Public record
Software health reportschema 0.26.0 · metrics 1.13.0 · 2026-07-22 19:08 UTC

nathanramoscfa / roadmodel

Recommends the right AI model, platform, and settings for any prompt — grounded in public benchmarks and per-category ratings. BYO-key CLI, MCP server, and web app.

Python · TypeScriptApache-2.0★ 1 star⑂ 1 forksince May 2026View on GitHub ↗

nathanramoscfa/roadmodel holds a health index of 61 out of 100, placing it in the Moderate band. It scores highest on Engineering Quality (86/100) and lowest on Security (41/100). It was last updated today. A single contributor accounts for most of its recent work.

61
overall / 100
Moderate

Software 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.

61
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)
VitalityCommunity &AdoptionSustainability &GovernanceEngineeringQualitySecurityAI Readiness

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

Nathan Ramos, CFAPersonal account
25 followers21 public repossince Jun 2021

This repository is owned by a personal account. A single-owner project carries more continuity risk than an organization-backed one.

Package ecosystems

RegistryPackageVersionDownloads / moVersionsLast publishTags
PyPIroadmodel0.2.29-340 days agoaianthropiccligeminillmmodel-selectionopenai

Metrics by category

Vitality

Is the project alive — is code being written and are releases shipping?

76Good · 22% of overall
How it's scored
36/36Push recency — last push 0 days ago
7.6/36Commit cadence — 11/52 weeks with commits
18/18Commit volume — 391 commits in the last year
0/10OpenSSF Scorecard: Maintained — project was created within the last 90 days. Please review its contents carefully
Inputs used
commits_last_year391
human_commit_share0.83
days_since_last_push0
active_weeks_last_year11
How it's scored
27/27Ships releases — 36 releases published
36/36Release recency — latest release 0 days ago
27/27Release cadence — a release every ~1.9 days
8/10OpenSSF Scorecard: Signed-Releases — 5 out of the last 5 releases have a total of 5 signed artifacts.
Inputs used
releases_count36
latest_release_tagv0.2.29
releases_from_tagsno
days_since_latest_release0
mean_days_between_releases1.9

Community & Adoption

Does the project have users, downloads, attention, and a welcoming setup for contributors?

43At risk · 18% of overall
How it's scored
0/60Stars — 1 stars
0/25Forks — 1 forks
0/15Watchers — 0 watchers
Inputs used
forks1
stars1
watchers0
growth_stateunverified
growth_factor_pct100
growth_unverified_reasonno_history

Community health

92Excellent
How it's scored
22.5/22.5README
22.5/22.5License — recognized license (Apache-2.0)
18/18CONTRIBUTING guide
13.5/13.5Code of conduct
0/7.2Issue template
6.3/6.3PR template
Inputs used
has_readmeyes
has_licenseyes
has_contributingyes
has_issue_templateno
has_code_of_conductyes
has_pull_request_templateyes

Sustainability & Governance

Will the project survive its people — bus factor, responsiveness, who backs it, and package upkeep?

54Moderate · 24% of overall
How it's scored
9/54Bus factor — 1 contributor(s) cover half of all commits
0/22.5Commit distribution — top contributor authored 100% of commits
1.4/13.5Contributor breadth — 1 contributors
0/10OpenSSF Scorecard: Contributors — project has 0 contributing companies or organizations -- score normalized to 0
Inputs used
bus_factor1
contributors_sampled1
top_contributor_share1
How it's scored
34.9/46.8Issue resolution — 75% of issues closed
37.1/38.3PR acceptance — 354/365 decided PRs merged
0/15OpenSSF Scorecard: Code-Review — Found 0/30 approved changesets -- score normalized to 0
Inputs used
merged_prs354
open_issues24
closed_issues71
issue_closed_ratio0.747
closed_unmerged_prs11
How it's scored
10/30Ownership backing — personal (user) account
0/20Verified domain — not applicable to user accounts
10.2/25Owner reach — 25 followers of nathanramoscfa
19.9/25Track record — 21 public repos, account ~5 yr old
Inputs used
followers25
owner_typeUser
is_verified
owner_loginnathanramoscfa
public_repos21
account_age_days1,854
Excluded from scoring (no data or not applicable): Verified domain. Remaining weights renormalized.
How it's scored
25/25Published & resolvable — 1 package(s) on pypi
35/35Publish recency — latest publish 0 days ago
20/20Version history — 34 published versions
20/20Not deprecated — active, not deprecated or yanked
Inputs used
packagesroadmodel
ecosystemspypi
any_deprecatedno
min_days_since_publish0

Engineering Quality

Are baseline engineering and documentation practices in place?

86Excellent · 20% of overall
How it's scored
24/24CI workflows — 14 workflow(s)
24/24Tests present
16/16Linter config — .eslintrc.json
0/9.6Pre-commit hooks
0/6.4.editorconfig
20/20OpenSSF Scorecard: CI-Tests — 30 out of 30 merged PRs checked by a CI test -- score normalized to 10
Inputs used
has_ciyes
has_testsyes
has_editorconfigno
has_linter_configyes
has_precommit_configno

Documentation

90Excellent
How it's scored
30/30README
25/25Documentation directory
15/15Documentation / homepage site — https://roadmodel-web.vercel.app
10/10Repository description
0/10Topics
10/10Wiki
Inputs used
topics
has_wikiyes
homepagehttps://roadmodel-web.vercel.app
has_readmeyes
has_docs_diryes
has_descriptionyes

Security

Are visible security and supply-chain practices strong, without unresolved high-risk jurisdiction exposure?

41At risk · 16% of overall
How it's scored
7.5/7.5Binary-Artifacts — no binaries found in the repo
0/7.5Branch-Protection — no data
2.5/2.5CI-Tests — 30 out of 30 merged PRs checked by a CI test -- score normalized to 10
0/2.5CII-Best-Practices — no effort to earn an OpenSSF best practices badge detected
0/7.5Code-Review — Found 0/30 approved changesets -- score normalized to 0
0/2.5Contributors — project has 0 contributing companies or organizations -- score normalized to 0
10/10Dangerous-Workflow — no dangerous workflow patterns detected
0/7.5Dependency-Update-Tool — no update tool detected
0/5Fuzzing — project is not fuzzed
2.5/2.5License — license file detected
0/7.5Maintained — project was created within the last 90 days. Please review its contents carefully
5/5Packaging — packaging workflow detected
0.5/5Pinned-Dependencies — dependency not pinned by hash detected -- score normalized to 1
0/5SAST — SAST tool is not run on all commits -- score normalized to 0
5/5Security-Policy — security policy file detected
6/7.5Signed-Releases — 5 out of the last 5 releases have a total of 5 signed artifacts.
0/7.5Token-Permissions — detected GitHub workflow tokens with excessive permissions
0.8/7.5Vulnerabilities — 9 existing vulnerabilities detected
Inputs used
sourceopenssf_scorecard
checks_evaluated17
scorecard_versionv5.5.0
checks_inconclusive1
scorecard_aggregate4.1
Excluded from scoring (no data or not applicable): branch_protection. Remaining weights renormalized.

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.

53Moderate · 0% of overall
How it's scored
0/45Agent instructions — no CLAUDE.md / AGENTS.md / editor rules
0/15Machine-readable docs (llms.txt)
40/40Legible commit history — 83 of 83 human commits state their intent (structured subject or explanatory body)
Inputs used
has_llms_txtno
legible_history_share1
agent_instruction_files
agent_instruction_max_bytes
How it's scored
0/18One-command bootstrap
22/22Automated tests
11/11Lint / format config — .eslintrc.json
11/11Static type checking — web/tsconfig.json
10/10Reproducible environment — Dockerfile, lockfile
10/10Demonstrated agent practice — 84 of the last 100 commits agent-authored or agent-credited
0/8Automated maintenance — no automated dependency updates observed
1/10OpenSSF Scorecard: Pinned-Dependencies — dependency not pinned by hash detected -- score normalized to 1
Inputs used
has_nixno
has_testsyes
lockfilespackage-lock.json
has_dockerfileyes
typed_languageno
bootstrap_files
has_devcontainerno
has_linter_configyes
typecheck_configsweb/tsconfig.json
agent_commit_share0.84
toolchain_manifests
dependency_bot_commit_share0
How it's scored
27/45Type-checkable code — Python with type-check config (web/tsconfig.json)
55/55Manageable file sizes — 0/237 source files over 60KB
Inputs used
primary_languagePython
largest_source_bytes51,420
source_files_sampled237
oversized_source_files0
How it's scored
0/40API schema (OpenAPI/GraphQL/proto)
20/20MCP server
0/40Runnable examples
Inputs used
example_dirs
has_mcp_signalyes
api_schema_files

Key facts

1GitHub stars
1contributors
391commits, last 12 months
0days since last push
36releases
1bus factor
24open issues
npm, PyPIpackage ecosystems

Data collection warnings

  • Star history unavailable: GitHub GraphQL error: Resource not accessible by personal access token
  • Could not fetch pypi package 'roadmodel-service' from its registry
  • GitHub dependency-graph SBOM unavailable (404); the dependency graph may be disabled for this repository
  • deps.dev does not index pypi:roadmodel@0.2.29; advisories assessed against the repository dependency graph instead

More detail

OpenSSF Scorecard 4.1 / 10
4.1aggregate

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).Scorecard v5.5.0 · 2026-07-22 19:07 UTC

10Binary-Artifactsno binaries found in the repo
n/aBranch-Protectioninternal error: error during branchesHandler.setup: internal error: some github tokens can't read classic branch protection rules: https://github.com/ossf/scorecard-action/blob/main/docs/authentication/fine-grained-auth-token.md
10CI-Tests30 out of 30 merged PRs checked by a CI test -- score normalized to 10
0CII-Best-Practicesno effort to earn an OpenSSF best practices badge detected
0Code-ReviewFound 0/30 approved changesets -- score normalized to 0
0Contributorsproject has 0 contributing companies or organizations -- score normalized to 0
10Dangerous-Workflowno dangerous workflow patterns detected
0Dependency-Update-Toolno update tool detected
0Fuzzingproject is not fuzzed
10Licenselicense file detected
0Maintainedproject was created within the last 90 days. Please review its contents carefully
10Packagingpackaging workflow detected
1Pinned-Dependenciesdependency not pinned by hash detected -- score normalized to 1
0SASTSAST tool is not run on all commits -- score normalized to 0
10Security-Policysecurity policy file detected
8Signed-Releases5 out of the last 5 releases have a total of 5 signed artifacts.
0Token-Permissionsdetected GitHub workflow tokens with excessive permissions
1Vulnerabilities9 existing vulnerabilities detected
Direct dependencies 15
RegistryPackageVersion constraintManifest
PyPIclick>=8.3.3pyproject.toml
PyPIroadmodel>=0.2.29,<0.3service/pyproject.toml
PyPIfastapi>=0.110service/pyproject.toml
PyPIuvicorn>=0.27service/pyproject.toml
PyPIpydantic>=2.6service/pyproject.toml
npm@google/genai^2.6.0web/package.json
npm@supabase/ssr^0.10.3web/package.json
npm@supabase/supabase-js^2.106.0web/package.json
npm@upstash/ratelimit^2.0.8web/package.json
npm@upstash/redis^1.38.0web/package.json
npmlucide-react^0.511.0web/package.json
npmnext^15.3.2web/package.json
npmreact^19.1.0web/package.json
npmreact-dom^19.1.0web/package.json
npmzod^3.25.28web/package.json
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

