Public recordExceptional
Software health reportschema 0.30.0 · metrics 2.5.0 · 2026-08-04 02:14 UTC
maziyarpanahi / openmed
Local-first healthcare AI: clinical NER & HIPAA PII de-identification that runs 100% on-device. 2,200+ medical models, 21 languages, Apple MLX + Python, no cloud, no patient data leaving your network. Apache-2.0
maziyarpanahi/openmed holds a health index of 95 out of 100, placing it in the Exceptional band. It scores highest on Engineering Quality (100/100) and lowest on Security (62/100). It was last updated today. A single contributor accounts for most of its recent work.
95
overall / 100Software health index
Metrics are grouped into weighted categories on one standardized 1–100 scale. Overall starts as their weighted mean, calibrated against the distribution of the public record so bands carry percentile meaning; when public evidence triggers the High-Risk Jurisdiction Policy, the rating is adjusted and receives an At Risk ceiling of 34.
95
Exceptional93-100The record's top tier (≈ top 5%); essentially all checked criteria met
Excellent80-92Strong across the board; minor gaps
Good65-79Healthy; gaps are limited and manageable
Moderate50-64Acceptable with notable gaps; review recommended
Weak35-49Material weaknesses across several areas
At Risk20-34Significant weaknesses; adoption warrants caution
Critical1-19Severe 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.
The weighted overall 82 is calibrated to 95 on the published index scale (record calibration 2026-08-02).
Ownership
Maziyar PanahiPersonal account
1,238 followers40 public repossince Oct 2013@ISCPIF
This repository is owned by a personal account. A single-owner project carries more continuity risk than an organization-backed one.
Package ecosystems
| Registry | Package | Version | Downloads / mo | Versions | Last publish | Tags |
|---|---|---|---|---|---|---|
| PyPI | openmed | 2.0.0 | 3,961,388 | 46 | 6 days ago | llmnlpbiomedicalclinicalhealthcaremedicalmedical-llmsmedical-nermedical-nlpmedical-de-identificationmedical-extractionmedical-language-modelsmedical-reasoningnatural-language-processing |
Metrics by category
Vitality
Is the project alive — is code being written and are releases shipping?
91
Development activity
91Excellent
How it's scored
| 36/36 | Push recency — last push 0 days ago |
| 27/36 | Commit cadence — 39/52 weeks with commits |
| 18/18 | Commit volume — 3,537 commits in the last year |
| 10/10 | OpenSSF Scorecard: Maintained — 30 commit(s) and 30 issue activity found in the last 90 days -- score normalized to 10 |
Inputs used
| commits_last_year | 3,537 |
| human_commit_share | 1 |
| days_since_last_push | 0 |
| active_weeks_last_year | 39 |
Release discipline
91Excellent
How it's scored
| 27/27 | Ships releases — 40 releases published |
| 36/36 | Release recency — latest release 6 days ago |
| 27/27 | Release cadence — a release every ~7.5 days |
| 1/10 | OpenSSF Scorecard: Signed-Releases — 1 out of the last 5 releases have a total of 1 signed artifacts. |
Inputs used
| releases_count | 40 |
| latest_release_tag | v2.0.0 |
| releases_from_tags | no |
| days_since_latest_release | 6 |
| mean_days_between_releases | 7.5 |
Community & Adoption
Does the project have users, downloads, attention, and a welcoming setup for contributors?
94
Popularity & adoption
91Excellent
How it's scored
| 59.8/60 | Stars — 4,827 stars |
| 23.1/25 | Forks — 598 forks |
| 7.8/15 | Watchers — 26 watchers |
Inputs used
| forks | 598 |
| stars | 4,827 |
| watchers | 26 |
| growth_state | unverified |
| growth_factor_pct | 100 |
| growth_unverified_reason | no_history |
Community health
92Excellent
How it's scored
| 22.5/22.5 | README |
| 22.5/22.5 | License — recognized license (Apache-2.0) |
| 18/18 | CONTRIBUTING guide |
| 13.5/13.5 | Code of conduct |
| 0/7.2 | Issue template |
| 6.3/6.3 | PR template |
Inputs used
| has_readme | yes |
| has_license | yes |
| readme_badges | 0 |
| has_contributing | yes |
| has_issue_template | no |
| has_code_of_conduct | yes |
| readme_badge_services | — |
| has_pull_request_template | yes |
Ecosystem adoption (downloads)
100Exceptional
How it's scored
| 80/80 | Monthly downloads — 3,961,388 downloads/month across pypi |
| 0/20 | Registry dependents — not reported by this ecosystem |
Inputs used
| packages | openmed |
| dependents | — |
| ecosystems | pypi |
| total_downloads | — |
| monthly_downloads | 3,961,388 |
Excluded from scoring (no data or not applicable): Registry dependents. Remaining weights renormalized.
Sustainability & Governance
Will the project survive its people — bus factor, responsiveness, who backs it, and package upkeep?
64
Maintainer resilience (bus factor)
34At Risk
How it's scored
| 9/54 | Bus factor — 1 contributor(s) cover half of all commits |
| 1.5/22.5 | Commit distribution — top contributor authored 93% of commits |
| 13.5/13.5 | Contributor breadth — 59 contributors |
| 10/10 | OpenSSF Scorecard: Contributors — project has 8 contributing companies or organizations |
Inputs used
| bus_factor | 1 |
| contributors_sampled | 59 |
| top_contributor_share | 0.932 |
Issue & PR responsiveness
64Moderate
How it's scored
| 32/42 | Issue resolution — 76% of issues closed |
| 25.1/30 | PR acceptance — 827/989 decided PRs merged |
| 6.5/13 | Newcomer PR acceptance — 1/2 first-time contributors' PRs merged in 30d |
| 0/15 | OpenSSF Scorecard: Code-Review — Found 0/16 approved changesets -- score normalized to 0 |
Inputs used
| merged_prs | 827 |
| open_issues | 259 |
| closed_issues | 827 |
| prs_merged_7d | 55 |
| prs_decided_7d | 60 |
| prs_merged_30d | 55 |
| prs_decided_30d | 60 |
| issue_closed_ratio | 0.762 |
| closed_unmerged_prs | 162 |
| first_time_authors_30d | 2 |
| first_time_prs_merged_30d | 1 |
| first_time_prs_decided_30d | 2 |
Ownership & stewardship
70Good
How it's scored
| 10/30 | Ownership backing — personal (user) account |
| 0/20 | Verified domain — not applicable to user accounts |
| 22.2/25 | Owner reach — 1,238 followers of maziyarpanahi |
| 23.7/25 | Track record — 40 public repos, account ~12 yr old |
Inputs used
| followers | 1,238 |
| owner_type | User |
| is_verified | — |
| owner_login | maziyarpanahi |
| public_repos | 40 |
| account_age_days | 4,666 |
Excluded from scoring (no data or not applicable): Verified domain. Remaining weights renormalized.
Package maintenance
100Exceptional
How it's scored
| 25/25 | Published & resolvable — 1 package(s) on pypi |
| 35/35 | Publish recency — latest publish 6 days ago |
| 20/20 | Version history — 46 published versions |
| 20/20 | Not deprecated — active, not deprecated or yanked |
Inputs used
| packages | openmed |
| ecosystems | pypi |
| any_deprecated | no |
| min_days_since_publish | 6 |
Engineering Quality
Are baseline engineering and documentation practices in place?
