10 | Wiki |
Inputs used
| topics | — |
| has_wiki | no |
| homepage | — |
| has_readme | yes |
| has_docs_dir | no |
| has_description | yes |
Security
Are visible security and supply-chain practices strong, without unresolved high-risk jurisdiction exposure?
21
Security posture
1Critical
How it's scored
| 0/30 | Security policy (SECURITY.md) |
| 0/25 | Dependabot config |
| 0/25 | Dependency lockfiles |
| 0/20 | CodeQL workflow |
Inputs used
| source | file_signals |
| lockfiles | — |
| manifests | pyproject.toml |
| has_codeql_workflow | no |
| has_security_policy | no |
| has_dependabot_config | no |
Dependency advisories
100Excellent
How it's scored
| 35/35 | Direct dependencies free of known advisories — no direct dependency carries a known advisory |
| 0/25 | Indirect dependencies free of known advisories — transitive set not separable from development and test dependencies in this scope |
| 0/40 | No advisories left outstanding — no advisory carries a publication date |
Inputs used
| source | osv |
| advisories | 308 |
| affected_packages | 10 |
| assessed_packages | 28 |
| unassessed_packages | 6 |
| affected_by_severity | critical 3, high 3, moderate 1, unknown 3 |
| direct_affected_packages | 0 |
Excluded from scoring (no data or not applicable): Indirect dependencies free of known advisories, No advisories left outstanding. Remaining weights renormalized. Matched 28 resolved dependencies against OSV. 6 could not be assessed — no resolved version, an unsupported ecosystem, or beyond the reported package list. This repository publishes no package the index resolves, so the repository dependency graph was assessed instead. That graph mixes development and test pins with shipped dependencies, so only the declared runtime dependencies are scored; transitive findings are reported as context and excluded from the score. Reachability is not analyzed.
AI Readiness
How well is the repo equipped to be developed and maintained with AI coding agents? An independent, experimental badge — weight 0.0, so it is surfaced on its own and does not affect the overall health score.
41
Agent context & guidance
40At risk
How it's scored
| 0/45 | Agent instructions — no CLAUDE.md / AGENTS.md / editor rules |
| 0/15 | Machine-readable docs (llms.txt) |
| 40/40 | Legible commit history — 93 of 100 human commits state their intent (structured subject or explanatory body) |
Inputs used
| has_llms_txt | no |
| legible_history_share | 0.93 |
| agent_instruction_files | — |
| agent_instruction_max_bytes | — |
How it's scored
| 0/18 | One-command bootstrap |
| 22/22 | Automated tests |
| 11/11 | Lint / format config |
| 0/11 | Static type checking |
| 0/10 | Reproducible environment |
| 0/10 | Demonstrated agent practice — no agent-authored commits among the last 100 |
| 0/8 | Automated maintenance — no automated dependency updates observed |
| 0/10 | OpenSSF Scorecard: Pinned-Dependencies — no data |
Inputs used
| has_nix | no |
| has_tests | yes |
| lockfiles | — |
| has_dockerfile | no |
| typed_language | no |
| bootstrap_files | — |
| has_devcontainer | no |
| has_linter_config | yes |
| typecheck_configs | — |
| agent_commit_share | 0 |
| toolchain_manifests | — |
| dependency_bot_commit_share | 0 |
Code legibility for models
55Moderate
How it's scored
| 0/45 | Type-checkable code — Shell without a type-check config |
| 55/55 | Manageable file sizes — 0/81 source files over 60KB |
Inputs used
| primary_language | Shell |
| largest_source_bytes | 47,605 |
| source_files_sampled | 81 |
| oversized_source_files | 0 |
Machine-readable interfaces
40At risk
How it's scored
| 0/40 | API schema (OpenAPI/GraphQL/proto) |
| 0/20 | MCP server |
| 40/40 | Runnable examples — examples, notebooks |
Inputs used
| example_dirs | examples, notebooks |
| has_mcp_signal | no |
| api_schema_files | — |
Key facts
466GitHub stars
36contributors
1commits, last 12 months
127days since last push
2releases
4bus factor
16open issues
PyPIpackage ecosystems
Data collection warnings
- Star history unavailable: GitHub GraphQL error: Resource not accessible by personal access token
- Advisory severity resolved for 120 of 189 advisories (lookup cap); the remainder are reported as unknown severity
- OpenSSF Scorecard did not return a usable result (2026/07/31 04:46:01 Warning: PATs stored in env variables GITHUB_AUTH_TOKEN and GITHUB_TOKEN differ. Scorecard will use the former.); skipping Scorecard checks
More detail
Star and fork history 0 ★ / 133 ⇿
0Stars
133Forks
2Releases
When each star and fork was added, collected from GitHub and bucketed by day. Cumulative growth sits directly above the daily additions it is made of, so the two read against each other: steady organic accretion looks nothing like an abrupt, short-lived burst. Where that difference is measurable, it is reported as growth authenticity.