Raw JSON report machine-readable
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        {
          "oid": "abfe10fed33b3b85daaf7f8193e193f0ad16e99a",
          "body": "… pick (#487)\n\nRoot cause of the self-contradictory \"Fable 5 is the strongest model your\ndeclared access can run; Claude Fable 5 was outside your access and was not\nrecommendable\" rationale — a DETERMINISTIC AccessGuard rewrite, not the engine:\n\n- The engine emits \"Claude Fable 5\" (maker prefix) but\n[…]\n root cause.\n\nRegression tests: is_accessible(\"Claude Opus\") is True; enforce() leaves a\nmaker-prefixed accessible pick untouched.\n\nCo-authored-by: Claude Opus 4.8 (1M context) <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "fix(service): AccessGuard no longer self-substitutes a maker-prefixed…",
          "author_name": "Nathan Ramos, CFA",
          "author_login": "nathanramoscfa",
          "committed_at": "2026-07-22T17:59:18Z",
          "body_truncated": true,
          "is_coding_agent": true
        },
        {
          "oid": "0dd79c26ac5bfce0bdfb8c6309558da768bc890c",
          "body": "* chore(service): bump roadmodel floor to >=0.2.29\n\nPulls the 0.2.29 rationale fix (no self-contradictory \"returned pick is\noutside your access\" narration) into the deployed service.\n\nCo-Authored-By: Claude Opus 4.8 (1M context) <noreply@anthropic.com>\n\n* chore: re-trigger CI after PyPI 0.2.29 propagation\n\n---------\n\nCo-authored-by: Claude Opus 4.8 (1M context) <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "chore(service): bump roadmodel floor to >=0.2.29 (#485)",
          "author_name": "Nathan Ramos, CFA",
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          "committed_at": "2026-07-22T17:44:07Z",
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          "is_coding_agent": true
        },
        {
          "oid": "f49acb6c3d5204b96b4cff4ded7739eb72756bc2",
          "body": "…ss (0.2.29) (#484)\n\nThe <availability-context> substitution example literally used \"Fable 5\" as its\nunavailable-model example, so when the engine picked Fable 5 it parroted the\nexample verbatim — producing the self-contradictory rationale seen in prod\n(\"Fable 5 is the strongest fit ... Fable 5 was \n[…]\n rationales, contradiction gone. Version 0.2.29;\nmodel-selector.md regenerated. Service floor bump follows after the PyPI publish.\n\nCo-authored-by: Claude Opus 4.8 (1M context) <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "fix: rationale never calls the returned pick unavailable/outside-acce…",
          "author_name": "Nathan Ramos, CFA",
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          "committed_at": "2026-07-22T17:33:35Z",
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        },
        {
          "oid": "9bf2693e1f69a67d31065164811f26ec56c60300",
          "body": "Pulls the 0.2.28 engine into the deployed service: the RUN->EFFORT rationale\nrename (\"Why this effort\") + the Opus 4.8 frontier-anchor fix. Separate PR\nafter the PyPI publish so the Vercel preview can resolve the version.\n\nCo-authored-by: Claude Opus 4.8 (1M context) <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "chore(service): bump roadmodel floor to >=0.2.28 (#482)",
          "author_name": "Nathan Ramos, CFA",
          "author_login": "nathanramoscfa",
          "committed_at": "2026-07-21T22:09:18Z",
          "body_truncated": false,
          "is_coding_agent": true
        },
        {
          "oid": "bb6a6952d041a29eb5255c6305e1b9a7893fc914",
          "body": "…r (0.2.28) (#481)\n\nStage 2 of the /recommend declutter + the ladder fix.\n\nWhy this effort (RUN -> EFFORT):\n- The recommender answers WHAT to run + with which settings, not HOW to run\n  it. The third labelled RATIONALE segment is repurposed from RUN: (funding /\n  how-to-invoke) to EFFORT: — a justif\n[…]\nersion 0.2.28; docs/model-selector.md regenerated. Service floor bump to\n>=0.2.28 follows in a separate PR after the PyPI publish.\n\nCo-authored-by: Claude Opus 4.8 (1M context) <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "feat: rationale 'Why this effort' (RUN->EFFORT) + Opus frontier ancho…",
          "author_name": "Nathan Ramos, CFA",
          "author_login": "nathanramoscfa",
          "committed_at": "2026-07-21T22:00:08Z",
          "body_truncated": true,
          "is_coding_agent": true
        },
        {
          "oid": "7ba575e81f5088b4175345900046745e15c57192",
          "body": "Added mention of 2.1.216's sandbox.filesystem.disabled setting to the claude-code method's best-for text, extending the existing versioned change log there. Versions 2.1.211-2.1.215 were already covered in the current best-for content and produced no additional edits. No changes to <thinking-context\n[…]\n no-op: --forward-subagent-text flag and CLAUDE_CODE_FORWARD_SUBAGENT_TEXT env var already documented in existing best-for text.\n\nCo-authored-by: roadmodel-bot <roadmodel-bot@users.noreply.github.com>",
          "is_bot": true,
          "headline": "Automated Claude Code refresh: 2026-07-21 (#477)",
          "author_name": "roadmodel-cron-bot[bot]",
          "author_login": "roadmodel-cron-bot[bot]",
          "committed_at": "2026-07-21T17:43:48Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "f49107e05951ffe460bee1786c0db85b103b7d0e",
          "body": "…ackup (#476)\n\nroadmodel answers WHAT to run + with which settings, not HOW to run it —\nthe user knows how to run the model. Stage 1 (frontend-only) of the\ndeclutter:\n\n- WhyDisclosure: drop the engine's third \"run\" rationale segment (\"How to\n  run it\": funding/how-to-invoke) from the \"Why {model}?\" \n[…]\n assert the \"How to run it\" heading + text are gone.\n\nFocus stays on model, platform, effort, and thinking — not run instructions.\n\nCo-authored-by: Claude Opus 4.8 (1M context) <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "feat(web): declutter /recommend output — drop \"how to run it\", trim b…",
          "author_name": "Nathan Ramos, CFA",
          "author_login": "nathanramoscfa",
          "committed_at": "2026-07-21T01:20:12Z",
          "body_truncated": true,
          "is_coding_agent": true
        },
        {
          "oid": "87a74aa52652343ef16630891b0f3a3237afebf3",
          "body": "…=0) (#470)\n\ngpt-5* at default effort reasons ~33s and can empty the output budget; minimal\n(tb=0 -> reasoning.effort=minimal per #469) runs ~7s, the validated fast/cheap\nanon config. (The harness itself shipped via #469's index carry-over.)\n\nCo-authored-by: Claude Opus 4.8 (1M context) <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "tooling: run gpt-5 eval engines at minimal reasoning (thinking_budget…",
          "author_name": "Nathan Ramos, CFA",
          "author_login": "nathanramoscfa",
          "committed_at": "2026-07-20T03:33:51Z",
          "body_truncated": false,
          "is_coding_agent": true
        },
        {
          "oid": "d2edbd6665a3782cda02ed3f1ad24cf07c327910",
          "body": "…#474)\n\nCompletes the eval-backed engine cutover (anon canary verified in prod).\nresolveRecommenderEngine's frontier branch now returns gpt-5-mini on the\nOpenAI key (force_provider openai-gpt-5-mini) instead of gemini-2.5-pro —\nthe 2026-07-19 differential eval (scripts/eval_recommend_engines.py) gav\n[…]\nc.ts: assert the new frontier\n  engine / generated-by label\n- engine-overrides.ts: note both tiers now share the gpt-5-mini engine\n\nCo-authored-by: Claude Opus 4.8 (1M context) <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "feat(web): flip signed-in frontier recommender engine to GPT-5 mini (…",
          "author_name": "Nathan Ramos, CFA",
          "author_login": "nathanramoscfa",
          "committed_at": "2026-07-20T02:59:09Z",
          "body_truncated": true,
          "is_coding_agent": true
        },
        {
          "oid": "97fdc256a0a6b510e4b9243f43df50b9a7eaba89",
          "body": "…er) (#472)\n\nEval-backed engine move (differential harness): GPT-5 mini has the best\ninstruction-adherence (1.0 no-cost-demotion vs Gemini 0.83-0.92), is structurally\nflawless, and is ~3x cheaper with OpenAI automatic prefix caching (~$0.005/call).\n\n- service: add 'openai-gpt-5-mini' to _PROVIDER_HI\n[…]\ngpt-5-mini to ENGINE_RATES.\n\nCanary-first: this flips only the anon tier. Verify cost + adherence in prod,\nthen flip the frontier.\n\nCo-authored-by: Claude Opus 4.8 (1M context) <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "feat(recommend): canary the recommender engine to GPT-5 mini (anon ti…",
          "author_name": "Nathan Ramos, CFA",
          "author_login": "nathanramoscfa",
          "committed_at": "2026-07-19T21:56:15Z",
          "body_truncated": true,
          "is_coding_agent": true
        },
        {
          "oid": "65c7349fb9fd51ba7f5a87cabdc99d48a9b3059a",
          "body": "Carries the OpenAI provider reasoning.effort fix (#469) to PyPI so the service\ncan use GPT-5 mini as a recommender engine. Bumps 0.2.26 -> 0.2.27 (pyproject +\n__init__ + packaging test). Service floor bump lands in a follow-up after publish\n(the service Vercel preview resolves roadmodel from PyPI).\n\nCo-authored-by: Claude Opus 4.8 (1M context) <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "chore(release): roadmodel 0.2.27 (#471)",
          "author_name": "Nathan Ramos, CFA",
          "author_login": "nathanramoscfa",
          "committed_at": "2026-07-19T21:45:18Z",
          "body_truncated": false,
          "is_coding_agent": true
        },
        {
          "oid": "73f3240cb8871fcfa39ad072511c849f15e0563a",
          "body": "…size (#468)\n\nThe per-call engine-cost ledger used STATIC_PROMPT_TOKENS=20000, but the real\nheader+selector+tier-cost prompt measures ~39,526 tokens (google\nusage_metadata.prompt_token_count, 2026-07). So audit_log.cost_usd — and the\ndaily spend-guard (web/lib/spend-guard.ts) that returns 503 at the\n[…]\nince Gemini implicit caching is present but unreliable per\nthe probe). Real cached-token capture from the provider is a follow-up.\n\nCo-authored-by: Claude Opus 4.8 (1M context) <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "fix(web): correct engine-cost estimate to the measured ~39.5k prompt …",
          "author_name": "Nathan Ramos, CFA",
          "author_login": "nathanramoscfa",
          "committed_at": "2026-07-19T20:34:58Z",
          "body_truncated": true,
          "is_coding_agent": true
        },
        {