100
Engineering practices
100Exceptional
How it's scored
| 24/24 | CI workflows — 26 workflow(s) |
| 24/24 | Tests present |
| 16/16 | Linter config |
| 9.6/9.6 | Pre-commit hooks |
| 6.4/6.4 | .editorconfig |
| 20/20 | OpenSSF Scorecard: CI-Tests — 16 out of 16 merged PRs checked by a CI test -- score normalized to 10 |
Inputs used
| has_ci | yes |
| has_tests | yes |
| has_editorconfig | yes |
| has_linter_config | yes |
| has_precommit_config | yes |
Documentation
100Exceptional
How it's scored
| 30/30 | README |
| 25/25 | Documentation directory |
| 15/15 | Documentation / homepage site — https://openmed.life/ |
| 10/10 | Repository description |
| 10/10 | Topics — 20 topics |
| 10/10 | Wiki |
Inputs used
| topics | healthcare, llm, on-device, on-premise, sovereign-ai, mlx, swift, ios, swiftui, ner, pii, pii-detection, clinical-nlp, hipaa, local-llm, nlp, python, skills, android, javascript |
| has_wiki | yes |
| homepage | https://openmed.life/ |
| has_readme | yes |
| has_docs_dir | yes |
| has_description | yes |
Security
Are visible security and supply-chain practices strong, without unresolved high-risk jurisdiction exposure?
62
Security posture
52Moderate
How it's scored
| 6.8/7.5 | Binary-Artifacts — binaries present in source code |
| 0/7.5 | Branch-Protection — branch protection not enabled on development/release branches |
| 2.5/2.5 | CI-Tests — 16 out of 16 merged PRs checked by a CI test -- score normalized to 10 |
| 0/2.5 | CII-Best-Practices — no effort to earn an OpenSSF best practices badge detected |
| 0/7.5 | Code-Review — Found 0/16 approved changesets -- score normalized to 0 |
| 2.5/2.5 | Contributors — project has 8 contributing companies or organizations |
| 10/10 | Dangerous-Workflow — no dangerous workflow patterns detected |
| 7.5/7.5 | Dependency-Update-Tool — update tool detected |
| 5/5 | Fuzzing — project is fuzzed |
| 2.5/2.5 | License — license file detected |
| 7.5/7.5 | Maintained — 30 commit(s) and 30 issue activity found in the last 90 days -- score normalized to 10 |
| 5/5 | Packaging — packaging workflow detected |
| 0/5 | Pinned-Dependencies — dependency not pinned by hash detected -- score normalized to 0 |
| 0/5 | SAST — SAST tool is not run on all commits -- score normalized to 0 |
| 5/5 | Security-Policy — security policy file detected |
| 0.8/7.5 | Signed-Releases — 1 out of the last 5 releases have a total of 1 signed artifacts. |
| 0/7.5 | Token-Permissions — detected GitHub workflow tokens with excessive permissions |
| 0/7.5 | Vulnerabilities — 36 existing vulnerabilities detected |
Inputs used
| source | openssf_scorecard |
| checks_evaluated | 18 |
| scorecard_version | v5.5.0 |
| checks_inconclusive | 0 |
| scorecard_aggregate | 5.2 |
Dependency advisories
100Exceptional
How it's scored
| 35/35 | Direct dependencies free of known advisories — no direct dependency carries a known advisory |
| 25/25 | Indirect dependencies free of known advisories — no indirect dependency carries a known advisory |
| 0/40 | No advisories left outstanding — no advisory carries a publication date |
Inputs used
| source | osv |
| advisories | 0 |
| affected_packages | 0 |
| assessed_packages | 4 |
| unassessed_packages | 0 |
| affected_by_severity | none |
| direct_affected_packages | 0 |
Excluded from scoring (no data or not applicable): No advisories left outstanding. Remaining weights renormalized. Matched the pypi:openmed@2.0.0 runtime dependency closure — what installing the published package pulls in — 4 packages. Reachability is not analyzed.
AI Readiness
How well is the repo equipped to be developed and maintained with AI coding agents? Carries a deliberately small weight (4%): agent tooling is a real maintenance signal, but a repository with none can still reach 100/100.
83
Agent context & guidance
85Excellent
How it's scored
| 45/45 | Agent instructions — AGENTS.md |
| 0/15 | Machine-readable docs (llms.txt) |
| 40/40 | Legible commit history — 87 of 100 human commits state their intent (structured subject or explanatory body) |
Inputs used
| has_llms_txt | no |
| legible_history_share | 0.87 |
| agent_instruction_files | AGENTS.md |
| agent_instruction_max_bytes | 7,963 |
How it's scored
| 18/18 | One-command bootstrap — Makefile |
| 22/22 | Automated tests |
| 11/11 | Lint / format config |
| 11/11 | Static type checking — clients/typescript/tsconfig.json, js/openmedkit-react-native/tsconfig.json, js/openmedkit-web/tsconfig.json, openmed/py.typed |
| 10/10 | Reproducible environment — Dockerfile, Nix, lockfile |
| 0/10 | Demonstrated agent practice — no agent-authored commits among the last 100 |
| 5/8 | Automated maintenance — dependency automation configured, none observed in the sampled commits |
| 0/10 | OpenSSF Scorecard: Pinned-Dependencies — dependency not pinned by hash detected -- score normalized to 0 |
Inputs used
| has_nix | yes |
| has_tests | yes |
| lockfiles | package-lock.json, uv.lock |
| has_dockerfile | yes |
| typed_language | no |
| bootstrap_files | Makefile |
| has_devcontainer | no |
| has_linter_config | yes |
| typecheck_configs | clients/typescript/tsconfig.json, js/openmedkit-react-native/tsconfig.json, js/openmedkit-web/tsconfig.json, openmed/py.typed |
| agent_commit_share | 0 |
| toolchain_manifests | android/OpenMedDemo/app/build.gradle.kts, android/OpenMedScanDemo/app/build.gradle.kts, android/build.gradle.kts, android/openmedkit/build.gradle.kts, clients/go/go.mod |
| dependency_bot_commit_share | 0 |
Code legibility for models
81Excellent
How it's scored
| 27/45 | Type-checkable code — Python with type-check config (clients/typescript/tsconfig.json, js/openmedkit-react-native/tsconfig.json, js/openmedkit-web/tsconfig.json, openmed/py.typed) |
| 53.9/55 | Manageable file sizes — 28/1,440 source files over 60KB |
Inputs used
| primary_language | Python |
| largest_source_bytes | 365,758 |
| source_files_sampled | 1,440 |
| oversized_source_files | 28 |
Machine-readable interfaces
100Exceptional
How it's scored
| 40/40 | API schema (OpenAPI/GraphQL/proto) — docs/api/openapi.json, openmed/service/proto/openmed.proto |
| 20/20 | MCP server |
| 40/40 | Runnable examples — examples, notebooks |
Inputs used
| example_dirs | examples, notebooks |
| has_mcp_signal | yes |
| api_schema_files | docs/api/openapi.json, openmed/service/proto/openmed.proto |
Key facts
4,827GitHub stars
59contributors
3,537commits, last 12 months
0days since last push
40releases
1bus factor
259open issues
Maven, PyPIpackage ecosystems
Data collection warnings
- Star history unavailable: GitHub GraphQL error: Resource not accessible by personal access token
- GitHub dependency-graph SBOM unavailable (404); the dependency graph may be disabled for this repository
More detail
Star and fork history 0 ★ / 598 ⇿
0Stars
598Forks
40Releases
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 2Minor 14Patch 22
OpenSSF Scorecard 5.2 / 10
5.2aggregate
Independent, tool-agnostic security assessment from the open-source OpenSSF Scorecard. Each check rewards a security practice, not a specific vendor's tool. Checks Scorecard could not determine are marked n/a and excluded from the security score (never counted as zero).