Major 0Minor 0Patch 2
Each point covers 4 days.
All dependencies 34
Full resolved dependency set from the GitHub dependency graph: 0 direct and 34 indirect (transitive) packages. The transitive closure is complete when the repository commits a lockfile.
| Registry | Package | Version | Relation |
|---|---|---|---|
| PyPI | boto3 | 1.26.134 | indirect |
| PyPI | botocore | 1.29.154 | indirect |
| PyPI | composer | 0.14.1 | indirect |
| PyPI | composer | 0.15.0 | indirect |
| PyPI | composer | 0.15.1 | indirect |
| PyPI | datasets | 2.14.6 | indirect |
| PyPI | diffusers | 0.11.1 | indirect |
| PyPI | einops | 0.5.0 | indirect |
| PyPI | faiss-cpu | 1.7.4 | indirect |
| PyPI | gradio | 3.33.1 | indirect |
| PyPI | instructorembedding | 1.0.0 | indirect |
| PyPI | langchain | 0.0.205 | indirect |
| PyPI | mmsegmentation | 0.22.0 | indirect |
| PyPI | mosaicml | — | indirect |
| PyPI | mosaicml-cli | 0.4.17 | indirect |
| PyPI | mosaicml-cli | 0.4.4 | indirect |
| PyPI | mosaicml-streaming | 0.4.1 | indirect |
| PyPI | oauthlib | — | indirect |
| PyPI | omegaconf | — | indirect |
| PyPI | omegaconf | 2.2.3 | indirect |
| PyPI | omegaconf | 2.3.0 | indirect |
| PyPI | pydantic | 1.10.10 | indirect |
| PyPI | scipy | 1.11.1 | indirect |
| PyPI | sentencepiece | 0.1.97 | indirect |
| PyPI | sentencepiece | 0.1.99 | indirect |
| PyPI | torch | — | indirect |
| PyPI | torch | 1.13.1 | indirect |
| PyPI | torchvision | — | indirect |
| PyPI | transformers | 4.25.1 | indirect |
| PyPI | transformers | 4.28.1 | indirect |
| PyPI | transformers | 4.29.2 | indirect |
| PyPI | triton | 2.0.0.dev20221103 | indirect |
| PyPI | xformers | — | indirect |
| PyPI | xformers | 0.0.20 | indirect |
Dependency advisories 10
This repository publishes no package the index resolves, so its own dependency graph was assessed — 28 packages, which also include development and test pins that never ship: 10 carry known advisories, of which 0 are direct. 6 could not be assessed — no resolved version, an unsupported ecosystem, or beyond the reported package list.
| Package | Version | Relation | Severity | Advisories | Fixed in |
|---|---|---|---|---|---|
| gradio | 3.33.1 | indirect | critical | 78 | 6.16.0 |
| langchain | 0.0.205 | indirect | critical | 41 | 2.8.5 |
| torch | 1.13.1 | indirect | critical | 28 | 2.13.0 |
| diffusers | 0.11.1 | indirect | high | 5 | 0.38.0 |
| sentencepiece | 0.1.97 | indirect | high | 2 | 0.2.1 |
| sentencepiece | 0.1.99 | indirect | high | 2 | 0.2.1 |
| pydantic | 1.10.10 | indirect | moderate | 2 | 2.4.0 |
| transformers | 4.25.1 | indirect | unknown | 50 | — |
| transformers | 4.28.1 | indirect | unknown | 50 | — |
| transformers | 4.29.2 | indirect | unknown | 50 | — |
An advisory means the version recorded in the dependency graph falls inside an advisory’s affected range. Reachability is not analysed, and the graph includes development and test pins — a finding may concern tooling rather than shipped software.