          "oid": "406272a260b3b5dfcc12f6c80fc39ace15fc0b73",
          "body": "…text (#469)\n\nOpenAI reasoning models (gpt-5*) count reasoning tokens against\nmax_output_tokens. The provider set max_output_tokens but never capped\nreasoning, so on a real recommend call the reasoning consumed the ENTIRE budget\nand returned NO visible text (observed: gpt-5-mini 32s, empty output) —\n[…]\natic prefix caching). Temperature stays unforwarded\n(reasoning models reject it); Gemini-only thinking_config keys are never sent.\n\nCo-authored-by: Claude Opus 4.8 (1M context) <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "fix(providers): cap reasoning.effort on gpt-5* models so they return …",
          "author_name": "Nathan Ramos, CFA",
          "author_login": "nathanramoscfa",
          "committed_at": "2026-07-19T20:13:08Z",
          "body_truncated": true,
          "is_coding_agent": true
        },
        {
          "oid": "837ba73383ba63748c9d0516cc854a0052245340",
          "body": "No changes detected. The current selector's OpenAI/Codex reasoning-effort content already matches <docs_facts> exactly: the thinking-context OpenAI bullet enumerates minimal/low/medium/high/xhigh (noting the plan-mode `none` variant), and the output mapping covers minimal→Off, low→Low, medium→Medium\n[…]\nsity vocabularies which are out of scope for the reasoning-effort narrative and were intentionally not surfaced in the selector.\n\nCo-authored-by: roadmodel-bot <roadmodel-bot@users.noreply.github.com>",
          "is_bot": true,
          "headline": "Automated Codex refresh: 2026-07-19 (#465)",
          "author_name": "roadmodel-cron-bot[bot]",
          "author_login": "roadmodel-cron-bot[bot]",
          "committed_at": "2026-07-19T18:29:48Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "4c9e6260a233b0e6a665329e41fb9db4285ac4aa",
          "body": "…ill (#464)\n\nThe rounded-full accent pills on the /recommend matrix wrapped long labels\n(\"ChatGPT (web / desktop)\", \"Claude Code · Extra high\") inside the balloon on\nnarrow columns, hurting readability. Drop the pill chrome (rounded bg + padding)\nand render the platform as plain accent-colored subti\n[…]\next with leading-snug,\nso a long label flows to a clean second line instead of a two-line balloon. No\ndata hidden; works on touch.\n\nCo-authored-by: Claude Opus 4.8 (1M context) <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "fix(web): render pick/backup platform as plain text, not a wrapping p…",
          "author_name": "Nathan Ramos, CFA",
          "author_login": "nathanramoscfa",
          "committed_at": "2026-07-19T17:56:25Z",
          "body_truncated": true,
          "is_coding_agent": true
        },
        {
          "oid": "dc1b0f205d395129b4e23b33b13bcae491a1cf96",
          "body": "Processed Claude Code CHANGELOG versions 2.1.210–2.1.215. All five entries are Claude Code polish (bug fixes, tool-call elapsed-time counter, `--forward-subagent-text` flag, `/fork`/`/subtask`/`/resume` background sessions, EndConversation tool, Podman daemon-redirect prompts, `/verify` and `/code-r\n[…]\nntion the live elapsed-time counter on long-running tool calls and the Write/NotebookEdit/Glob permission-rule startup warnings.\n\nCo-authored-by: roadmodel-bot <roadmodel-bot@users.noreply.github.com>",
          "is_bot": true,
          "headline": "Automated Claude Code refresh: 2026-07-19 (#463)",
          "author_name": "roadmodel-cron-bot[bot]",
          "author_login": "roadmodel-cron-bot[bot]",
          "committed_at": "2026-07-19T17:35:37Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "324d4c517cfdcfd556a5da284fdd36daa4dee86b",
          "body": "Adds a /docs section: effort is a separate axis from model choice; roadmodel\nkeeps it high and lowers it only when it saves real cost, so each pick can run\nat full effort while differing by model. Documents the Settings control\n(Automatic / Always maximum / Scale to save budget) and notes the backup follows\nthe same setting.\n\nCo-authored-by: Claude Opus 4.8 (1M context) <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "docs(web): explain the Reasoning effort setting (#461)",
          "author_name": "Nathan Ramos, CFA",
          "author_login": "nathanramoscfa",
          "committed_at": "2026-07-19T16:27:42Z",
          "body_truncated": false,
          "is_coding_agent": true
        },
        {
          "oid": "71903f8bf6688564e05cdb7e765b0abb57edcb86",
          "body": "* chore(service): floor roadmodel[recommend]>=0.2.26\n\n0.2.26 is now on PyPI, so the service can require it — this is what actually\ncarries the backup backstop + OpenAI-API display fix to prod (they ship via the\npackage, not service code). Split from the release PR because bumping the floor\nbefore pu\n[…]\nore: retrigger CI (PyPI 0.2.26 index propagation)\n\nCo-Authored-By: Claude Opus 4.8 (1M context) <noreply@anthropic.com>\n\n---------\n\nCo-authored-by: Claude Opus 4.8 (1M context) <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "chore(service): floor roadmodel[recommend]>=0.2.26 (#460)",
          "author_name": "Nathan Ramos, CFA",
          "author_login": "nathanramoscfa",
          "committed_at": "2026-07-19T15:51:56Z",
          "body_truncated": true,
          "is_coding_agent": true
        },
        {
          "oid": "0afd8d0ae5efa6c14e0e2511211fa1f6cb97fc3c",
          "body": "Carries the merged package changes to PyPI so the recommender service can pick\nthem up (they reach prod only via release, not merge):\n- Backup backstop: benched / region-blocked cross-provider backups rejected\n  deterministically (+ cost.model_jurisdiction / cost.model_id_of).\n- OpenAI direct API re\n[…]\nLLOW-UP PR after 0.2.26 is on PyPI —\nbumping it here fails the service's Vercel preview (uv can't resolve an\nunpublished version).\n\nCo-authored-by: Claude Opus 4.8 (1M context) <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "chore(release): roadmodel 0.2.26 (#459)",
          "author_name": "Nathan Ramos, CFA",
          "author_login": "nathanramoscfa",
          "committed_at": "2026-07-19T15:41:24Z",
          "body_truncated": true,
          "is_coding_agent": true
        },
        {
          "oid": "2b0039a785ba78984fec928d0ee9c05cc4b0097c",
          "body": "* feat(recommend): consumption-headroom effort axis (keep effort maxed when it costs nothing)\n\nReasoning EFFORT and capability TIER are separate axes, but the\nbudget-priority ladder scaled both down together for the Cost pick. Scaling\neffort only helps when effort actually costs the user something —\n[…]\nict[str,str]) with _resolve_id's str|None return.\n\nCo-Authored-By: Claude Opus 4.8 (1M context) <noreply@anthropic.com>\n\n---------\n\nCo-authored-by: Claude Opus 4.8 (1M context) <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "feat(recommend): consumption-headroom effort axis (#457)",
          "author_name": "Nathan Ramos, CFA",
          "author_login": "nathanramoscfa",
          "committed_at": "2026-07-19T06:48:11Z",
          "body_truncated": true,
          "is_coding_agent": true
        },
        {
          "oid": "8247c87ba414b37f1170dfa4133de3a3ec52942e",
          "body": "… cross-provider backups (#456)\n\n* fix(recommend): deterministic jurisdiction + availability backstop on cross-provider backups\n\nThe Step 7 BACKUP is only kept as-is when it is genuinely usable. The\nsame-maker case was always enforced deterministically, but the\navailability (Step 0a) and jurisdictio\n[…]\nmat test_backup_guard.py (CI ruff version reflow)\n\nCo-Authored-By: Claude Opus 4.8 (1M context) <noreply@anthropic.com>\n\n---------\n\nCo-authored-by: Claude Opus 4.8 (1M context) <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "fix(recommend): deterministic jurisdiction + availability backstop on…",
          "author_name": "Nathan Ramos, CFA",
          "author_login": "nathanramoscfa",
          "committed_at": "2026-07-19T06:37:51Z",
          "body_truncated": true,
          "is_coding_agent": true
        },
        {
          "oid": "6ab6e24fb9343957252a179d255faa4da1777f01",
          "body": "Processed CHANGELOG version 2.1.214. Extended the `<method id=\"claude-code\">` best-for text to note the 2.1.214 additions: the EndConversation tool (agent-initiated session end for abusive/jailbreak cases) and Podman/docker daemon-redirect permission prompts. No thinking-context reconciliation neede\n[…]\nnt. No max-mode-context change (no Claude Code Max-Mode equivalent shipped). Cursor-owned `supports-models` attribute untouched.\n\nCo-authored-by: roadmodel-bot <roadmodel-bot@users.noreply.github.com>",
          "is_bot": true,
          "headline": "Automated Claude Code refresh: 2026-07-18 (#455)",
          "author_name": "roadmodel-cron-bot[bot]",
          "author_login": "roadmodel-cron-bot[bot]",
          "committed_at": "2026-07-18T18:07:36Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "81160b90986e0dd991388b88cb67b1891b71fd4b",
          "body": "…sive app default (#445) (#453)\n\nForward migration setting the profiles.allowed_jurisdictions COLUMN DEFAULT to\ninclude 'cn', matching the app default flipped in #452 (web\nDEFAULT_PROFILE.allowed_jurisdictions). DEFAULT ONLY — no backfill, since\nexisting rows hold each user's explicit selection and \n[…]\negacy infra/migrations/ is frozen\n(no api_providers/model_availability migrations); infra/supabase/migrations/ is\nthe live Supabase-tracked dir.\n\nCo-authored-by: Claude Fable 5 <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "chore(db): align profiles.allowed_jurisdictions default with cn-inclu…",
          "author_name": "Nathan Ramos, CFA",
          "author_login": "nathanramoscfa",
          "committed_at": "2026-07-18T16:32:34Z",
          "body_truncated": true,
          "is_coding_agent": true
        },
        {
          "oid": "50e6ad21ebc7d83be14e9b82cd94f4f672ddd40f",
          "body": "…stricted (#445) (#452)\n\nTwo coupled Settings changes so the access filter (#451) matches user intent:\n\n1. Flip the default: \"Restrict to low-risk jurisdictions\" now ships OFF, so\n   Chinese open-weight models (DeepSeek, GLM via z.ai) are available by\n   default. DEFAULT_PROFILE.allowed_jurisdiction\n[…]\nt; the app always\nsends allowed_jurisdictions on onboarding so it's never the effective value —\naligning the DB default is a cosmetic follow-up.\n\nCo-authored-by: Claude Fable 5 <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "feat(web): jurisdiction default includes cn + hide cn vendors when re…",