| 9 | Binary-Artifacts | binaries present in source code |
| 0 | Branch-Protection | branch protection not enabled on development/release branches |
| 10 | CI-Tests | 16 out of 16 merged PRs checked by a CI test -- score normalized to 10 |
| 0 | CII-Best-Practices | no effort to earn an OpenSSF best practices badge detected |
| 0 | Code-Review | Found 0/16 approved changesets -- score normalized to 0 |
| 10 | Contributors | project has 8 contributing companies or organizations |
| 10 | Dangerous-Workflow | no dangerous workflow patterns detected |
| 10 | Dependency-Update-Tool | update tool detected |
| 10 | Fuzzing | project is fuzzed |
| 10 | License | license file detected |
| 10 | Maintained | 30 commit(s) and 30 issue activity found in the last 90 days -- score normalized to 10 |
| 10 | Packaging | packaging workflow detected |
| 0 | Pinned-Dependencies | dependency not pinned by hash detected -- score normalized to 0 |
| 0 | SAST | SAST tool is not run on all commits -- score normalized to 0 |
| 10 | Security-Policy | security policy file detected |
| 1 | Signed-Releases | 1 out of the last 5 releases have a total of 1 signed artifacts. |
| 0 | Token-Permissions | detected GitHub workflow tokens with excessive permissions |
| 0 | Vulnerabilities | 36 existing vulnerabilities detected |
Direct dependencies 4
| Registry | Package | Version constraint | Manifest |
|---|---|---|---|
| PyPI | pysbd | >=0.3.4,<0.4 | pyproject.toml |
| PyPI | faker | >=22.0 | pyproject.toml |
| PyPI | jieba | >=0.42.1,<0.43 | pyproject.toml |
| PyPI | pyyaml | >=6.0 | pyproject.toml |
All dependencies not collected
The resolved dependency set could not be collected for this report: GitHub dependency-graph SBOM unavailable (404); the dependency graph may be disabled for this repository
Dependency advisories 0
Installing pypi:openmed@2.0.0 pulls in 4 packages, direct and transitive: 0 carry known advisories, of which 0 are direct dependencies.
No known advisories affect the assessed dependencies.
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
{
"data": {
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"Go Template": 2233,
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"profile_has_license": true
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"activity": {
"releases": [
{
"tag": "v2.0.0",
"kind": "major",
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{
"tag": "v1.9.1",
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}
],
"recent_commits": [
{
"oid": "bcfef9ade971ab7a26a09064306aa30a6b3d347f",
"body": "* feat: add offline model registry state\n\n* fix: publish registry model cards\n\n* fix: publish registry card metadata\n\n---------\n\nCo-authored-by: Maziyar Panahi <5762953+maziyarpanahi@users.noreply.github.com>",
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"headline": "feat: add offline model registry state and rollback pointers (#2091)",
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"headline": "Merge pull request #2110 from maziyarpanahi/feature/om-761-postcoordi…",
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"is_bot": false,
"headline": "Merge pull request #2084 from maziyarpanahi/feature/om-088-medication…",
"author_name": "Maziyar Panahi",
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"is_bot": false,
"headline": "Merge pull request #2108 from maziyarpanahi/feature/v21-child-1332",
"author_name": "Maziyar Panahi",
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"is_bot": false,
"headline": "Merge pull request #2105 from maziyarpanahi/feature/v21-child-1331",
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"headline": "Merge pull request #2106 from maziyarpanahi/feature/om-763-composite-…",
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"headline": "Merge pull request #2103 from maziyarpanahi/feature/v21-child-1330",
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"headline": "Complete clinical event coreference cluster indexing (#2104)",
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"headline": "Merge remote-tracking branch 'origin/master' into feature/v21-child-1330",
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"headline": "Merge pull request #2090 from maziyarpanahi/feature/v21-child-1329",
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"headline": "Merge pull request #2077 from maziyarpanahi/feature/v21-child-1324",
"author_name": "Maziyar Panahi",
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"headline": "Merge pull request #2076 from maziyarpanahi/feature/om-753-redaction-…",
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"headline": "Merge pull request #2089 from maziyarpanahi/feature/om-041-clinical-a…",
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"body": "feat: expand Naamapadam robustness evaluation",
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"headline": "Merge pull request #2088 from maziyarpanahi/feature/v21-child-1655",
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"body": "* feat: orchestrate shadow canary rollout rollback\n\n* fix: preserve Nix Python path in rollout test\n\n---------\n\nCo-authored-by: Maziyar Panahi <5762953+maziyarpanahi@users.noreply.github.com>",
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"headline": "Add shadow-canary rollout orchestration with automatic rollback (#2070)",
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"headline": "feat: add language family transfer config",
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"headline": "fix: satisfy context type checking",
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{
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"body": "* Build signed audit report provenance\n\n* fix: record locale-rule audit provenance\n\n---------\n\nCo-authored-by: Maziyar Panahi <5762953+maziyarpanahi@users.noreply.github.com>",
"is_bot": false,
"headline": "Complete signed audit report provenance (#2067)",
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"body": "* feat: add temporal TLINK candidate extraction\n\n* feat: complete clinical temporal timeline\n\n---------\n\nCo-authored-by: Maziyar Panahi <5762953+maziyarpanahi@users.noreply.github.com>",
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"headline": "Complete clinical temporal relations and timeline composition (#2087)",
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"headline": "feat: expand Indic NER robustness evaluation",
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"body": "Harden Indic NER checkpoint compatibility",
"is_bot": false,
"headline": "Merge pull request #2086 from maziyarpanahi/feature/v21-child-1654",
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"headline": "fix: classify Indic NER documentation",
"author_name": "Maziyar Panahi",
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"body": "Wire discovered plugins into runtime registries",
"is_bot": false,
"headline": "Merge pull request #2081 from maziyarpanahi/feature/v21-child-1326",
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"body": "Collapse coreferent clinical relation and FHIR outputs",
"is_bot": false,
"headline": "Merge pull request #2075 from maziyarpanahi/feature/v21-child-1313",
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"body": "…n-fixtures\n\nHarden synthetic golden fixture validation",
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"headline": "Merge pull request #2080 from maziyarpanahi/feature/om-019-eval-golde…",
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"body": "# Conflicts:\n#\tdocs/clinical/coreference.md",
"is_bot": false,
"headline": "Merge remote-tracking branch 'origin/master' into feature/v21-child-1313",
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"headline": "fix: reject duplicate golden fixture ids",
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"body": "Add plugin example package and conformance kit",
"is_bot": false,
"headline": "Merge pull request #2079 from maziyarpanahi/feature/v21-child-1325",
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"body": "…ection-detector\n\nAdd rules-first clinical section detection",