Raw JSON report machine-readable
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"body": "Co-authored-by: Isaac",
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"headline": "Remove GitHub Actions workflows (#459)",
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"headline": "Pin sd fine-tuning yamls to working commit (#448)",
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"oid": "fa3d60e71f1a9b10dc8b0c6b3933d55849234def",
"body": "* update mcloud yamls + requirements for sd and sd-dreambooth",
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"headline": "update mcloud yamls + requirements for sd and sd-dreambooth (#446)",
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},
{
"oid": "7003793b15ad0ee28bc09d0fceb91eb2d0104961",
"body": "image and compute",
"is_bot": false,
"headline": "Bump images for llama2 and update compute (#436)",
"author_name": "Margaret Qian",
"author_login": "margaretqian",
"committed_at": "2023-09-19T02:39:17Z",
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{
"oid": "1813eafaf1a16fcecb2a49127acebd650660ef34",
"body": "0.1.40",
"is_bot": false,
"headline": "Bump inference image 0.1.40 (#435)",
"author_name": "Margaret Qian",
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{
"oid": "f5f0e36af276697565f9f7b30c47c3b5d54a1d8b",
"body": "This PR is just to pin the commit version of the examples repo",
"is_bot": false,
"headline": "pin examples repo (#434)",
"author_name": "Vincent Chen",
"author_login": "vinchenzo-db",
"committed_at": "2023-09-01T00:13:39Z",
"body_truncated": false,
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{
"oid": "686e73ccc146a9f7afba3e0ed6d5a72bab0d1eb3",
"body": "Created a demo on how to use MosaicML products, Langchain, and FAISS to create a chatbot!\r\nThis PR covers how to get GitHub data, how to convert it into MDS format, how to use that data to fine-tune our model, and how to run retrieval on it to create a chatbot in a gradio app. It also offers different ways to improve the retrieval process to get even better results. Huge thanks to @dakinggg !",
"is_bot": false,
"headline": "Support bot (#378)",
"author_name": "Vincent Chen",
"author_login": "vinchenzo-db",
"committed_at": "2023-08-31T23:21:10Z",
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{
"oid": "6c0ebe06d914a2be438f30c73fe9fa0ab73dacb9",
"body": "* better examples\r\n\r\n* default open\r\n\r\n* llama2 lint",
"is_bot": false,
"headline": "Llama2 example + better no-code deployment docs (#433)",
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"headline": "Fix no code image version (#432)",
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"body": "* wip\r\n\r\n* update\r\n\r\n* done",
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"headline": "no code examples (#429)",
"author_name": "Roshan Regula",
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"oid": "b7b86ad5e9070b965cca9047d1513bab2bc133f3",
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"is_bot": false,
"headline": "Fix typo in path (#430)",
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"oid": "a18e2c0db226b7118ed7ebbaecd8edb57dc59335",
"body": "* typo\r\n\r\n* update bf16 --> amp_bf16 in bert yamls\r\n\r\n* update mcloud yamls to run on mosaicml/examples main branch with correct file structure\r\n\r\n* updated git repo branch in 40gb yaml",
"is_bot": false,
"headline": "Update BERT yamls for compatibility with main branch (#427)",
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"headline": "fix streaming handler (#424)",
"author_name": "Jeffrey Chen",
"author_login": "Glabred",
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"oid": "845bfe23c77316264d5dd6e2a6b7c46cefa4519a",
"body": "update",
"is_bot": false,
"headline": "Fix yaml (#423)",
"author_name": "tianshuc",
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"committed_at": "2023-07-26T18:50:25Z",
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{
"oid": "d4d7d4458dfad8b7d88eccd416856c5d78c36b01",
"body": "…name (#422)\n\n* fixed git commit and handler name\r\n\r\n* use latest commit\r\n\r\n* updated image versions to 0.1.16\r\n\r\n* lint",
"is_bot": false,
"headline": "Updated inference mpt yaml with new git commit and corrected handler …",
"author_name": "tianshuc",
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"body_truncated": false,
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"oid": "df65ce9448f2e4c7803f7082930f80c8dc4e8fe1",