          "author_name": "Nathan Ramos, CFA",
          "author_login": "nathanramoscfa",
          "committed_at": "2026-07-18T15:23:51Z",
          "body_truncated": true,
          "is_coding_agent": true
        },
        {
          "oid": "ea3e65c391559c055ef133a8f2ce590d44534bee",
          "body": "…ls (#445) (#451)\n\nWhen the user declares any funding, recommendations must only surface models\nthey can actually run. Two layers, both service-side (no package release):\n\n1. Bias: build_user_context appends a HARD \"Access restriction\" allowlist of\n   the accessible model NAMES (models reachable via\n[…]\nccessible, honest pay-per-token notes) instead of Fable 5 / Sonnet /\nComposer. 17 new unit tests; ruff + mypy --strict + 77 service tests green.\n\nCo-authored-by: Claude Fable 5 <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "feat(service): restrict recommendations to the user's accessible mode…",
          "author_name": "Nathan Ramos, CFA",
          "author_login": "nathanramoscfa",
          "committed_at": "2026-07-17T21:43:43Z",
          "body_truncated": true,
          "is_coding_agent": true
        },
        {
          "oid": "7334de9730c797f36f2cce40c55f1cc509452042",
          "body": "Extended the claude-code access-method `best-for` to note the 2.1.212 additions: `/fork` for background-session copies, `/subtask` for the in-session subagent, the `/resume` picker, per-session WebSearch and subagent caps, and long-running MCP auto-backgrounding. Scopes 1 (thinking-context) and 2 (m\n[…]\nS_WRAPPER`, and rendering fixes — none materially change Claude Code's positioning fact set relative to the existing `best-for`.\n\nCo-authored-by: roadmodel-bot <roadmodel-bot@users.noreply.github.com>",
          "is_bot": true,
          "headline": "Automated Claude Code refresh: 2026-07-17 (#450)",
          "author_name": "roadmodel-cron-bot[bot]",
          "author_login": "roadmodel-cron-bot[bot]",
          "committed_at": "2026-07-17T18:17:35Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "2dce61473c34c1a1571e2ac4307fb04193c73f4d",
          "body": "…ription\") (#444) (#448)\n\nPost-deploy prod probe surfaced a guard escape: \"This uses the ChatGPT\nsubscription via the Codex CLI\" carries no \"your\", so the possessive claim\npatterns missed it. Add a verb+\"the\" alternation (uses/on/via/through/with/by\nthe ... subscription|plan|pool); the honest \"requi\n[…]\nscription or API\nkey\" phrasing stays unmatched (article \"a\", no verb+\"the\"). Regression tests\npin the exact prod string and the honest phrasing.\n\nCo-authored-by: Claude Fable 5 <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "fix(service): catch possessive-free funded claims (\"the ChatGPT subsc…",
          "author_name": "Nathan Ramos, CFA",
          "author_login": "nathanramoscfa",
          "committed_at": "2026-07-17T14:04:01Z",
          "body_truncated": true,
          "is_coding_agent": true
        },
        {
          "oid": "13e279e40a06db6fa73e9e73b3aefb67b0a52088",
          "body": "…s (#444) (#447)\n\nThe engine intermittently narrates funding the user never declared (\"This\nruns on your claude.ai Max subscription\") even though the per-user context\nsays \"None declared\" / \"do not assume\". Enforce it in code, like the\nTHINKING=N/A override (#188) and the BACKUP guard: when the pick\n[…]\nxt is injected; anon/bundled path untouched; selection never changed.\n\nRider: z.ai renders as \"z.ai\" in the funding doc, not the \"Zai\" fallback.\n\nCo-authored-by: Claude Fable 5 <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "fix(service): deterministic funded-platform honesty guard on run-note…",
          "author_name": "Nathan Ramos, CFA",
          "author_login": "nathanramoscfa",
          "committed_at": "2026-07-17T04:40:06Z",
          "body_truncated": true,
          "is_coding_agent": true
        },
        {
          "oid": "41d8ac05d04cf6e03ca11cd77abc23ca00db7961",
          "body": "Bumps the service floor to the release that carries the 2026-07-15 catalog\nrefresh (40 models; grok-4.3 retained as provider-direct via xai-api). The\nselector + catalog.json ship inside the wheel, so the deployed service only\npicks these models up once its floor forces the new release at build time.\n[…]\nheck 13 pins\nroadmodel[recommend]>=0.2.x,<0.3); roadmodel 0.2.25 is live on PyPI (wheel +\nsdist, trusted-publishing attestations).\n\nCo-authored-by: Claude Opus 4.8 (1M context) <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "chore(service): require roadmodel[recommend]>=0.2.25 (#443)",
          "author_name": "Nathan Ramos, CFA",
          "author_login": "nathanramoscfa",
          "committed_at": "2026-07-16T22:53:45Z",
          "body_truncated": true,
          "is_coding_agent": true
        },
        {
          "oid": "57209e0b85736822e7f4d6e27260f8c575f23cec",
          "body": "…-direct (#442)\n\nShips the 2026-07-15 catalog refresh (#427) to PyPI. The selector and\ncatalog.json ride inside the wheel, so a release is what carries these models\nto the CLI, MCP read_catalog, and the recommender service.\n\n- Catalog → 40 models: adds Claude Sonnet 5, GPT-5.6 Sol/Terra/Luna, GPT-5.\n[…]\n, so this cannot recur.\n\nVerified: full suite 492 passed, ruff clean, verify-macos --fast green, wheel\nbuilds as roadmodel-0.2.25.\n\nCo-authored-by: Claude Opus 4.8 (1M context) <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "release: roadmodel 0.2.25 — 40-model catalog + grok-4.3 kept provider…",
          "author_name": "Nathan Ramos, CFA",
          "author_login": "nathanramoscfa",
          "committed_at": "2026-07-16T22:39:34Z",
          "body_truncated": true,
          "is_coding_agent": true
        },
        {
          "oid": "e4cfbabfb4911ce3ea8870b01d75bf2744beaa51",
          "body": "* Automated catalog refresh: 2026-07-15\n\nCost-scale refresh 2026-07-15: added new models visible on Cursor's pricing page — Claude Sonnet 5 ($3/$15, High), GPT-5.6 Sol ($5/$30, Very High), GPT-5.6 Terra ($2.50/$15, High), GPT-5.6 Luna ($1/$6, Low), GPT-5.2 Codex ($1.75/$14, Medium), GPT-5.1 Codex Ma\n[…]\nCo-authored-by: roadmodel-bot <roadmodel-bot@users.noreply.github.com>\nCo-authored-by: Nathan Ramos <nathan.ramos.github@gmail.com>\nCo-authored-by: Claude Opus 4.8 (1M context) <noreply@anthropic.com>",
          "is_bot": true,
          "headline": "Automated catalog refresh: 2026-07-15 (#427)",
          "author_name": "roadmodel-cron-bot[bot]",
          "author_login": "roadmodel-cron-bot[bot]",
          "committed_at": "2026-07-16T22:29:35Z",
          "body_truncated": true,
          "is_coding_agent": true
        },
        {
          "oid": "47c355050b0d09695da5ed4afa736ffe2af19600",
          "body": "Codex reasoning-effort conformance touch-up.\n- <thinking-context> OpenAI bullet: no vocabulary change (already enumerates minimal/low/medium/high/xhigh, matching the docs' `reasoning_effort` set); added a short trailing note that Codex's plan-mode reasoning-effort variant additionally accepts `none`\n[…]\ne synonym for the 'xhigh' config token in the OpenAI mapping bullet, per the scope instructions — docs_facts only lists 'xhigh'.\n\nCo-authored-by: roadmodel-bot <roadmodel-bot@users.noreply.github.com>",
          "is_bot": true,
          "headline": "Automated Codex refresh: 2026-07-16 (#441)",
          "author_name": "roadmodel-cron-bot[bot]",
          "author_login": "roadmodel-cron-bot[bot]",
          "committed_at": "2026-07-16T19:11:23Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "020b5ac81d4993778a4526e71be19a3b41c73d7e",
          "body": "Updated the Claude Code method best-for in <access-methods> to mention the 2.1.211 addition of the `--forward-subagent-text` flag and `CLAUDE_CODE_FORWARD_SUBAGENT_TEXT` environment variable for including subagent text and thinking in stream-json output. Reviewed versions 2.1.207–2.1.211: all other \n[…]\nare out-of-catalog anyway; existing default-permission-mode Manual note in claude-code best-for already covers 2.1.200 defaults.\n\nCo-authored-by: roadmodel-bot <roadmodel-bot@users.noreply.github.com>",
          "is_bot": true,
          "headline": "Automated Claude Code refresh: 2026-07-16 (#437)",
          "author_name": "roadmodel-cron-bot[bot]",
          "author_login": "roadmodel-cron-bot[bot]",
          "committed_at": "2026-07-16T18:17:43Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "5576b158951fe6f48b6e8e2c4addd786dff77bd8",
          "body": "…rs (0.2.24) (#435)\n\n* feat(mcp): ship the per-surface settings-display rules to offline consumers (0.2.24)\n\nThe selector emits platform-neutral axes (MAX MODE / THINKING /\nORCHESTRATION). Turning those into a surface's REAL controls lives in\nrecommend._structured_settings and is deliberately NOT in\n[…]\ninclude list broke package-smoke on every Python.\n\nCo-Authored-By: Claude Opus 4.8 (1M context) <noreply@anthropic.com>\n\n---------\n\nCo-authored-by: Claude Opus 4.8 (1M context) <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "feat(mcp): ship per-surface settings-display rules to offline consume…",
          "author_name": "Nathan Ramos, CFA",
          "author_login": "nathanramoscfa",
          "committed_at": "2026-07-16T16:44:49Z",
          "body_truncated": true,
          "is_coding_agent": true
        },
        {
          "oid": "149f4d6d24ba5c633180a253d1f8e3dd38896730",
          "body": "…p (0.2.23) (#434)\n\nUsing roadmodel across many projects meant per-project installs and a\nplanning/ folder exported (and re-exported on every catalog change) into\neach repo. That scales with project count and is pure toil.\n\nThe MCP server already solves it — `read_catalog` serves the whole\nselector \n[…]\n/--force/--dry-run; actionable errors when the mcp extra or\nthe `claude` CLI is missing (prints the exact command to run instead).\n\nCo-authored-by: Claude Opus 4.8 (1M context) <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "feat(cli): add `roadmodel setup-mcp` — one-command, machine-wide setu…",
          "author_name": "Nathan Ramos, CFA",
          "author_login": "nathanramoscfa",
          "committed_at": "2026-07-16T14:30:55Z",
          "body_truncated": true,
          "is_coding_agent": true
        },
        {
          "oid": "195e769c90b3155009b50d96127b006908ed7a09",