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"headline": "Merge pull request #2078 from maziyarpanahi/feature/om-086-clinical-s…",
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"committed_at": "2026-08-03T07:35:28Z",
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{
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"body": "…ss-leakage-metrics\n\nComplete leakage-first eval benchmark harness",
"is_bot": false,
"headline": "Merge pull request #2063 from maziyarpanahi/feature/om-018-eval-harne…",
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"body": "…-harness-leakage-metrics\n\n# Conflicts:\n#\ttests/unit/eval/test_metrics.py",
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"headline": "Merge remote-tracking branch 'origin/master' into feature/om-018-eval…",
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"headline": "feat: add plugin conformance kit",
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"headline": "feat: add canonical clinical section detection",
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"oid": "7a293a166986511eb360dc10234199f0129f25d8",
"body": "* feat: add clinical event coreference clustering\n\n* fix: refresh coreference docs search snapshot\n\n* fix: refresh wheel size baseline\n\n---------\n\nCo-authored-by: Maziyar Panahi <5762953+maziyarpanahi@users.noreply.github.com>",
"is_bot": false,
"headline": "Add privacy-safe clinical event coreference candidate clustering (#2071)",
"author_name": "Maziyar Panahi",
"author_login": "maziyarpanahi",
"committed_at": "2026-08-03T05:22:13Z",
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},
{
"oid": "a41bc0c15ce1ca5c53efc84346026e5d8ac785e3",
"body": null,
"is_bot": false,
"headline": "feat: add core plugin SDK registry",
"author_name": "Maziyar Panahi",
"author_login": "maziyarpanahi",
"committed_at": "2026-08-03T04:14:20Z",
"body_truncated": false,
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"oid": "aa86fa350b3ff9cd14d4e47f7c6f7fff0ed3d92e",
"body": null,
"is_bot": false,
"headline": "Add redaction-preserving retrieval toolkit",
"author_name": "Maziyar Panahi",
"author_login": "maziyarpanahi",
"committed_at": "2026-08-03T03:56:46Z",
"body_truncated": false,
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"oid": "07c43edfd04e7572b775a3c2afa18b983f321696",
"body": "Attach clinical event frames to coreference representatives",
"is_bot": false,
"headline": "Merge pull request #2073 from maziyarpanahi/feature/v21-child-1312",
"author_name": "Maziyar Panahi",
"author_login": "maziyarpanahi",
"committed_at": "2026-08-03T03:32:49Z",
"body_truncated": false,
"is_coding_agent": false
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{
"oid": "2b1c944eb760607aaab5a2a2235327064febe59c",
"body": "* feat: add temporal TLINK evaluation gate\n\n* docs: record temporal TLINK evaluation gate\n\n---------\n\nCo-authored-by: Maziyar Panahi <5762953+maziyarpanahi@users.noreply.github.com>",
"is_bot": false,
"headline": "feat: add temporal TLINK gold and consistency metrics (#2068)",
"author_name": "Maziyar Panahi",
"author_login": "maziyarpanahi",
"committed_at": "2026-08-03T03:15:32Z",
"body_truncated": false,
"is_coding_agent": false
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{
"oid": "c7d6b40eb847ecf6f0d0e11a9958015c1a04d8ce",
"body": "* feat: anchor clinical events to DCT\n\n* fix: preserve normalized event anchors\n\n---------\n\nCo-authored-by: Maziyar Panahi <5762953+maziyarpanahi@users.noreply.github.com>",
"is_bot": false,
"headline": "feat: anchor clinical events to DCT and TIMEX values (#2062)",
"author_name": "Maziyar Panahi",
"author_login": "maziyarpanahi",
"committed_at": "2026-08-03T03:14:56Z",
"body_truncated": false,
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{
"oid": "2ada930aa2aa0f3995b2075bbb901139d39b4a9a",
"body": "…ection-detection\n\nAdd clinical document type classification",
"is_bot": false,
"headline": "Merge pull request #2074 from maziyarpanahi/feature/om-042-clinical-s…",
"author_name": "Maziyar Panahi",
"author_login": "maziyarpanahi",
"committed_at": "2026-08-03T03:14:17Z",
"body_truncated": false,
"is_coding_agent": false
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{
"oid": "96c17d20fdc49351e0a70e75d9b528b577f4c61f",
"body": "* Add MCP clinical workflow contracts\n\n* fix: validate clinical workflow artifacts\n\n---------\n\nCo-authored-by: Maziyar Panahi <5762953+maziyarpanahi@users.noreply.github.com>",
"is_bot": false,
"headline": "Complete clinical MCP workflow validation (#2072)",
"author_name": "Maziyar Panahi",
"author_login": "maziyarpanahi",
"committed_at": "2026-08-03T03:13:36Z",
"body_truncated": false,
"is_coding_agent": false
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{
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"body": null,
"is_bot": false,
"headline": "feat: collapse coreferent clinical outputs",
"author_name": "Maziyar Panahi",
"author_login": "maziyarpanahi",
"committed_at": "2026-08-03T02:45:45Z",
"body_truncated": false,
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},
{
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"body": null,
"is_bot": false,
"headline": "feat: add clinical document type classification",
"author_name": "Maziyar Panahi",
"author_login": "maziyarpanahi",
"committed_at": "2026-08-03T02:28:22Z",
"body_truncated": false,
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},
{
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"body": null,
"is_bot": false,
"headline": "feat: attach event frames to coreference representatives",
"author_name": "Maziyar Panahi",
"author_login": "maziyarpanahi",
"committed_at": "2026-08-03T01:35:43Z",
"body_truncated": false,
"is_coding_agent": false
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"oid": "de90aba78aa43fe706ba47cfe94bc173fb2673cd",
"body": "Expose privacy-safe event timeline ordering",
"is_bot": false,
"headline": "Merge pull request #2066 from maziyarpanahi/feature/v21-child-1308",
"author_name": "Maziyar Panahi",
"author_login": "maziyarpanahi",
"committed_at": "2026-08-02T23:35:46Z",
"body_truncated": false,
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"oid": "19d1880193b097958f9d644677b323c2c0ab82b8",
"body": "Add MCP clinical workflow discovery and golden fixture",
"is_bot": false,
"headline": "Merge pull request #2052 from maziyarpanahi/feature/v21-child-1303",
"author_name": "Maziyar Panahi",
"author_login": "maziyarpanahi",
"committed_at": "2026-08-02T23:35:11Z",
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"headline": "Merge remote-tracking branch 'origin/master' into feature/v21-child-1303",
"author_name": "Maziyar Panahi",
"author_login": "maziyarpanahi",
"committed_at": "2026-08-02T22:53:01Z",
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"body": "…line-mapping\n\nImplement OncoTree tumor-type mapping",
"is_bot": false,
"headline": "Merge pull request #2058 from mrfeathers/feature/om-1836-oncotree-off…",
"author_name": "Maziyar Panahi",
"author_login": "maziyarpanahi",
"committed_at": "2026-08-02T22:49:30Z",
"body_truncated": false,
"is_coding_agent": false
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{
"oid": "7b8a79f60c58e76a31edf2315b2089c281b00552",
"body": "Decode temporal TLINKs into a consistent reduced graph",
"is_bot": false,
"headline": "Merge pull request #2064 from maziyarpanahi/feature/v21-child-1307",
"author_name": "Maziyar Panahi",
"author_login": "maziyarpanahi",
"committed_at": "2026-08-02T22:08:18Z",
"body_truncated": false,
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"oid": "bce4e233a2fbeb2e508c765f6424d28508707ea6",
"body": "…cation-risk-report\n\nPreserve prediction spans in re-identification risk reports",
"is_bot": false,
"headline": "Merge pull request #2065 from maziyarpanahi/feature/om-009-reidentifi…",
"author_name": "Maziyar Panahi",
"author_login": "maziyarpanahi",
"committed_at": "2026-08-02T22:07:41Z",
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"body": null,
"is_bot": false,
"headline": "chore: finalize OncoTree changelog placement",
"author_name": "Maziyar Panahi",
"author_login": "maziyarpanahi",
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"body": null,
"is_bot": false,