"body": "* add gcp commit to yaml\r\n\r\n* Update mpt_7b_instruct_ft.yaml\r\n\r\nlittle typo\r\n\r\n---------\r\n\r\nCo-authored-by: Margaret Qian <margaret.qian@MacBook-Pro.local>\r\nCo-authored-by: tianshuc <135737595+tianshuc@users.noreply.github.com>",
"is_bot": false,
"headline": "Add gcp commit to yaml (#421)",
"author_name": "Margaret Qian",
"author_login": "margaretqian",
"committed_at": "2023-07-21T00:40:27Z",
"body_truncated": false,
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},
{
"oid": "d1cd9293b3eb943d38e912a3b9f4abd8bad52b5b",
"body": "Make FT handler download from GCP (#417)\r\n\r\n* Make FT handler download from GCP\r\n\r\n* lint\r\n\r\n* fix lint\r\n\r\n---------\r\n\r\nCo-authored-by: Ajay Saini <ajay@mosaicml.com>\r\nCo-authored-by: Jeffrey Chen <jeffrey@mosaicml.com>",
"is_bot": false,
"headline": "Add GCP downloader in example (#419)",
"author_name": "tianshuc",
"author_login": "tianshuc",
"committed_at": "2023-07-20T22:19:08Z",
"body_truncated": false,
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},
{
"oid": "fb449f8106811f216aa1938df85cc2bdaf5df998",
"body": "… for conversion script (#415)\n\nupdate commit",
"is_bot": false,
"headline": "Update llm-foundry commit for allowing trust_remote_code in tokenizer…",
"author_name": "Margaret Qian",
"author_login": "margaretqian",
"committed_at": "2023-07-14T07:08:41Z",
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{
"oid": "a61497fde56ba9dac3212fd5c5310f79f1c36a55",
"body": null,
"is_bot": false,
"headline": "Remove docker workflow (#412)",
"author_name": "Daniel King",
"author_login": "dakinggg",
"committed_at": "2023-07-07T00:30:18Z",
"body_truncated": false,
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},
{
"oid": "cf51b2e2e1e8d3c6cd527b72dc1fcdc3be7c7ffe",
"body": "* update instructor yamls",
"is_bot": false,
"headline": "Update instructor yamls (#409)",
"author_name": "Sakshi Gupta",
"author_login": "sakshigupta93",
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"body": null,
"is_bot": false,
"headline": "Pin foundry and fix a minor yaml change with latest foundry (#410)",
"author_name": "Daniel King",
"author_login": "dakinggg",
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"body_truncated": false,
"is_coding_agent": false
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{
"oid": "1b747d40cc1b080ba6c8849f055b02b5acbdaad2",
"body": "* fix\r\n\r\n* bump image",
"is_bot": false,
"headline": "Specify gpu num in 30b yaml (#404)",
"author_name": "Margaret Qian",
"author_login": "margaretqian",
"committed_at": "2023-06-30T18:34:06Z",
"body_truncated": false,
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"oid": "da0be56e9bc07840919fd5d235686e1207aa603e",
"body": "fix",
"is_bot": false,
"headline": "Fix pydantic version (#405)",
"author_name": "Margaret Qian",
"author_login": "margaretqian",
"committed_at": "2023-06-30T18:12:22Z",
"body_truncated": false,
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"oid": "c5eaea5ccdc0809a64bf4ebb8ef8c23e0ad359f0",
"body": "update commit",
"is_bot": false,
"headline": "Update commit for replit yaml (#403)",
"author_name": "Margaret Qian",
"author_login": "margaretqian",
"committed_at": "2023-06-30T06:20:27Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "63b6e009a36768fcc295c6676c7a775715f45e91",
"body": "* tokenizer update\r\n\r\n* replit",
"is_bot": false,
"headline": "Allow clean_up_tokenization_spaces parameters for mpt handler (#402)",
"author_name": "Margaret Qian",
"author_login": "margaretqian",
"committed_at": "2023-06-30T06:06:36Z",
"body_truncated": false,
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{
"oid": "d62a7285b34b637d3b8a4321715bc91ed7827919",
"body": null,
"is_bot": false,
"headline": "Use FT in end-to-end example (#395)",
"author_name": "Daya Khudia",
"author_login": "dskhudia",
"committed_at": "2023-06-27T18:49:59Z",
"body_truncated": false,
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{
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"body": null,
"is_bot": false,
"headline": "Add secrets check as part of pre-commit (#398)",
"author_name": "Karan Jariwala",
"author_login": "karan6181",
"committed_at": "2023-06-26T16:21:47Z",
"body_truncated": false,
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},
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"oid": "2d9b0ede4363e48e2d487b7adf7dc0f93ed95e69",
"body": "fix mpt 7b yamls",
"is_bot": false,
"headline": "Fix mpt 7b yamls (#397)",
"author_name": "Sakshi Gupta",