          "body": "* chore(service): require roadmodel[recommend]>=0.2.22\n\nroadmodel 0.2.22 made the provider SDKs an opt-in `recommend` extra. The\nservice serves live recommendations, so it must pull that extra — pin\n`roadmodel[recommend]>=0.2.22,<0.3` so the deployed service installs\nanthropic/openai/google-genai. N\n[…]\nd-By: Claude Opus 4.8 (1M context) <noreply@anthropic.com>\n\n* chore: retrigger service deploy (0.2.22 PyPI propagation)\n\n---------\n\nCo-authored-by: Claude Opus 4.8 (1M context) <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "chore(service): require roadmodel[recommend]>=0.2.22 (#433)",
          "author_name": "Nathan Ramos, CFA",
          "author_login": "nathanramoscfa",
          "committed_at": "2026-07-16T05:01:04Z",
          "body_truncated": true,
          "is_coding_agent": true
        },
        {
          "oid": "1a0d7e88e70a79a49a6b732148c938fbfb078c24",
          "body": "…22) (#432)\n\nBase `pip install roadmodel` no longer forces anthropic/openai/\ngoogle-genai — the only hard runtime dep is now click. Those three SDKs\nmove to a `recommend` optional-extra, needed ONLY for `roadmodel\nrecommend` (live API calls). The offline planning-kit workflow\n(export-kit, catalog, c\n[…]\nlls `.[recommend]` (mirrors prod).\n\nService floor bump to `roadmodel[recommend]` follows in a separate PR\nafter 0.2.22 is on PyPI.\n\nCo-authored-by: Claude Opus 4.8 (1M context) <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "feat(packaging): make provider SDKs an opt-in [recommend] extra (0.2.…",
          "author_name": "Nathan Ramos, CFA",
          "author_login": "nathanramoscfa",
          "committed_at": "2026-07-16T04:46:19Z",
          "body_truncated": true,
          "is_coding_agent": true
        },
        {
          "oid": "2434e905cf299fbd7c3d5a85be96e97bdec3b909",
          "body": "….json (#431)\n\nCloses the gap that left Fable 5 benched in the offline CLI + planning\nkit for two weeks after the runtime layer autonomously un-benched it\n(2026-07-02). The autonomous un-bench only ever updated the runtime\npath (Supabase → web /api/recommend); the bundled static\n<availability-contex\n[…]\n kit still needs a package release to pick the change up\n(offline is offline), but the human no longer edits the selector by hand.\n\nCo-authored-by: Claude Opus 4.8 (1M context) <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "feat(availability): auto-sync static fallback from model-availability…",
          "author_name": "Nathan Ramos, CFA",
          "author_login": "nathanramoscfa",
          "committed_at": "2026-07-16T04:07:46Z",
          "body_truncated": true,
          "is_coding_agent": true
        },
        {
          "oid": "1b9540d7509b8a052576536b01d67c76d5b352bc",
          "body": "Requires the release that ships the un-benched static availability\nfallback (#428/#429, roadmodel 0.2.21 on PyPI) so the deployed service\ncarries the corrected bundled selector.\n\nCo-authored-by: Claude Opus 4.8 (1M context) <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "chore(service): bump roadmodel floor to >=0.2.21 (#430)",
          "author_name": "Nathan Ramos, CFA",
          "author_login": "nathanramoscfa",
          "committed_at": "2026-07-16T04:00:49Z",
          "body_truncated": false,
          "is_coding_agent": true
        },
        {
          "oid": "dab7fba92eb3587f87f7e29ae4b57e4b743feff0",
          "body": "…ck (#429)\n\nShips #428 (empty <availability-context> cold-start fallback) to the CLI\nand planning-kit consumers. Selector-data change only; the runtime\nauthoritative path was already correct since 2026-07-02.\n\nBumps pyproject.toml + __init__.py + test_packaging.py pin; CHANGELOG entry.\n\nCo-authored-by: Claude Opus 4.8 (1M context) <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "release: roadmodel 0.2.21 — un-bench Fable 5 in bundled static fallba…",
          "author_name": "Nathan Ramos, CFA",
          "author_login": "nathanramoscfa",
          "committed_at": "2026-07-16T03:47:02Z",
          "body_truncated": false,
          "is_coding_agent": true
        },
        {
          "oid": "bc824acf2c2afcdb2021e8ca7791359bec6bec93",
          "body": "…#428)\n\nThe runtime availability layer autonomously un-benched Fable 5 on\n2026-07-02 (grounded AI verification cleared the export-control bar,\nconf 0.93 / 5 sources; #341), so prod /api/recommend recommends it\nagain. But the bundled <availability-context> cold-start fallback in\ndocs/model-selector.t\n[…]\nf-heals) while still validating any\nids that are present.\n\nPropagates to the bundle on the next PyPI release + service floor bump.\n\nCo-authored-by: Claude Opus 4.8 (1M context) <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "fix(selector): un-bench Fable 5 in the static availability fallback (…",
          "author_name": "Nathan Ramos, CFA",
          "author_login": "nathanramoscfa",
          "committed_at": "2026-07-16T03:29:06Z",
          "body_truncated": true,
          "is_coding_agent": true
        },
        {
          "oid": "beab0016ef31cf62b491b23b6a8986837b72b597",
          "body": "…cron) (#419)\n\nCursor delisted its entire xAI section on 2026-07-14, so the Opus refresh\ncorrectly drops the \"Grok 4.3\" row from docs/model-tier-cost-scale.md. But\ngrok-4.3 stayed in SELECTOR_TO_COST_SCALE_NAME, so merge_catalog's cost-scale\noverlay hard-failed (\"no table row found for 'Grok 4.3'\").\n[…]\ned (post-Opus state) the overlay raises\nno fatal flag and grok-4.3 stays in the snapshot price map; full suite green\n(456 passed).\n\nCo-authored-by: Claude Opus 4.8 (1M context) <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "fix(catalog): exempt delisted grok-4.3 from cost-scale sync (unblock …",
          "author_name": "Nathan Ramos, CFA",
          "author_login": "nathanramoscfa",
          "committed_at": "2026-07-15T20:04:03Z",
          "body_truncated": true,
          "is_coding_agent": true
        },
        {
          "oid": "7e7f0278a0bce9c9115ba3c6a3243dd5b5100c9a",
          "body": "…s (#420)\n\nThe Claude Code effort docs list a row's models as \"Sonnet 5, Opus 4.8, and\nOpus 4.7\" (Oxford comma). parse_effort_table split on \" and \" only, mangling\nthat into the bogus model name \"Sonnet 5, Opus 4.8,\" which the tracker then\nflagged as a brand-new model. Dedup used `gh issue list --se\n[…]\nce gate PASS, macOS verify --fast PASS, full suite\n457 passed; new dedup matches the existing dup title via REST (proven offline).\n\nCo-authored-by: Claude Opus 4.8 (1M context) <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "fix(cc-tracker): parse Oxford-comma model lists; stop daily dup issue…",
          "author_name": "Nathan Ramos, CFA",
          "author_login": "nathanramoscfa",
          "committed_at": "2026-07-15T19:59:46Z",
          "body_truncated": true,
          "is_coding_agent": true
        },
        {
          "oid": "6f909b365e272271bd5311f22e9041d6f3a3a818",
          "body": "…codex/deepseek) (#425)\n\nThe Gemini, Codex, and DeepSeek refresh crons dedup their \"docs introduced\nmodel / level / effort\" tracking issues with `gh issue list --search\n'... in:title'`. GitHub's search index lags, so the search returned empty\nmid-run and a fresh DUPLICATE was filed almost every day \n[…]\n three YAMLs parse; the new exact-title dedup matches the live\nGemini dup title offline (would skip); no `--search` dedup remains.\n\nCo-authored-by: Claude Opus 4.8 (1M context) <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "fix(trackers): dedup new-model issues via REST + exact title (gemini/…",
          "author_name": "Nathan Ramos, CFA",
          "author_login": "nathanramoscfa",
          "committed_at": "2026-07-15T19:53:47Z",
          "body_truncated": true,
          "is_coding_agent": true
        },
        {
          "oid": "2258b1b5ff47fa55086f6f6e35156c1ad53b2a38",
          "body": "… 3.2 (#424)\n\nThe pre-push hook (added in #391) crashed on every push where git config\nroadmodel.prepushphases is unset (the default): line 57 expanded a bare\n\"${phase_args[@]}\" under `set -u`, and macOS /usr/bin/env bash is 3.2, where an\nempty-array \"${arr[@]}\" raises \"unbound variable\". Every push\n[…]\n ref on stdin with no prepushphases config;\nit cleared line 57 and ran verify-macos.sh --fast to a clean pass instead of\ncrashing.\n\nCo-authored-by: Claude Opus 4.8 (1M context) <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "fix(githooks): guard empty phase_args so pre-push works on macOS bash…",
          "author_name": "Nathan Ramos, CFA",
          "author_login": "nathanramoscfa",
          "committed_at": "2026-07-15T19:47:51Z",
          "body_truncated": true,
          "is_coding_agent": true
        },
        {
          "oid": "a582fb559496f62738b775e5e4d4da9444aee14e",
          "body": "… builds (#423)\n\nCI's `type-check` (mypy --strict src update) has been red repo-wide: the\ninstalled pyarrow ships no py.typed marker, so `import pyarrow.parquet` in\nupdate/update_models.py raises import-untyped, and the read_table\n`# type: ignore[no-untyped-call]` is then flagged unused. This blocke\n[…]\nitions (pyarrow stubs\npresent, and pyarrow unresolved so the override forces Any): Success both ways.\nFull test suite: 456 passed.\n\nCo-authored-by: Claude Opus 4.8 (1M context) <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "fix(ci): treat pyarrow as untyped so mypy --strict passes on stubless…",
          "author_name": "Nathan Ramos, CFA",
          "author_login": "nathanramoscfa",
          "committed_at": "2026-07-15T19:33:39Z",
          "body_truncated": true,
          "is_coding_agent": true
        },
        {
          "oid": "a1a690e641066cf8d63df6b8753ca3aba526696a",
          "body": "Processed Claude Code CHANGELOG version 2.1.205. The release is editorial/bugfix-focused (auto-mode transcript-tampering rule, `Claude Browser` MCP name reservation, `/doctor` becoming a full setup checkup, various fixes). None of the changes add new effort/thinking levels, orchestration primitives,\n[…]\ns 4.8,. This tracker only FLAGS new models; do NOT add them to selector model lists here. Open an issue for the catalog refresh.\n\nCo-authored-by: roadmodel-bot <roadmodel-bot@users.noreply.github.com>",
          "is_bot": true,
          "headline": "Automated Claude Code refresh: 2026-07-09 (#407)",
          "author_name": "roadmodel-cron-bot[bot]",
          "author_login": "roadmodel-cron-bot[bot]",
          "committed_at": "2026-07-09T19:02:29Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "b0bb9244f4333145d3b73454df5fa80a8d925cc6",