"headline": "Merge branch 'master' into feature/om-1836-oncotree-offline-mapping",
"author_name": "Maziyar Panahi",
"author_login": "maziyarpanahi",
"committed_at": "2026-08-02T22:06:29Z",
"body_truncated": false,
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{
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"body": null,
"is_bot": false,
"headline": "chore: prepare changelog for branch update",
"author_name": "Maziyar Panahi",
"author_login": "maziyarpanahi",
"committed_at": "2026-08-02T22:00:25Z",
"body_truncated": false,
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},
{
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"body": null,
"is_bot": false,
"headline": "feat: complete OncoTree mapping contract",
"author_name": "Maziyar Panahi",
"author_login": "maziyarpanahi",
"committed_at": "2026-08-02T21:59:14Z",
"body_truncated": false,
"is_coding_agent": false
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{
"oid": "9ed66eec5ba6f2b78344624227747a846a099a4e",
"body": "* feat: add canonical callable schema registry\n\n* fix: preserve canonical tool validation contracts\n\n---------\n\nCo-authored-by: Maziyar Panahi <5762953+maziyarpanahi@users.noreply.github.com>",
"is_bot": false,
"headline": "Add a canonical callable schema registry (#2050)",
"author_name": "Maziyar Panahi",
"author_login": "maziyarpanahi",
"committed_at": "2026-08-02T21:50:38Z",
"body_truncated": false,
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{
"oid": "44fc4502f9a1d25137ca2114ae57342e812041b9",
"body": "…s (#2005)\n\nAdds an explicit optional YASBD backend while preserving the existing auto/default routing and core dependency set.\n\nCloses #1848",
"is_bot": false,
"headline": "feat: add yasbd backend options for sentence segmentation and analysi…",
"author_name": "Speed K",
"author_login": "speedyk-005",
"committed_at": "2026-08-02T21:24:54Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "c0899ccb0835c78e6929a66b5050473afcf0570c",
"body": null,
"is_bot": false,
"headline": "feat: expose privacy-safe event timeline ordering",
"author_name": "Maziyar Panahi",
"author_login": "maziyarpanahi",
"committed_at": "2026-08-02T21:10:19Z",
"body_truncated": false,
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},
{
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"body": null,
"is_bot": false,
"headline": "fix: preserve risk report span inputs",
"author_name": "Maziyar Panahi",
"author_login": "maziyarpanahi",
"committed_at": "2026-08-02T20:53:47Z",
"body_truncated": false,
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},
{
"oid": "c02e3daf8172271dc918320e20532c2e4b00cff0",
"body": "* Wire daily release gate orchestration\n\n* fix: make wall-time budget test deterministic\n\n---------\n\nCo-authored-by: Maziyar Panahi <5762953+maziyarpanahi@users.noreply.github.com>",
"is_bot": false,
"headline": "Wire daily release gates into staged promotion and rollback (#2045)",
"author_name": "Maziyar Panahi",
"author_login": "maziyarpanahi",
"committed_at": "2026-08-02T20:29:36Z",
"body_truncated": false,
"is_coding_agent": false
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{
"oid": "cba3e362bf51c7512b36ab86a728146acc1309e2",
"body": "…tl-loader\n\nComplete OMOP CDM vocabulary-aware loading",
"is_bot": false,
"headline": "Merge pull request #2061 from maziyarpanahi/feature/om-752-omop-cdm-e…",
"author_name": "Maziyar Panahi",
"author_login": "maziyarpanahi",
"committed_at": "2026-08-02T20:29:01Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "9aa1900971da35d84c4992f5ec12f98560daf94f",
"body": null,
"is_bot": false,
"headline": "feat: decode consistent temporal TLINK graphs",
"author_name": "Maziyar Panahi",
"author_login": "maziyarpanahi",
"committed_at": "2026-08-02T20:18:34Z",
"body_truncated": false,
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{
"oid": "e09b5b89b4de5e19c7b5c695ba1ca9725da71a25",
"body": null,
"is_bot": false,
"headline": "Complete eval consistency metrics",
"author_name": "Maziyar Panahi",
"author_login": "maziyarpanahi",
"committed_at": "2026-08-02T20:06:56Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "6034c234938de5eae84db3bd4f83e10a16d0edf8",
"body": "Add typed TLINK candidate extraction primitives",
"is_bot": false,
"headline": "Merge pull request #2060 from maziyarpanahi/feature/v21-child-1305",
"author_name": "Maziyar Panahi",
"author_login": "maziyarpanahi",
"committed_at": "2026-08-02T19:55:58Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "e3ae844d83a1431c3d633e4de954676804e9d2c6",
"body": "…-card-generator\n\nMark model cards as manifest-generated",
"is_bot": false,
"headline": "Merge pull request #2059 from maziyarpanahi/feature/om-015-auto-model…",
"author_name": "Maziyar Panahi",
"author_login": "maziyarpanahi",
"committed_at": "2026-08-02T19:55:22Z",
"body_truncated": false,
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},
{
"oid": "32dea5fc0f7c17e3566c5014d77e8c9a7ed5f824",
"body": "…ew-packages\n\nComplete the section 4.2 package scaffold",
"is_bot": false,
"headline": "Merge pull request #2041 from maziyarpanahi/feature/om-003-scaffold-n…",
"author_name": "Maziyar Panahi",
"author_login": "maziyarpanahi",
"committed_at": "2026-08-02T19:54:44Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "c414261e9a6d28ae62620b3b2d78850b14409355",
"body": "* feat: add multilingual context cue lexicons\n\n* fix: preserve multilingual recent context cues\n\n---------\n\nCo-authored-by: Maziyar Panahi <5762953+maziyarpanahi@users.noreply.github.com>",
"is_bot": false,
"headline": "Fix multilingual recent ConText section priors (#2056)",
"author_name": "Maziyar Panahi",
"author_login": "maziyarpanahi",
"committed_at": "2026-08-02T19:37:37Z",
"body_truncated": false,
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{
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"body": null,
"is_bot": false,
"headline": "feat: complete OMOP vocabulary-aware loading",
"author_name": "Maziyar Panahi",
"author_login": "maziyarpanahi",
"committed_at": "2026-08-02T19:08:25Z",
"body_truncated": false,
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{
"oid": "808fe246e380d4c3d5e098d2a8a165acf80cfd83",
"body": "Add Postgres OMOP DDL and constraint validation",
"is_bot": false,
"headline": "Merge pull request #2057 from maziyarpanahi/feature/v21-child-1298",
"author_name": "Maziyar Panahi",
"author_login": "maziyarpanahi",
"committed_at": "2026-08-02T18:40:06Z",
"body_truncated": false,
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},
{
"oid": "363e2547d0abd79afdfbc0af4f22040e713484d4",
"body": "* feat: add human-in-the-loop review workflow API\n\nSurface low-confidence and critical extractions for human review and\ncapture reviewer decisions as PHI-safe, JSONL-appendable feedback.\n\n- build_review_queue() turns a DeidentificationResult / PredictionResult\n (or to_dict payload) into a typed Rev\n[…]\nring selection, correction round-trip, and PHI-safety.\n\n* fix: harden review feedback privacy and provenance\n\n---------\n\nCo-authored-by: Maziyar Panahi <5762953+maziyarpanahi@users.noreply.github.com>",
"is_bot": false,
"headline": "feat: add human-in-the-loop review workflow (#2025)",
"author_name": "Maziyar Panahi",
"author_login": "maziyarpanahi",
"committed_at": "2026-08-02T18:39:31Z",
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{
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"body": "…fold-new-packages",
"is_bot": false,
"headline": "Merge remote-tracking branch 'origin/master' into feature/om-003-scaf…",
"author_name": "Maziyar Panahi",
"author_login": "maziyarpanahi",
"committed_at": "2026-08-02T18:37:42Z",
"body_truncated": false,
"is_coding_agent": false
},
{
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"body": null,
"is_bot": false,
"headline": "feat: add temporal TLINK candidate extraction",
"author_name": "Maziyar Panahi",
"author_login": "maziyarpanahi",
"committed_at": "2026-08-02T18:31:37Z",
"body_truncated": false,
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{
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"body": null,
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"headline": "fix: mark manifest-generated model cards",