"author_login": "sakshigupta93",
"committed_at": "2023-06-22T21:44:23Z",
"body_truncated": false,
"is_coding_agent": false
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{
"oid": "ba7946c404b36bbcc24c9efabb085bc9c6b2aeca",
"body": "* Add 30b yaml",
"is_bot": false,
"headline": "Add new yaml (#394)",
"author_name": "Sakshi Gupta",
"author_login": "sakshigupta93",
"committed_at": "2023-06-22T21:35:43Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "0402412ae7c81f779546d08a66bb2720e950d09a",
"body": "* Update 06b_deploy_embedding_model.yaml\r\n\r\nNew image + compute params + update command",
"is_bot": false,
"headline": "Update 06b_deploy_embedding_model.yaml (#393)",
"author_name": "Sakshi Gupta",
"author_login": "sakshigupta93",
"committed_at": "2023-06-22T20:36:02Z",
"body_truncated": false,
"is_coding_agent": false
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"body": "* add mentions of 30b\n\n* more comments\n\n* update",
"is_bot": false,
"headline": "Update documentation (#392)",
"author_name": "Daniel King",
"author_login": "dakinggg",
"committed_at": "2023-06-22T15:48:30Z",
"body_truncated": false,
"is_coding_agent": false
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"oid": "27230fa1c883c17a2a45a3762239ff7f5b0ef8ce",
"body": null,
"is_bot": false,
"headline": "Update MPT Handler (#390)",
"author_name": "Margaret Qian",
"author_login": "margaretqian",
"committed_at": "2023-06-22T04:24:43Z",
"body_truncated": false,
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"oid": "828001480091b17407756a56eb6ea6ab092433ba",
"body": "This reverts commit 1a0492376cb1fc0b83e6e5db1e6edbb06c60c175.",
"is_bot": false,
"headline": "Enable CodeQL for pull requests (#374)",
"author_name": "bandish-shah",
"author_login": "bandish-shah",
"committed_at": "2023-06-21T23:32:06Z",
"body_truncated": false,
"is_coding_agent": false
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{
"oid": "efbcadf774b339ed0ffaa6e655d75d64c12e2564",
"body": null,
"is_bot": false,
"headline": "update yamls (#380)",
"author_name": "Jeffrey Chen",
"author_login": "Glabred",
"committed_at": "2023-06-21T06:31:45Z",
"body_truncated": false,
"is_coding_agent": false
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{
"oid": "434c3d370d3176afbdd2d380e6ef1d4d79b6917d",
"body": null,
"is_bot": false,
"headline": "Add extra comment about how to turn on wandb (#376)",
"author_name": "Daniel King",
"author_login": "dakinggg",
"committed_at": "2023-06-20T23:44:54Z",
"body_truncated": false,
"is_coding_agent": false
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{
"oid": "2515a73e8020d97e3d08eb6d02e4987185329294",
"body": null,
"is_bot": false,
"headline": "End to end retrieval QA example (#352)",
"author_name": "Daniel King",
"author_login": "dakinggg",
"committed_at": "2023-06-20T21:36:28Z",
"body_truncated": false,
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"oid": "dcc4c4dff002d282a2f432ccfcab4b61dc6a53af",
"body": null,
"is_bot": false,
"headline": "Fix for multi-gpu inference (#363)",
"author_name": "Daya Khudia",
"author_login": "dskhudia",
"committed_at": "2023-06-16T18:18:41Z",
"body_truncated": false,
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"oid": "000eedf1656097807b1c019fee1c8bfdef47d982",
"body": null,
"is_bot": false,
"headline": "Update compute in MPT YAMLs (#369)",
"author_name": "Ajay Saini",
"author_login": "ajaysaini725",
"committed_at": "2023-06-16T01:32:40Z",
"body_truncated": false,
"is_coding_agent": false
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{
"oid": "59a8c02550fa96aadb8ab1f2c042107acff6e77f",
"body": "one more ssh_clone",
"is_bot": false,
"headline": "Set ssh_clone false for llm-foundry (#368)",
"author_name": "Margaret Qian",
"author_login": "margaretqian",
"committed_at": "2023-06-15T22:51:57Z",
"body_truncated": false,
"is_coding_agent": false
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"body": "update commit",
"is_bot": false,
"headline": "Update mpt-instruct-ft yaml (#367)",
"author_name": "Margaret Qian",
"author_login": "margaretqian",
"committed_at": "2023-06-15T22:15:35Z",
"body_truncated": false,
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"oid": "f518b29590230763b10e50e80180ff943b3ebb4e",
"body": "Cleaning up a bit of typos and style.",
"is_bot": false,
"headline": "Update README.md (#366)",
"author_name": "Hagay Lupesko",
"author_login": "lupesko",