          "body": "Reviewed Claude Code CHANGELOG entries 2.1.204 and 2.1.203. Both releases are bug fixes and reliability improvements (background session recovery, MCP roots/list, session token handling, `claude agents` polish, VSCode remote-control toggle) with no material changes to Claude Code's effort dial, thin\n[…]\ns 4.8,. This tracker only FLAGS new models; do NOT add them to selector model lists here. Open an issue for the catalog refresh.\n\nCo-authored-by: roadmodel-bot <roadmodel-bot@users.noreply.github.com>",
          "is_bot": true,
          "headline": "Automated Claude Code refresh: 2026-07-08 (#404)",
          "author_name": "roadmodel-cron-bot[bot]",
          "author_login": "roadmodel-cron-bot[bot]",
          "committed_at": "2026-07-08T18:28:21Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "8f92e89189d10dc154c542e43e9e94749655aa5d",
          "body": "Reinforced the OpenAI/Codex reasoning-effort description against the config-reference docs (`reasoning_effort`: minimal/low/medium/high/xhigh):\n- Added an explicit clarification in the <thinking-context> Output mapping that OpenAI's scale tops out at `xhigh`, so no OpenAI level maps to `Max` (which \n[…]\nd to codex-cli's best-for; if these deserve first-class surfacing, a future prompt-scope expansion should cover them explicitly.\n\nCo-authored-by: roadmodel-bot <roadmodel-bot@users.noreply.github.com>",
          "is_bot": true,
          "headline": "Automated Codex refresh: 2026-07-07 (#400)",
          "author_name": "roadmodel-cron-bot[bot]",
          "author_login": "roadmodel-cron-bot[bot]",
          "committed_at": "2026-07-07T19:56:04Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "3e4f852cb934784f3a88bc84498862bb84553b0f",
          "body": "Processed Claude Code 2.1.202. In scope: the release adds a `/config` \"Dynamic workflow size\" setting (small/medium/large agent counts, advisory only) that touches the Claude Code Ultracode surface. Extended the claude-code `<method>` `best-for` with a parenthetical noting the 2.1.202 advisory guide\n[…]\ns 4.8,. This tracker only FLAGS new models; do NOT add them to selector model lists here. Open an issue for the catalog refresh.\n\nCo-authored-by: roadmodel-bot <roadmodel-bot@users.noreply.github.com>",
          "is_bot": true,
          "headline": "Automated Claude Code refresh: 2026-07-07 (#399)",
          "author_name": "roadmodel-cron-bot[bot]",
          "author_login": "roadmodel-cron-bot[bot]",
          "committed_at": "2026-07-07T19:13:45Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "2722fff4f8fb88f7282b17a57a2d4799f21fcd76",
          "body": "…io (#391)\n\nroadmodel is a public repo, so its Linux GitHub Actions minutes are free\n(covered by the public-repo discount). macOS runners are NOT covered and\nwere the only paid Actions minutes on this project — driven by the 10 macOS\njobs per run in phase-verify.yml (every push + PR) and 3 in verify\n[…]\n add workflow_dispatch to re-verify\nmain on demand.\n\nCONTRIBUTING.md documents the pre-push hook, its bypasses, and the rationale.\n\nCo-authored-by: Claude Opus 4.8 (1M context) <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "chore(ci): move paid macOS verification off Actions to local Mac Stud…",
          "author_name": "Nathan Ramos, CFA",
          "author_login": "nathanramoscfa",
          "committed_at": "2026-07-06T18:13:29Z",
          "body_truncated": true,
          "is_coding_agent": true
        },
        {
          "oid": "3c89d4e9089555f861b611587cbc0dafc38e7b62",
          "body": "Scope 3 (best-for on <method id=\"claude-code\">): folded in 2.1.197's introduction of Claude Sonnet 5 as Claude Code's new default model with a native 1M-token context window — a materially new positioning fact for the Claude Code surface. Scopes 1 and 2 unchanged: <thinking-context> already reconcil\n[…]\ns 4.8,. This tracker only FLAGS new models; do NOT add them to selector model lists here. Open an issue for the catalog refresh.\n\nCo-authored-by: roadmodel-bot <roadmodel-bot@users.noreply.github.com>",
          "is_bot": true,
          "headline": "Automated Claude Code refresh: 2026-07-05 (#394)",
          "author_name": "roadmodel-cron-bot[bot]",
          "author_login": "roadmodel-cron-bot[bot]",
          "committed_at": "2026-07-05T18:14:15Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "05b9d7e12ec8c236579683285da0a99d5f3b946b",
          "body": "…dropping rows) (#390)\n\nEvery caller does `void writeAudit(...)` and returns the response immediately,\nso on Vercel the function could be torn down after the response but BEFORE the\nSupabase insert committed — silently DROPPING audit rows. Observed live: across\nseveral rapid /api/recommend diag requ\n[…]\nbest-effort void. The test-sink path is unchanged.\nFixes every call site (recommend + roadmap routes, withRateLimit) in one place.\n\nCo-authored-by: Claude Opus 4.8 (1M context) <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "fix(web): flush fire-and-forget audit writes with Next `after` (stop …",
          "author_name": "Nathan Ramos, CFA",
          "author_login": "nathanramoscfa",
          "committed_at": "2026-07-05T15:52:46Z",
          "body_truncated": true,
          "is_coding_agent": true
        },
        {
          "oid": "65724c30b94c86f4592653384193bd27f53467ad",
          "body": "…+ floor >=0.2.20 (#389)\n\nWires the cross-provider backup substitution (roadmodel 0.2.20) end to end:\n- funding.resolve_allowed_jurisdictions(context): the forwarded allowed set or\n  the baseline the selector already uses.\n- recommend() + recommend_ladder() forward it to recommend_structured /\n  rec\n[…]\nss_provider_backup).\n- test fakes accept allowed_jurisdictions (the signature-contract line already\n  landed with the package PR).\n\nCo-authored-by: Claude Opus 4.8 (1M context) <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "feat(service): forward allowed_jurisdictions for backup substitution …",
          "author_name": "Nathan Ramos, CFA",
          "author_login": "nathanramoscfa",
          "committed_at": "2026-07-05T05:49:11Z",
          "body_truncated": true,
          "is_coding_agent": true
        },
        {
          "oid": "8a13a5ea6dfdaea34927238ff8f876bd75dff051",
          "body": "…] (#388)\n\n* feat(recommend): cross-provider backup SUBSTITUTION (0.2.20)\n\nThe 0.2.19 same-provider backup guard DROPPED a same-maker backup (e.g.\nFable 5 -> Opus 4.8, both Anthropic) because the package couldn't see the\nuser's jurisdiction. Realize 0.2.17 \"option A\" — substitute a cross-provider\nfa\n[…]\n service wiring\nland in the follow-up service PR.\n\nCo-Authored-By: Claude Opus 4.8 (1M context) <noreply@anthropic.com>\n\n---------\n\nCo-authored-by: Claude Opus 4.8 (1M context) <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "feat(recommend): cross-provider backup SUBSTITUTION (0.2.20) [package…",
          "author_name": "Nathan Ramos, CFA",
          "author_login": "nathanramoscfa",
          "committed_at": "2026-07-05T05:43:40Z",
          "body_truncated": true,
          "is_coding_agent": true
        },
        {
          "oid": "247a3a2c5e31e11dc6c49b42b36156ad06e8885d",
          "body": "…s #2) (#387)\n\n* fix(service): stop overriding Cursor Thinking=On back to N/A (unbreaks #2)\n\nroadmodel 0.2.17 (#2) made _structured_settings emit Cursor thinking as\n\"On\" on purpose — Cursor's frontier models reason; the dial it exposes is\nMax Mode. But the service's _normalize_no_thinking still list\n[…]\ndate stale #188 comment (Cursor moved to package)\n\nCo-Authored-By: Claude Opus 4.8 (1M context) <noreply@anthropic.com>\n\n---------\n\nCo-authored-by: Claude Opus 4.8 (1M context) <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "fix(service): stop overriding Cursor Thinking=On back to N/A (unbreak…",
          "author_name": "Nathan Ramos, CFA",
          "author_login": "nathanramoscfa",
          "committed_at": "2026-07-05T05:32:09Z",
          "body_truncated": true,
          "is_coding_agent": true
        },
        {
          "oid": "c8f2f799795e0259846ea780fac587e903d9bed7",
          "body": "Ships the deterministic same-provider backup guard (#385) to prod on\nredeploy. roadmodel 0.2.19 is published to PyPI.\n\nCo-authored-by: Claude Opus 4.8 (1M context) <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "chore(service): require roadmodel>=0.2.19 (#386)",
          "author_name": "Nathan Ramos, CFA",
          "author_login": "nathanramoscfa",
          "committed_at": "2026-07-05T02:03:37Z",
          "body_truncated": false,
          "is_coding_agent": true
        },
        {
          "oid": "735ad08564b0bff8869970446c0109412ef29fdf",
          "body": "…385)\n\n* feat(recommend): deterministic same-provider BACKUP guard (draft)\n\n#4 made the Step 7 cross-provider backup rule HARD in PROMPT prose only;\nGemini can still emit a same-maker backup (observed in prod: Fable 5 ->\nOpus 4.8, both Anthropic — zero resilience). Add a deterministic guard,\nmirrori\n[…]\nd. Follow-up\nbumps the service floor to >=0.2.19.\n\nCo-Authored-By: Claude Opus 4.8 (1M context) <noreply@anthropic.com>\n\n---------\n\nCo-authored-by: Claude Opus 4.8 (1M context) <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "feat(recommend): deterministic same-provider BACKUP guard (0.2.19) (#…",
          "author_name": "Nathan Ramos, CFA",
          "author_login": "nathanramoscfa",
          "committed_at": "2026-07-05T01:56:47Z",
          "body_truncated": true,
          "is_coding_agent": true
        },
        {
          "oid": "1621f76654aaa63f5ad8bbd9e221accc8de24b00",
          "body": "… svc+web] (#383)\n\nWire the single-call Cost/Balanced/Quality ladder (roadmodel 0.2.18) through\nthe service and the web edge. Ships DARK behind RECOMMEND_LADDER_ENABLED with\nthe per-priority fan-out as instant rollback.\n\nService:\n- models.py: LadderResponse (tier-keyed picks + tier-distinctness guar\n[…]\nt 3x for the ladder (vs 3x/3x for the fan-out).\n- mock-recommend/ladder: E2E mock so the path runs end-to-end when the flag is on.\n\nCo-authored-by: Claude Opus 4.8 (1M context) <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "feat(recommend): ladder endpoint + flag-gated single-call edge [#1/#3…",
          "author_name": "Nathan Ramos, CFA",
          "author_login": "nathanramoscfa",
          "committed_at": "2026-07-04T19:34:03Z",