"author_name": "Maziyar Panahi",
"author_login": "maziyarpanahi",
"committed_at": "2026-08-02T18:15:57Z",
"body_truncated": false,
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{
"oid": "3815346e01b1f038ba816a56900a577f7af88654",
"body": "- Added deterministic mapping of tumor types to OncoTree codes using a user-supplied JSON snapshot.\n- Introduced `load_oncotree` and `map_tumor_type` functions for loading and mapping.\n- Implemented `oncotree_top1_accuracy` metric for evaluating mapping accuracy.\n- Included synthetic test fixtures and unit tests for comprehensive coverage.\n- Updated CHANGELOG to reflect new features and improvements.",
"is_bot": false,
"headline": "feat: implement OncoTree tumor-type mapping and evaluation",
"author_name": "olga.nikolaeva",
"author_login": null,
"committed_at": "2026-08-02T18:07:56Z",
"body_truncated": false,
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},
{
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"body": null,
"is_bot": false,
"headline": "feat: add Postgres OMOP DDL validation",
"author_name": "Maziyar Panahi",
"author_login": "maziyarpanahi",
"committed_at": "2026-08-02T17:38:48Z",
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"body": "Add OMOP replace-by-note loading",
"is_bot": false,
"headline": "Merge pull request #2055 from maziyarpanahi/feature/v21-child-1297",
"author_name": "Maziyar Panahi",
"author_login": "maziyarpanahi",
"committed_at": "2026-08-02T17:20:29Z",
"body_truncated": false,
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},
{
"oid": "e3c2c478c3193948fc175d268134ca719de7e8d2",
"body": "Execute composable clinical MCP pipelines",
"is_bot": false,
"headline": "Merge pull request #2047 from maziyarpanahi/feature/v21-child-1302",
"author_name": "Maziyar Panahi",
"author_login": "maziyarpanahi",
"committed_at": "2026-08-02T17:03:24Z",
"body_truncated": false,
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},
{
"oid": "53617e6094f0a5ec169407b6bdfd5e8cc9d38159",
"body": "Co-authored-by: Maziyar Panahi <5762953+maziyarpanahi@users.noreply.github.com>",
"is_bot": false,
"headline": "feat: add Japanese ConText cue pack (#2022)",
"author_name": "Maziyar Panahi",
"author_login": "maziyarpanahi",
"committed_at": "2026-08-02T17:02:48Z",
"body_truncated": false,
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"oid": "282f71a65c12a0236172eadbb28854374dd7d8f3",
"body": "…tes-overlap-resolution\n\nAlign overlap resolution with canonical label risk policy",
"is_bot": false,
"headline": "Merge pull request #2054 from maziyarpanahi/feature/om-012-quality-ga…",
"author_name": "Maziyar Panahi",
"author_login": "maziyarpanahi",
"committed_at": "2026-08-02T17:02:09Z",
"body_truncated": false,
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},
{
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"body": null,
"is_bot": false,
"headline": "feat: add OMOP replace-by-note loading",
"author_name": "Maziyar Panahi",
"author_login": "maziyarpanahi",
"committed_at": "2026-08-02T16:27:20Z",
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{
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"body": null,
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"headline": "fix: align overlap resolution with label risk policy",
"author_name": "Maziyar Panahi",
"author_login": "maziyarpanahi",
"committed_at": "2026-08-02T16:10:19Z",
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{
"oid": "7d97258fbb959d027ca7ba614db61cc9ec74c9d7",
"body": "# Conflicts:\n#\topenmed/mcp/server.py",
"is_bot": false,
"headline": "Merge remote-tracking branch 'origin/master' into feature/v21-child-1302",
"author_name": "Maziyar Panahi",
"author_login": "maziyarpanahi",
"committed_at": "2026-08-02T15:45:56Z",
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"body": null,
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"status": "partial",
"details": [
{
"code": "public_repos",
"params": {
"count": 40
}
},
{
"code": "account_age_years",
"params": {
"years": 12
}
}
],
"max_points": 25
}
]
},
{
"key": "package_maintenance",
"band": "exceptional",
"name": "Package maintenance",
"note": null,
"notes": [],
"value": 100,
"inputs": {
"packages": [
"openmed"
],
"ecosystems": "pypi",
"any_deprecated": false,
"min_days_since_publish": 6
},
"components": [
{
"key": "published_resolvable",
"name": "Published & resolvable",
"detail": "1 package(s) on pypi",
"points": 25,
"status": "met",
"details": [
{
"code": "packages_published",
"params": {
"count": 1,
"ecosystems": "pypi"
}
}
],
"max_points": 25
},
{
"key": "publish_recency",
"name": "Publish recency",
"detail": "latest publish 6 days ago",
"points": 35,
"status": "met",
"details": [
{
"code": "publish_recency",
"params": {
"days": 6
}
}
],
"max_points": 35
},
{
"key": "version_history",
"name": "Version history",
"detail": "46 published versions",
"points": 20,
"status": "met",
"details": [
{
"code": "published_versions",
"params": {
"count": 46
}
}
],
"max_points": 20
},
{
"key": "not_deprecated",
"name": "Not deprecated",
"detail": "active, not deprecated or yanked",
"points": 20,
"status": "met",
"details": [
{
"code": "package_not_deprecated",
"params": {}
}
],
"max_points": 20
}
]
}
],
"description": "Will the project survive its people — bus factor, responsiveness, who backs it, and package upkeep?"
},
{
"key": "engineering",
"band": "exceptional",
"name": "Engineering Quality",
"value": 100,
"weight": 0.19,
"metrics": [
{
"key": "engineering_practices",
"band": "exceptional",
"name": "Engineering practices",
"note": null,
"notes": [],
"value": 100,
"inputs": {
"has_ci": true,
"has_tests": true,
"has_editorconfig": true,
"has_linter_config": true,
"has_precommit_config": true
},
"components": [
{
"key": "ci_workflows",
"name": "CI workflows",
"detail": "26 workflow(s)",
"points": 24,
"status": "met",
"details": [
{
"code": "ci_workflows",
"params": {
"count": 26
}
}
],
"max_points": 24
},
{
"key": "tests_present",
"name": "Tests present",
"detail": null,
"points": 24,
"status": "met",
"details": [],
"max_points": 24
},
{
"key": "linter_config",
"name": "Linter config",
"detail": null,
"points": 16,
"status": "met",
"details": [],
"max_points": 16
},
{
"key": "pre_commit_hooks",
"name": "Pre-commit hooks",
"detail": null,
"points": 9.6,
"status": "met",
"details": [],
"max_points": 9.6
},
{
"key": "editorconfig",
"name": ".editorconfig",
"detail": null,
"points": 6.4,
"status": "met",
"details": [],
"max_points": 6.4
},
{
"key": "openssf_scorecard_ci_tests",
"name": "OpenSSF Scorecard: CI-Tests",
"detail": "16 out of 16 merged PRs checked by a CI test -- score normalized to 10",
"points": 20,
"status": "met",
"details": [],
"max_points": 20
}
]
},
{
"key": "documentation",
"band": "exceptional",
"name": "Documentation",
"note": null,
"notes": [],
"value": 100,
"inputs": {
"topics": [
"healthcare",
"llm",
"on-device",
"on-premise",
"sovereign-ai",
"mlx",
"swift",
"ios",
"swiftui",
"ner",
"pii",
"pii-detection",
"clinical-nlp",
"hipaa",
"local-llm",
"nlp",
"python",
"skills",
"android",
"javascript"
],
"has_wiki": true,
"homepage": "https://openmed.life/",
"has_readme": true,
"has_docs_dir": true,
"has_description": true
},
"components": [
{
"key": "readme",
"name": "README",
"detail": null,
"points": 30,
"status": "met",
"details": [],
"max_points": 30
},
{
"key": "documentation_directory",
"name": "Documentation directory",
"detail": null,
"points": 25,
"status": "met",
"details": [],
"max_points": 25
},
{
"key": "documentation_homepage_site",
"name": "Documentation / homepage site",
"detail": "https://openmed.life/",
"points": 15,
"status": "met",
"details": [],
"max_points": 15
},
{
"key": "repository_description",
"name": "Repository description",
"detail": null,
"points": 10,
"status": "met",
"details": [],
"max_points": 10
},
{
"key": "topics",
"name": "Topics",
"detail": "20 topics",
"points": 10,
"status": "met",
"details": [
{
"code": "topics_count",
"params": {
"count": 20
}
}
],
"max_points": 10
},
{
"key": "wiki",
"name": "Wiki",
"detail": null,
"points": 10,
"status": "met",
"details": [],
"max_points": 10
}
]
}
],
"description": "Are baseline engineering and documentation practices in place?"