"committed_at": "2023-06-15T21:37:32Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "51802bd428d85792ad5db679782bdc8d9ba01405",
"body": "* forgot one\r\n\r\n* update 7b\r\n\r\n* storywriter\r\n\r\n* only handler change\r\n\r\n* update commit",
"is_bot": false,
"headline": "Update commit (#362)",
"author_name": "Margaret Qian",
"author_login": "margaretqian",
"committed_at": "2023-06-15T20:44:59Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "0b348f765c8ba6b2896a6a0834446bfc4a333811",
"body": "* forgot one\r\n\r\n* update 7b\r\n\r\n* storywriter\r\n\r\n* only handler change",
"is_bot": false,
"headline": "Fix mpt 7b handler (#361)",
"author_name": "Margaret Qian",
"author_login": "margaretqian",
"committed_at": "2023-06-15T20:33:40Z",
"body_truncated": false,
"is_coding_agent": false
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{
"oid": "75e068f90c613a2cced553c5dc449d98c5470454",
"body": "Co-authored-by: Jeffrey Chen <jeffrey@mosaicml.com>",
"is_bot": false,
"headline": "Downloader for MPT faster transformers checkpoint conversion (#359)",
"author_name": "Margaret Qian",
"author_login": "margaretqian",
"committed_at": "2023-06-15T19:53:11Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "cd16fe3eb6712e0c76211ef0e68ec5920d2947e6",
"body": null,
"is_bot": false,
"headline": "Modify model handlers to take in new request structure (#349)",
"author_name": "Jeffrey Chen",
"author_login": "Glabred",
"committed_at": "2023-06-14T19:36:48Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "feb5a703311eb502643170ef1b061102311b6582",
"body": "Co-authored-by: Jeffrey Chen <jeffrey@mosaicml.com>",
"is_bot": false,
"headline": "Update image version (#357)",
"author_name": "Margaret Qian",
"author_login": "margaretqian",
"committed_at": "2023-06-14T19:29:22Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "7fadb4d3fa89ece4345c1571959b4e9d59f97a76",
"body": "* instructor readme\r\n\r\n* Update examples/inference-deployments/instructor/README.md\r\n\r\nCo-authored-by: Daniel King <43149077+dakinggg@users.noreply.github.com>\r\n\r\n* Update examples/inference-deployments/instructor/README.md\r\n\r\nCo-authored-by: Daniel King <43149077+dakinggg@users.noreply.github.com>\r\n\r\n* Update README.md\r\n\r\nAdd langchain instructions\r\n\r\n---------\r\n\r\nCo-authored-by: Daniel King <43149077+dakinggg@users.noreply.github.com>",
"is_bot": false,
"headline": "Examples/inf/instructor README (#356)",
"author_name": "Sakshi Gupta",
"author_login": "sakshigupta93",
"committed_at": "2023-06-13T21:30:04Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "06592a1c1960d10507fce6c9fc60dd1fb2ccb600",
"body": "* The diffusion readme about how diffusion doesn't work\r\n\r\n* nit\r\n\r\n* Update examples/inference-deployments/mosaic_diffusion/README.md\r\n\r\nCo-authored-by: Daniel King <43149077+dakinggg@users.noreply.github.com>\r\n\r\n---------\r\n\r\nCo-authored-by: Daniel King <43149077+dakinggg@users.noreply.github.com>",
"is_bot": false,
"headline": "Examples/inf/diffusion README (#354)",
"author_name": "Sakshi Gupta",
"author_login": "sakshigupta93",
"committed_at": "2023-06-13T20:49:19Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "8850cb40911c40331946012a7b8dec5642981377",
"body": "* Examples/inference/mpt README\r\n\r\n\r\n---------\r\n\r\nCo-authored-by: Daniel King <43149077+dakinggg@users.noreply.github.com>",
"is_bot": false,
"headline": "Examples/inference/mpt README updates (#350)",
"author_name": "Sakshi Gupta",
"author_login": "sakshigupta93",
"committed_at": "2023-06-13T16:25:38Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "5aeac41c11db7b967720447c66f11f6c6a1d2842",
"body": "* mpt instruct ft yaml\r\n\r\n* pin versions",
"is_bot": false,
"headline": "Add mpt instruct faster transformers yaml (#353)",
"author_name": "Margaret Qian",
"author_login": "margaretqian",
"committed_at": "2023-06-13T01:03:42Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "aab5ef7315715509cff9e08e862d41b3cbac83ad",
"body": "* update ft handler for go server and other tweaks",
"is_bot": false,
"headline": "Update MPT FT handler to work with go server (#346)",
"author_name": "Asfandyar Qureshi",
"author_login": "asfandyarq",
"committed_at": "2023-06-09T17:19:40Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "5efc527a2460373c13b125d7537dbd8d2e946245",
"body": "pinning",
"is_bot": false,
"headline": "Pinning version for mpt yamls (#345)",
"author_name": "Margaret Qian",
"author_login": "margaretqian",