          "body_truncated": true,
          "is_coding_agent": true
        },
        {
          "oid": "e55462f25240e95eb7a7c41b4b41b89ba21a2080",
          "body": "…kg] (#382)\n\nAdd a selector \"ladder mode\" + package plumbing that emits the whole\nCost/Balanced/Quality ladder in ONE response, replacing three independent\nper-priority calls that could collapse onto the same model (Balanced =\nQuality = Opus 4.8). Quality is chosen first (no budget cap); Balanced an\n[…]\n.18 (additive, backward-compatible; within the service's\n>=0.2.17,<0.3 floor). Single-prompt + roadmap-annotation modes unchanged.\n\nCo-authored-by: Claude Opus 4.8 (1M context) <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "feat(selector): single-call tier-ladder recommender (0.2.18) [#1/#3 p…",
          "author_name": "Nathan Ramos, CFA",
          "author_login": "nathanramoscfa",
          "committed_at": "2026-07-04T19:26:13Z",
          "body_truncated": true,
          "is_coding_agent": true
        },
        {
          "oid": "4ea6d0173b2da1f57e6d65909dc7e19969309314",
          "body": "Bumps the service floor so the backup cross-provider hard rule (#375) and\nthe Cursor Thinking=On display reframe (#376) reach prod on redeploy.\nroadmodel 0.2.17 is published to PyPI.\n\nCo-authored-by: Claude Opus 4.8 (1M context) <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "chore(service): require roadmodel>=0.2.17 (#381)",
          "author_name": "Nathan Ramos, CFA",
          "author_login": "nathanramoscfa",
          "committed_at": "2026-07-04T19:01:08Z",
          "body_truncated": false,
          "is_coding_agent": true
        },
        {
          "oid": "a861e95df7c54fc2b889d8c74bfc09c0a062f501",
          "body": "…l (#378)\n\nThe \"Per 1k\" column was the model's blended API token rate stamped onto\nevery platform row. Because the funding-rank table is ONE model across\nplatforms, that number is identical on every row — which implies\nplatforms charge different token rates when they don't. It's also\noutright mislea\n[…]\n (per1kCost / sharedApiRate /\nhasPoolBilledRow) into lib/cost-format.ts with a unit spec, matching the\nrepo's lib/ + spec pattern.\n\nCo-authored-by: Claude Opus 4.8 (1M context) <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "fix(recommend): make 'cost by platform' honest — per-1k is model-leve…",
          "author_name": "Nathan Ramos, CFA",
          "author_login": "nathanramoscfa",
          "committed_at": "2026-07-04T18:52:09Z",
          "body_truncated": true,
          "is_coding_agent": true
        },
        {
          "oid": "fe21e2cea48246e23c4b6e57f209d740e96b4ce7",
          "body": "…splay) (#379)\n\nBundles the two selector-package changes that reach prod only via a\nPyPI release:\n- #375 BACKUP hard cross-provider requirement (Step 7).\n- #376 Cursor picks read Thinking=On + Max Mode (_structured_settings).\n\nBumps version in pyproject.toml + __init__.py, pins it in\ntests/test_packaging.py, and adds the CHANGELOG entry. A follow-up bumps\nthe service floor to roadmodel>=0.2.17.\n\nCo-authored-by: Claude Opus 4.8 (1M context) <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "release: roadmodel 0.2.17 (backup cross-provider + Cursor thinking di…",
          "author_name": "Nathan Ramos, CFA",
          "author_login": "nathanramoscfa",
          "committed_at": "2026-07-04T18:47:13Z",
          "body_truncated": false,
          "is_coding_agent": true
        },
        {
          "oid": "d9e94e40826ee8f9019b26c74bb5f86d93654017",
          "body": "… (#376)\n\nCursor's frontier models always reason, but the IDE exposes no\nthinking-level dial, so the selector emits THINKING=N/A for Cursor.\nSurfaced raw, a Cursor pick read \"Thinking: N/A\" beside an em-dash\nEffort — implying it had no controllable settings at all.\n\nReframe it at the display layer i\n[…]\nn the selector vocabulary\nmeans the daily effort/thinking conformance cron (which pins Cursor's\nTHINKING=N/A) can never revert it.\n\nCo-authored-by: Claude Opus 4.8 (1M context) <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "fix(recommend): Cursor picks read Thinking=On + Max Mode, not N/A + —…",
          "author_name": "Nathan Ramos, CFA",
          "author_login": "nathanramoscfa",
          "committed_at": "2026-07-04T18:03:29Z",
          "body_truncated": true,
          "is_coding_agent": true
        },
        {
          "oid": "9d56d885a53f486ccefcdead3fbce3b27f13023e",
          "body": "… (#375)\n\nThe backup exists so a single provider's outage or access block can't\ntake out both picks — but Step 7 only said \"prefer a model from a\nDIFFERENT provider/family\", a soft preference that let same-family\nbackups through (e.g. Fable 5 primary -> Opus 4.8 backup, both\nAnthropic). Rewrite it a\n[…]\nkup_step_requires_different_provider) that guards\nthe hard language and rejects the old soft phrasing. Regenerated the\n.md mirror.\n\nCo-authored-by: Claude Opus 4.8 (1M context) <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "fix(selector): make BACKUP a hard cross-provider requirement (Step 7)…",
          "author_name": "Nathan Ramos, CFA",
          "author_login": "nathanramoscfa",
          "committed_at": "2026-07-04T17:55:04Z",
          "body_truncated": true,
          "is_coding_agent": true
        },
        {
          "oid": "8bc2e9df90d65e8b0aa363ae4d4282890dde409d",
          "body": "The DEFAULT badge was absolutely positioned (right-2.5 top-2.5) and\nreserved no space, so the uppercase column label ran under it on narrow\ncolumns (\"BALANCED\"/\"QUALITY\"). Put the label and badge in one in-flow\nrow with justify-between so the badge can never overlap the label at any\nviewport width or column position.\n\nCo-authored-by: Claude Opus 4.8 (1M context) <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "fix(recommend): stop DEFAULT badge overlapping the column label (#374)",
          "author_name": "Nathan Ramos, CFA",
          "author_login": "nathanramoscfa",
          "committed_at": "2026-07-04T17:48:15Z",
          "body_truncated": false,
          "is_coding_agent": true
        },
        {
          "oid": "492955138fb78428b662293042ae79c2291f7684",
          "body": "…gh\" (#372)\n\nClaude Code has no separate orchestration dial — Ultracode is the top of its one\nEffort ladder (folded into the effort value by roadmodel >=0.2.16). Add\n\"orchestration\" to HIDDEN_SETTING_KEYS so the row never renders, including for any\nstale/cached record that still carries the key (imm\n[…]\nsplay the `xhigh` effort step as \"Extra high\" to match Claude\nCode's own /effort label (Low/Medium/High/Extra high/Max/Ultracode).\n\nCo-authored-by: Claude Opus 4.8 (1M context) <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "fix(recommend): hide any orchestration row + label XHigh as \"Extra hi…",
          "author_name": "Nathan Ramos, CFA",
          "author_login": "nathanramoscfa",
          "committed_at": "2026-07-04T16:12:55Z",
          "body_truncated": true,
          "is_coding_agent": true
        },
        {
          "oid": "70ca238153f4e0aba11cb67ea087c3d1b8d8aeca",
          "body": "…rt) (#373)\n\nRedeploys roadmodel-api onto 0.2.16 so /recommend presents Claude Code's single\nEffort ladder (Ultracode as the top value) with no separate Orchestration row.\n\nCo-authored-by: Claude Opus 4.8 (1M context) <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "chore(service): require roadmodel>=0.2.16 (Ultracode folded into Effo…",
          "author_name": "Nathan Ramos, CFA",
          "author_login": "nathanramoscfa",
          "committed_at": "2026-07-04T16:07:19Z",
          "body_truncated": false,
          "is_coding_agent": true
        },
        {
          "oid": "50b6f52cc6a6736e300c9fa9854e5f5a7a7032c9",
          "body": "…stration row (0.2.16) (#371)\n\nClaude Code exposes ONE effort dial (Low/Medium/High/XHigh/Max/Ultracode, where\nUltracode = xhigh + Dynamic Workflows) plus a separate Thinking toggle — it has\nno standalone \"orchestration\" control. The 0.2.15 change surfaced ORCHESTRATION\nas its own settings row, whic\n[…]\nd for Quality/demanding) so the Cost/Balanced/\nQuality effort tiers stay distinct after folding. Bumps roadmodel 0.2.15 -> 0.2.16.\n\nCo-authored-by: Claude Opus 4.8 (1M context) <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "fix(recommend): fold Ultracode into the Effort ladder, drop the Orche…",
          "author_name": "Nathan Ramos, CFA",
          "author_login": "nathanramoscfa",
          "committed_at": "2026-07-04T15:50:36Z",
          "body_truncated": true,
          "is_coding_agent": true
        },
        {
          "oid": "365a46011ae0937c72ddd307c4d1975f5d7b4a61",
          "body": "…h mock) (#370)\n\nThe per-platform cost table lists the SAME recommended model across platforms,\nso its \"Model\" column just repeated one name three times and stole the width\nthe \"Your cost\" column needs — forcing it to wrap 2-3 lines and pushing the\ndetail panel below the fold. Show the Model column \n[…]\n\n\nCard bottom at 960px with a real 3-row personalized table: 922px -> 856px\n(mock ~828px), so the picks + detail fit one viewport.\n\nCo-authored-by: Claude Opus 4.8 (1M context) <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "fix(recommend): drop redundant Model column from the cost table (matc…",
          "author_name": "Nathan Ramos, CFA",
          "author_login": "nathanramoscfa",
          "committed_at": "2026-07-04T04:34:33Z",
          "body_truncated": true,
          "is_coding_agent": true
        },
        {
          "oid": "d9682ca3eb5774911c8ee9356daebad573ad2a7e",
          "body": "…ingful (#369)\n\n* fix(recommend): drop matrix rows where every pick's value is non-meaningful\n\nA settings dimension whose value is off/absent for ALL three picks (e.g.\n\"Max Mode: Off / — / —\" when no pick is on a Max-Mode surface) added a noise\nrow the mock omits and pushed the result below the fold\n[…]\nMode ON to keep exercising the humanization path.\n\nCo-Authored-By: Claude Opus 4.8 (1M context) <noreply@anthropic.com>\n\n---------\n\nCo-authored-by: Claude Opus 4.8 (1M context) <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "fix(recommend): drop matrix rows where every pick's value is non-mean…",
          "author_name": "Nathan Ramos, CFA",
          "author_login": "nathanramoscfa",
          "committed_at": "2026-07-04T04:25:47Z",
          "body_truncated": true,
          "is_coding_agent": true