},
{
"key": "security",
"band": "moderate",
"name": "Security",
"value": 62,
"weight": 0.16,
"metrics": [
{
"key": "security_posture",
"band": "moderate",
"name": "Security posture",
"note": null,
"notes": [],
"value": 52,
"inputs": {
"source": "openssf_scorecard",
"checks_evaluated": 18,
"scorecard_version": "v5.5.0",
"checks_inconclusive": 0,
"scorecard_aggregate": 5.2
},
"components": [
{
"key": "binary_artifacts",
"name": "Binary-Artifacts",
"detail": "binaries present in source code",
"points": 6.8,
"status": "partial",
"details": [],
"max_points": 7.5
},
{
"key": "branch_protection",
"name": "Branch-Protection",
"detail": "branch protection not enabled on development/release branches",
"points": 0,
"status": "missed",
"details": [],
"max_points": 7.5
},
{
"key": "ci_tests",
"name": "CI-Tests",
"detail": "16 out of 16 merged PRs checked by a CI test -- score normalized to 10",
"points": 2.5,
"status": "met",
"details": [],
"max_points": 2.5
},
{
"key": "cii_best_practices",
"name": "CII-Best-Practices",
"detail": "no effort to earn an OpenSSF best practices badge detected",
"points": 0,
"status": "missed",
"details": [],
"max_points": 2.5
},
{
"key": "code_review",
"name": "Code-Review",
"detail": "Found 0/16 approved changesets -- score normalized to 0",
"points": 0,
"status": "missed",
"details": [],
"max_points": 7.5
},
{
"key": "contributors",
"name": "Contributors",
"detail": "project has 8 contributing companies or organizations",
"points": 2.5,
"status": "met",
"details": [],
"max_points": 2.5
},
{
"key": "dangerous_workflow",
"name": "Dangerous-Workflow",
"detail": "no dangerous workflow patterns detected",
"points": 10,
"status": "met",
"details": [],
"max_points": 10
},
{
"key": "dependency_update_tool",
"name": "Dependency-Update-Tool",
"detail": "update tool detected",
"points": 7.5,
"status": "met",
"details": [],
"max_points": 7.5
},
{
"key": "fuzzing",
"name": "Fuzzing",
"detail": "project is fuzzed",
"points": 5,
"status": "met",
"details": [],
"max_points": 5
},
{
"key": "license",
"name": "License",
"detail": "license file detected",
"points": 2.5,
"status": "met",
"details": [],
"max_points": 2.5
},
{
"key": "maintained",
"name": "Maintained",
"detail": "30 commit(s) and 30 issue activity found in the last 90 days -- score normalized to 10",
"points": 7.5,
"status": "met",
"details": [],
"max_points": 7.5
},
{
"key": "packaging",
"name": "Packaging",
"detail": "packaging workflow detected",
"points": 5,
"status": "met",
"details": [],
"max_points": 5
},
{
"key": "pinned_dependencies",
"name": "Pinned-Dependencies",
"detail": "dependency not pinned by hash detected -- score normalized to 0",
"points": 0,
"status": "missed",
"details": [],
"max_points": 5
},
{
"key": "sast",
"name": "SAST",
"detail": "SAST tool is not run on all commits -- score normalized to 0",
"points": 0,
"status": "missed",
"details": [],
"max_points": 5
},
{
"key": "security_policy",
"name": "Security-Policy",
"detail": "security policy file detected",
"points": 5,
"status": "met",
"details": [],
"max_points": 5
},
{
"key": "signed_releases",
"name": "Signed-Releases",
"detail": "1 out of the last 5 releases have a total of 1 signed artifacts.",
"points": 0.8,
"status": "partial",
"details": [],
"max_points": 7.5
},
{
"key": "token_permissions",
"name": "Token-Permissions",
"detail": "detected GitHub workflow tokens with excessive permissions",
"points": 0,
"status": "missed",
"details": [],
"max_points": 7.5
},
{
"key": "vulnerabilities",
"name": "Vulnerabilities",
"detail": "36 existing vulnerabilities detected",
"points": 0,
"status": "missed",
"details": [],
"max_points": 7.5
}
]
},
{
"key": "dependency_advisories",
"band": "exceptional",
"name": "Dependency advisories",
"note": "Excluded from scoring (no data or not applicable): No advisories left outstanding. Remaining weights renormalized. Matched the pypi:openmed@2.0.0 runtime dependency closure — what installing the published package pulls in — 4 packages. Reachability is not analyzed.",
"notes": [
{
"code": "excluded_no_data",
"params": {
"components": [
"no_advisories_left_outstanding"
]
}
},
{
"code": "weights_renormalized",
"params": {}
},
{
"code": "advisories_scope_published",
"params": {
"package": "pypi:openmed@2.0.0",
"assessed": 4
}
},
{
"code": "advisories_reachability",
"params": {}
}
],
"value": 100,
"inputs": {
"source": "osv",
"advisories": 0,
"affected_packages": 0,
"assessed_packages": 4,
"unassessed_packages": 0,
"affected_by_severity": "none",
"direct_affected_packages": 0
},
"components": [
{
"key": "direct_dependencies_free_of_known_advisories",
"name": "Direct dependencies free of known advisories",
"detail": "no direct dependency carries a known advisory",
"points": 35,
"status": "met",
"details": [
{
"code": "no_direct_advisories",
"params": {}
}
],
"max_points": 35
},
{
"key": "indirect_dependencies_free_of_known_advisories",
"name": "Indirect dependencies free of known advisories",
"detail": "no indirect dependency carries a known advisory",
"points": 25,
"status": "met",
"details": [
{
"code": "no_indirect_advisories",
"params": {}
}
],
"max_points": 25
},
{
"key": "no_advisories_left_outstanding",
"name": "No advisories left outstanding",
"detail": "no advisory carries a publication date",
"points": 0,
"status": "excluded",
"details": [
{
"code": "advisories_no_publication_date",
"params": {}
}
],
"max_points": 40
}
]
},
{
"key": "malicious_dependencies",
"band": "exceptional",
"name": "Malicious dependencies",
"note": null,
"notes": [],
"value": 100,
"inputs": {
"source": "osv",
"meaning": "reported as a malicious package by the OpenSSF corpus; the remedy is removal or moving off the compromised name, never an upgrade of the same artifact. Versions the registry has since pulled are listed but not scored",
"packages": [],
"red_flag": false,
"assessed_packages": 4,
"malicious_packages": 0,
"direct_malicious_packages": 0,
"withdrawn_malicious_packages": 0,
"installable_malicious_packages": 0
},
"components": [
{
"key": "no_dependency_reported_as_a_malicious_package",
"name": "No dependency reported as a malicious package",
"detail": "no dependency is reported as a malicious package",
"points": 100,
"status": "met",
"details": [
{
"code": "no_malicious_dependencies",
"params": {}
}
],
"max_points": 100
}
]
},
{
"key": "high_risk_jurisdiction_exposure",
"band": "exceptional",
"name": "High-Risk Jurisdiction Exposure",
"note": "Only high-confidence self-published location evidence affects this multiplier. Ambiguous matches are review-only; country evidence is not proof of nationality, citizenship, legal registration, malicious intent, or sanctions status.",
"notes": [
{
"code": "jurisdiction_evidence_limits",
"params": {}
}
],
"value": 100,
"inputs": {
"meaning": "self-published location evidence; not nationality or citizenship",
"red_flag": false,
"exposures": [],
"policy_countries": [
"Russia",
"Iran",
"North Korea"
],
"commit_weight_rule": {
"min_commits": 50,
"min_commit_share": 0.1
},
"review_only_matches": 0,
"below_threshold_exposures": [],
"assessed_self_published_locations": 10
},
"components": [
{
"key": "policy_exposure_multiplier",
"name": "Policy exposure multiplier",
"detail": "no confirmed policy-scope location match",
"points": 100,
"status": "met",
"details": [
{
"code": "jurisdiction_no_match",
"params": {}
}
],
"max_points": 100
}
]
}
],
"description": "Are visible security and supply-chain practices strong, with no malicious dependency and no unresolved high-risk jurisdiction exposure?"