"committed_at": "2023-06-08T23:10:32Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "060a847ef07971fa010d61c5fcfeaae838c7505d",
"body": "use git_commit",
"is_bot": false,
"headline": "Use git_commit in example yaml (#344)",
"author_name": "Margaret Qian",
"author_login": "margaretqian",
"committed_at": "2023-06-08T01:09:49Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "703f331e07bbe60c5c9db3ae5f876bb5dc3c19b2",
"body": "Co-authored-by: Daniel King <43149077+dakinggg@users.noreply.github.com>",
"is_bot": false,
"headline": "FasterTransformer model handler for the mpt series (#340)",
"author_name": "Daya Khudia",
"author_login": "dskhudia",
"committed_at": "2023-06-08T00:44:29Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "c92d827ebf76dd0a52bcec1ed63c0bab3730764e",
"body": "* update models to work with batching and go server\r\n\r\n* wip\r\n\r\n* fix\r\n\r\n* fix mpt\r\n\r\n* revert\r\n\r\n* lint\r\n\r\n* lint\r\n\r\n* lint and pr comments\r\n\r\n* wip\r\n\r\n* done\r\n\r\n---------\r\n\r\nCo-authored-by: Daniel King <43149077+dakinggg@users.noreply.github.com>",
"is_bot": false,
"headline": "Update inference models to work with batching and go server (#341)",
"author_name": "Roshan Regula",
"author_login": "RR4787",
"committed_at": "2023-06-08T00:22:45Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "55e1bfcbe6984f970e4b951a2d373e0e68962a31",
"body": "update ssh_clone\r\n\r\nCo-authored-by: Daniel King <43149077+dakinggg@users.noreply.github.com>",
"is_bot": false,
"headline": "Update example yaml to work without git secrets (#342)",
"author_name": "Margaret Qian",
"author_login": "margaretqian",
"committed_at": "2023-06-07T18:07:20Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "44bc9baaf9e6d2514d19272e0b8852a6400792be",
"body": "* fix deeplab args\r\n* pin streaming everywhere",
"is_bot": false,
"headline": "Fixing a couple CI issues and pin streaming everywhere (#343)",
"author_name": "Daniel King",
"author_login": "dakinggg",
"committed_at": "2023-06-07T16:03:33Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "7768cc6939093e3a6b86ce8b2d2ba4c10d592500",
"body": null,
"is_bot": false,
"headline": "Begin restructuring (#333)",
"author_name": "Daniel King",
"author_login": "dakinggg",
"committed_at": "2023-05-31T20:12:43Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "09912d4b93164f998ecbee759599a51fab413f75",
"body": "* Refresh mosaicml platform yamls\r\n\r\n* lint\r\n\r\n* updates",
"is_bot": false,
"headline": "Refresh mosaicml platform yamls (#335)",
"author_name": "Anna",
"author_login": "aspfohl",
"committed_at": "2023-05-24T22:18:00Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "6d1a55d1f002844d5356fed5424b286af4931eaf",
"body": "* Update hf-bert-base-uncased.yaml\r\n\r\nchange precision from bf16 to amp_bf16\r\n\r\n* Update mosaic-bert-base-uncased.yaml (#326)\r\n\r\nchange bf16 to amp_bf16\r\n\r\n---------\r\n\r\nCo-authored-by: Daniel King <43149077+dakinggg@users.noreply.github.com>",
"is_bot": false,
"headline": "Update hf-bert-base-uncased.yaml (#325)",
"author_name": "jacobfulano",
"author_login": "jacobfulano",
"committed_at": "2023-05-24T21:56:52Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "cdd0b859a0fcecf81404d530992d119ac3e76b05",
"body": null,
"is_bot": false,
"headline": "Fix Inference Quickstart link (#334)",
"author_name": "Abhi Venigalla",
"author_login": "abhi-mosaic",
"committed_at": "2023-05-24T21:10:01Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "e37d79874dc9f7c2409e076a5155ff7d4c9d445c",
"body": "* pass kwargs correctly",
"is_bot": false,
"headline": "Sd dreambooth bugfix (#332)",
"author_name": "Austin",
"author_login": "A-Jacobson",
"committed_at": "2023-05-22T22:12:27Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "f8bae6ed1106ad0be834e372b434fb1591d10960",
"body": null,
"is_bot": false,
"headline": "Remove hardcoded name in MPTModelHandler (#328)",
"author_name": "Margaret Qian",
"author_login": "margaretqian",
"committed_at": "2023-05-15T16:52:00Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "3e47a86747f531719d1e581487c73049b66a53b4",
"body": "* initial handlers\r\n\r\n* fix instructor yamls\r\n\r\n* fix yamls",
"is_bot": false,
"headline": "Adding more inference model handlers (#323)",
"author_name": "Margaret Qian",
"author_login": "margaretqian",
"committed_at": "2023-05-11T17:17:46Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "88e7e04035b980fde559b9bc91ef23f11fe63162",