},
{
"key": "ai_readiness",
"band": "excellent",
"name": "AI Readiness",
"value": 83,
"weight": 0.04,
"metrics": [
{
"key": "ai_agent_context",
"band": "excellent",
"name": "Agent context & guidance",
"note": null,
"notes": [],
"value": 85,
"inputs": {
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"legible_history_share": 0.87,
"agent_instruction_files": [
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],
"agent_instruction_max_bytes": 7963
},
"components": [
{
"key": "agent_instructions",
"name": "Agent instructions",
"detail": "AGENTS.md",
"points": 45,
"status": "met",
"details": [
{
"code": "file_list",
"params": {
"files": "AGENTS.md"
}
}
],
"max_points": 45
},
{
"key": "machine_readable_docs_llms_txt",
"name": "Machine-readable docs (llms.txt)",
"detail": null,
"points": 0,
"status": "missed",
"details": [],
"max_points": 15
},
{
"key": "legible_commit_history",
"name": "Legible commit history",
"detail": "87 of 100 human commits state their intent (structured subject or explanatory body)",
"points": 40,
"status": "met",
"details": [
{
"code": "legible_history",
"params": {
"legible": 87,
"sampled": 100
}
}
],
"max_points": 40
}
]
},
{
"key": "ai_verify_loop",
"band": "good",
"name": "Verify loop (build / test / typecheck)",
"note": null,
"notes": [],
"value": 77,
"inputs": {
"has_nix": true,
"has_tests": true,
"lockfiles": [
"package-lock.json",
"uv.lock"
],
"has_dockerfile": true,
"typed_language": false,
"bootstrap_files": [
"Makefile"
],
"has_devcontainer": false,
"has_linter_config": true,
"typecheck_configs": [
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"js/openmedkit-react-native/tsconfig.json",
"js/openmedkit-web/tsconfig.json",
"openmed/py.typed"
],
"agent_commit_share": 0,
"toolchain_manifests": [
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"android/OpenMedScanDemo/app/build.gradle.kts",
"android/build.gradle.kts",
"android/openmedkit/build.gradle.kts",
"clients/go/go.mod"
],
"dependency_bot_commit_share": 0
},
"components": [
{
"key": "one_command_bootstrap",
"name": "One-command bootstrap",
"detail": "Makefile",
"points": 18,
"status": "met",
"details": [
{
"code": "file_list",
"params": {
"files": "Makefile"
}
}
],
"max_points": 18
},
{
"key": "automated_tests",
"name": "Automated tests",
"detail": null,
"points": 22,
"status": "met",
"details": [],
"max_points": 22
},
{
"key": "lint_format_config",
"name": "Lint / format config",
"detail": null,
"points": 11,
"status": "met",
"details": [],
"max_points": 11
},
{
"key": "static_type_checking",
"name": "Static type checking",
"detail": "clients/typescript/tsconfig.json, js/openmedkit-react-native/tsconfig.json, js/openmedkit-web/tsconfig.json, openmed/py.typed",
"points": 11,
"status": "met",
"details": [
{
"code": "file_list",
"params": {
"files": "clients/typescript/tsconfig.json, js/openmedkit-react-native/tsconfig.json, js/openmedkit-web/tsconfig.json, openmed/py.typed"
}
}
],
"max_points": 11
},
{
"key": "reproducible_environment",
"name": "Reproducible environment",
"detail": "Dockerfile, Nix, lockfile",
"points": 10,
"status": "met",
"details": [
{
"code": "file_list",
"params": {
"files": "Dockerfile, Nix, lockfile"
}
}
],
"max_points": 10
},
{
"key": "demonstrated_agent_practice",
"name": "Demonstrated agent practice",
"detail": "no agent-authored commits among the last 100",
"points": 0,
"status": "missed",
"details": [
{
"code": "no_agent_authored_commits",
"params": {
"sampled": 100
}
}
],
"max_points": 10
},
{
"key": "automated_maintenance",
"name": "Automated maintenance",
"detail": "dependency automation configured, none observed in the sampled commits",
"points": 5,
"status": "partial",
"details": [
{
"code": "dependency_bot_config_only",
"params": {}
}
],
"max_points": 8
},
{
"key": "openssf_scorecard_pinned_dependencies",
"name": "OpenSSF Scorecard: Pinned-Dependencies",
"detail": "dependency not pinned by hash detected -- score normalized to 0",
"points": 0,
"status": "missed",
"details": [],
"max_points": 10
}
]
},
{
"key": "ai_code_legibility",
"band": "excellent",
"name": "Code legibility for models",
"note": null,
"notes": [],
"value": 81,
"inputs": {
"primary_language": "Python",
"largest_source_bytes": 365758,
"source_files_sampled": 1440,
"oversized_source_files": 28
},
"components": [
{
"key": "type_checkable_code",
"name": "Type-checkable code",
"detail": "Python with type-check config (clients/typescript/tsconfig.json, js/openmedkit-react-native/tsconfig.json, js/openmedkit-web/tsconfig.json, openmed/py.typed)",
"points": 27,
"status": "partial",
"details": [
{
"code": "typecheck_config_language",
"params": {
"files": "clients/typescript/tsconfig.json, js/openmedkit-react-native/tsconfig.json, js/openmedkit-web/tsconfig.json, openmed/py.typed",
"language": "Python"
}
}
],
"max_points": 45
},
{
"key": "manageable_file_sizes",
"name": "Manageable file sizes",
"detail": "28/1440 source files over 60KB",
"points": 53.9,
"status": "partial",
"details": [
{
"code": "oversized_source_files",
"params": {
"kb": 60,
"sampled": 1440,
"oversized": 28
}
}
],
"max_points": 55
}
]
},
{
"key": "ai_interfaces",
"band": "exceptional",
"name": "Machine-readable interfaces",
"note": null,
"notes": [],
"value": 100,
"inputs": {
"example_dirs": [
"examples",
"notebooks"
],
"has_mcp_signal": true,
"api_schema_files": [
"docs/api/openapi.json",
"openmed/service/proto/openmed.proto"
]
},
"components": [
{
"key": "api_schema_openapi_graphql_proto",
"name": "API schema (OpenAPI/GraphQL/proto)",
"detail": "docs/api/openapi.json, openmed/service/proto/openmed.proto",
"points": 40,
"status": "met",
"details": [
{
"code": "file_list",
"params": {
"files": "docs/api/openapi.json, openmed/service/proto/openmed.proto"
}
}
],
"max_points": 40
},
{
"key": "mcp_server",
"name": "MCP server",
"detail": null,
"points": 20,
"status": "met",
"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? Carries a deliberately small weight: agent tooling is a real maintenance signal, but its absence must never gate the top of the scale (calibration saturates at raw 91, so 100/100 remains reachable with AI Readiness at zero)."
}
],
"classification": {
"top": [
"library",
"application"
],
"labels": [
"network-service",
"cli",
"mobile",
"library"
],
"scores": {
"cli": 10,
"mobile": 6,
"library": 6,
"mcp-server": 3,
"network-service": 10
},
"primary": "network-service",
"evidence": [
{
"tier": "declared",
"label": "cli",
"source": "pypi.console_scripts",
"weight": 10
},
{
"tier": "distribution",
"label": "library",
"source": "registry:pypi",
"weight": 6
},
{
"tier": "structure",
"label": "mobile",
"source": "tree.android_manifest",
"weight": 6
},
{
"tier": "structure",
"label": "network-service",
"source": "tree.helm",
"weight": 4
},
{
"tier": "structure",
"label": "mcp-server",
"source": "mcp_signal",
"weight": 3
},
{
"tier": "structure",
"label": "network-service",
"source": "api_schema",
"weight": 3
},
{
"tier": "structure",
"label": "network-service",
"source": "tree.compose",
"weight": 3
}
],
"artifacts": [
{
"path": "pyproject.toml",
"labels": [
"cli"
],
"ecosystem": "pypi"
}
],
"confidence": "medium",
"host_extension": false,
"runs_as_process": true,
"consumed_by_code": true
},
"metrics_version": "2.5.0"
},
"warnings": [
"Star history unavailable: GitHub GraphQL error: Resource not accessible by personal access token",
"GitHub dependency-graph SBOM unavailable (404); the dependency graph may be disabled for this repository"
],
"report_type": "repository",
"generated_at": "2026-08-04T02:14:33.635247Z",
"schema_version": "0.30.0",
"badge_url": "https://raw.githubusercontent.com/inspect-software/badges/main/v1/m/maziyarpanahi/openmed.svg",
"full_name": "maziyarpanahi/openmed",
"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 v2.5.0, schema v0.30.0 — full methodology · metrics wiki.
How one result sits in the wider record: aggregate statistics — PyPI.