"body": "* checkdown\r\n\r\n* more tweaks\r\n\r\n* update readme\r\n\r\n* add logs\r\n\r\n* lint\r\n\r\n* lint\r\n\r\n* remove ga\r\n\r\n* set to None\r\n\r\n* lint\r\n\r\n* lint\r\n\r\n* fix\r\n\r\n* remove tokenier\r\n\r\n* precommit\r\n\r\n* update pr\r\n\r\n* update pr\r\n\r\n* revert\r\n\r\n* remove prints\r\n\r\n* bump requirements\r\n\r\n* raise top level pin\r\n\r\n* raise t\n[…]\nfloat\r\n\r\n* cast to float\r\n\r\n* fix precision\r\n\r\n* bump\r\n\r\n* remove -I\r\n\r\n* fix test\r\n\r\n* fix duplicate path\r\n\r\n* change setup\r\n\r\n* lint\r\n\r\n---------\r\n\r\nCo-authored-by: Daniel King <daniel@mosaicml.com>",
"is_bot": false,
"headline": "Remove deprecated code (#317)",
"author_name": "Mihir Patel",
"author_login": "mvpatel2000",
"committed_at": "2023-05-08T22:40:04Z",
"body_truncated": true,
"is_coding_agent": false
},
{
"oid": "c65cb6f47e284446819668bc1f567d13d8610c5a",
"body": "Small nit, since we're capitalizing all words in the heading",
"is_bot": false,
"headline": "Update README.md \"platform\" to \"Platform\" (#319)",
"author_name": "Hagay Lupesko",
"author_login": "lupesko",
"committed_at": "2023-05-03T22:12:57Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "d4c997df829e3d0ccf8505b92edb1bab208225c6",
"body": "* Reference the correct config file name\r\n\r\n* Mention installing MCLI\r\n\r\n* Clarify what requirements custom models have to meet",
"is_bot": false,
"headline": "Polish inference example README (#318)",
"author_name": "dblalock",
"author_login": "dblalock",
"committed_at": "2023-05-03T02:05:32Z",
"body_truncated": false,
"is_coding_agent": false
},
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"source_files_sampled": 81,
"oversized_source_files": 0
},
"components": [
{
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"name": "Type-checkable code",
"detail": "Shell without a type-check config",
"points": 0,
"status": "missed",
"details": [
{
"code": "no_typecheck_config_language",
"params": {
"language": "Shell"
}
}
],
"max_points": 45
},
{
"key": "manageable_file_sizes",
"name": "Manageable file sizes",
"detail": "0/81 source files over 60KB",
"points": 55,
"status": "met",
"details": [
{
"code": "oversized_source_files",
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"sampled": 81,
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}
}
],
"max_points": 55
}
]
},
{
"key": "ai_interfaces",
"band": "at_risk",
"name": "Machine-readable interfaces",
"note": null,
"notes": [],
"value": 40,
"inputs": {
"example_dirs": [
"examples",
"notebooks"
],
"has_mcp_signal": false,
"api_schema_files": []
},
"components": [
{
"key": "api_schema_openapi_graphql_proto",
"name": "API schema (OpenAPI/GraphQL/proto)",
"detail": null,
"points": 0,
"status": "missed",
"details": [],
"max_points": 40
},
{
"key": "mcp_server",
"name": "MCP server",
"detail": null,
"points": 0,
"status": "missed",
"details": [],
"max_points": 20
},
{
"key": "runnable_examples",
"name": "Runnable examples",
"detail": "examples, notebooks",
"points": 40,
"status": "met",
"details": [
{
"code": "file_list",
"params": {
"files": "examples, notebooks"
}
}
],
"max_points": 40
}
]
}
],
"description": "How well is the repo equipped to be developed and maintained with AI coding agents? An independent, experimental badge — weight 0.0, so it is surfaced on its own and does not affect the overall health score."
}
],
"metrics_version": "1.13.0"
},
"warnings": [
"Star history unavailable: GitHub GraphQL error: Resource not accessible by personal access token",
"Advisory severity resolved for 120 of 189 advisories (lookup cap); the remainder are reported as unknown severity",
"OpenSSF Scorecard did not return a usable result (2026/07/31 04:46:01 Warning: PATs stored in env variables GITHUB_AUTH_TOKEN and GITHUB_TOKEN differ. Scorecard will use the former.); skipping Scorecard checks"
],
"report_type": "repository",
"generated_at": "2026-07-31T04:46:27.483151Z",
"schema_version": "0.27.0",
"badge_url": "https://raw.githubusercontent.com/inspect-software/badges/main/v1/m/mosaicml/examples.svg",
"full_name": "mosaicml/examples",
"license_state": "standard",
"license_spdx": "Apache-2.0"
}Scores are signals, not warranties. They reflect publicly visible practices on GitHub — not a code audit, and not a security guarantee.
Missing data is excluded and weights renormalized, never scored as zero. Methodology is versioned and open: metrics v1.13.0, schema v0.27.0 — full methodology · metrics wiki.
How one result sits in the wider record: aggregate statistics.