        },
        {
          "oid": "ca7ed71992fbc7a95f2e9934615907636a06907e",
          "body": "…k) (#368)\n\nThe result was taller than the mock and spilled below the fold at ~960px. Two\ncauses: (1) generous page-level spacing (py-8, text-2xl title, gap-6) and (2)\nthe benchmark chips lived in the always-visible left column, adding ~120px.\n\n- Tighten the vertical rhythm to the mock's compact sca\n[…]\nt 960px dropped 948px -> 863px (mock ~828px), so the picks\n+ detail fit one viewport with only the optional drawer below the fold.\n\nCo-authored-by: Claude Opus 4.8 (1M context) <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "fix(recommend): compact the result so it fits one viewport (match moc…",
          "author_name": "Nathan Ramos, CFA",
          "author_login": "nathanramoscfa",
          "committed_at": "2026-07-04T04:09:23Z",
          "body_truncated": true,
          "is_coding_agent": true
        },
        {
          "oid": "12b296dad9a6fb373f9c0bf4afcc937727d861f3",
          "body": "Redeploys roadmodel-api onto 0.2.15 so /recommend surfaces the Claude Code\nORCHESTRATION dial as a settings dimension — the Orchestration row in the\ncomparison matrix. Merge only AFTER 0.2.15 is published to PyPI.\n\nCo-authored-by: Claude Opus 4.8 (1M context) <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "chore(service): require roadmodel>=0.2.15 (Orchestration setting) (#367)",
          "author_name": "Nathan Ramos, CFA",
          "author_login": "nathanramoscfa",
          "committed_at": "2026-07-04T03:27:29Z",
          "body_truncated": false,
          "is_coding_agent": true
        },
        {
          "oid": "28741675930709646b94567b0c2de94a92add1a4",
          "body": "…nsion (0.2.15) (#366)\n\nThe comparison-matrix mock shows an Orchestration row (Standard / Ultracode),\nbut the recommender captured ORCHESTRATION only to drop it. Add it to\n_OPTIONAL_KEYS so a meaningful value (Ultracode / PerPrompt) is surfaced, and\nhave _structured_settings emit an `orchestration` \n[…]\n\nstill parses. The web matrix already renders any settings key, so no frontend\nchange is needed. Bumps roadmodel 0.2.14 -> 0.2.15.\n\nCo-authored-by: Claude Opus 4.8 (1M context) <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "feat(recommend): surface Claude Code ORCHESTRATION as a settings dime…",
          "author_name": "Nathan Ramos, CFA",
          "author_login": "nathanramoscfa",
          "committed_at": "2026-07-04T03:12:18Z",
          "body_truncated": true,
          "is_coding_agent": true
        },
        {
          "oid": "8c61957df5215fefb9a6d6052c06cde875d9bd5d",
          "body": "…ck) (#365)\n\nAt the ~960px split-screen widths the page is actually viewed at, the matrix\nand the selected-pick detail STACKED — the `lg` (1024px) breakpoint didn't\nfire, so it looked nothing like the mock's compact side-by-side layout. Match\nthe mock's own `.body-split`: side-by-side (1.42fr / 1fr)\n[…]\nable), the \"Balanced is the best value\" insight clause, and\nthe cost cell rendering the amount + a muted funding-source sub-label.\n\nCo-authored-by: Claude Opus 4.8 (1M context) <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "fix(recommend): keep matrix + detail side-by-side at ~960px (match mo…",
          "author_name": "Nathan Ramos, CFA",
          "author_login": "nathanramoscfa",
          "committed_at": "2026-07-04T03:00:19Z",
          "body_truncated": true,
          "is_coding_agent": true
        },
        {
          "oid": "115f29853071d58677214a1af59e2d7f7fe7e856",
          "body": "…t (#364)\n\nBump the service floor to the 0.2.14 release (concise rationale + budget\nobjective that lowers the Cost pick's tier/effort even at $0-funded), and\nalign the per-user funding-context Cost posture with it: differentiate by\nCAPABILITY TIER and EFFORT when a whole family is $0-funded (price i\n[…]\nhan holding the frontier $0 model — the fix for Cost==Quality on\nclaude.ai Max. Balanced states it lands between Cost and Quality.\n\nCo-authored-by: Claude Opus 4.8 (1M context) <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "chore(service): roadmodel>=0.2.14 + Cost posture steers by tier+effor…",
          "author_name": "Nathan Ramos, CFA",
          "author_login": "nathanramoscfa",
          "committed_at": "2026-07-03T23:35:25Z",
          "body_truncated": true,
          "is_coding_agent": true
        },
        {
          "oid": "edf4c71a318ded6c53545dbe420d0fc6d910ad57",
          "body": "…lumn (#363)\n\nThe selected Cost/Balanced/Quality column showed only a ring around its header\nplus lightly-tinted cells — not the mock's one clean, continuous box. Rebuild\nthe highlight to mirror mockups/recommend-redesign.html: an accent border on\nthe header top+sides (transparent bottom so it flows\n[…]\nthe rows into one ordered list so the last row can close\nthe box regardless of which optional rows (settings, Backup) are present.\n\nCo-authored-by: Claude Opus 4.8 (1M context) <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "fix(recommend): continuous rounded outline for the selected matrix co…",
          "author_name": "Nathan Ramos, CFA",
          "author_login": "nathanramoscfa",
          "committed_at": "2026-07-03T23:31:03Z",
          "body_truncated": true,
          "is_coding_agent": true
        },
        {
          "oid": "8fa2ab0281cd470316c6d8a388121a8f09e01b5d",
          "body": "… (0.2.14) (#362)\n\nBudget priority collapsed to the frontier model for all three tiers when a\nuser funds a whole family at $0 (claude.ai Max): list price is flat across\nevery candidate, so the old \"keep the $0 model\" rule held the top model for\nCost/Balanced/Quality alike. Steer the `cheap` posture \n[…]\nSK/PICK/RUN) at one crisp ~15-25 word sentence so the\n\"Why this model?\" panel renders compactly. Bumps roadmodel 0.2.13 -> 0.2.14.\n\nCo-authored-by: Claude Opus 4.8 (1M context) <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "fix(recommend): Cost picks lower tier+effort at $0, concise rationale…",
          "author_name": "Nathan Ramos, CFA",
          "author_login": "nathanramoscfa",
          "committed_at": "2026-07-03T23:08:31Z",
          "body_truncated": true,
          "is_coding_agent": true
        },
        {
          "oid": "49dc1dccc046e33d1cab655448535550e6f43187",
          "body": "#358's full-width stacked matrix fixed the empty space but read sparse and\nspread-out, losing the mock's compact side-by-side feel. This restores compact\nside-by-side and removes the empty column by FILLING it instead of stacking:\n\n- LEFT column = comparison matrix + a reference block (S->D scale + \n[…]\nting key carries the scale + benchmarks.\n\nFull Playwright suite green (130 passed); verified with verbose rationale by screenshot.\n\nCo-authored-by: Claude Opus 4.8 (1M context) <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "fix(recommend): compact side-by-side layout + filled left column (#361)",
          "author_name": "Nathan Ramos, CFA",
          "author_login": "nathanramoscfa",
          "committed_at": "2026-07-03T22:20:09Z",
          "body_truncated": true,
          "is_coding_agent": true
        },
        {
          "oid": "03ce850473ac3b949f968ea922abc3e06a544d31",
          "body": "Side-by-side \"matrix + rating key | detail\" left a large empty left column when\nthe rationale was long — the detail panel was much taller than the matrix. The\nmock only looked balanced because its sample rationale was short; real Gemini\nrationales are verbose, so the columns never matched and the le\n[…]\n so the two stay balanced at any length.\n\nFull Playwright suite green (130 passed); verified with verbose rationale by screenshot.\n\nCo-authored-by: Claude Opus 4.8 (1M context) <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "fix(recommend): stack the pick detail below a full-width matrix (#358)",
          "author_name": "Nathan Ramos, CFA",
          "author_login": "nathanramoscfa",
          "committed_at": "2026-07-03T19:27:52Z",
          "body_truncated": true,
          "is_coding_agent": true
        },
        {
          "oid": "98f55f858fc36cf402f027a37848cefc3870d6c0",
          "body": "…cohesive detail (#357)\n\nThe shipped redesign dropped several things from the approved mockup, leaving the\nresults cramped and unbalanced (a big empty gap under the matrix, no insight):\n\n- Add the funded-$0 insight strip (shown when every pick is $0 to the user;\n  best-effort funding-source extracti\n[…]\nhy-box with\n  the cost floating outside it).\n\nFull Playwright suite green (130 passed); verified against the mockup by screenshot.\n\nCo-authored-by: Claude Opus 4.8 (1M context) <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "fix(recommend): restore mockup fidelity — insight strip, rating key, …",
          "author_name": "Nathan Ramos, CFA",
          "author_login": "nathanramoscfa",
          "committed_at": "2026-07-03T19:00:43Z",
          "body_truncated": true,
          "is_coding_agent": true
        },
        {
          "oid": "a485bef73f9825da9a19c88a4b99b6326d4b01c6",
          "body": "Reconciled `<thinking-context>` with docs_facts and expanded the claude-code method's best-for to reflect Claude Code CHANGELOG entries 2.1.196–2.1.200. Notable additions in best-for: effort-level fallback rule (highest supported at or below requested); Option+T/Alt+T, alwaysThinkingEnabled, and MAX\n[…]\ns 4.8,. This tracker only FLAGS new models; do NOT add them to selector model lists here. Open an issue for the catalog refresh.\n\nCo-authored-by: roadmodel-bot <roadmodel-bot@users.noreply.github.com>",
          "is_bot": true,
          "headline": "Automated Claude Code refresh: 2026-07-03 (#356)",
          "author_name": "roadmodel-cron-bot[bot]",
          "author_login": "roadmodel-cron-bot[bot]",
          "committed_at": "2026-07-03T18:23:42Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "f620e74da1541621e12b0496311d8b7eb594ee0f",
          "body": "Bumps the service's roadmodel floor to 0.2.13 so the redeploy installs the\nstructured-rationale selector (#349, now on PyPI). Changing service/ triggers\nthe roadmodel-api Vercel deploy, which pip-installs 0.2.13; /healthz then\nreports roadmodel_version 0.2.13.\n\nCo-authored-by: Claude Opus 4.8 (1M context) <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "chore(service): require roadmodel >=0.2.13 (structured rationale) (#354)",
          "author_name": "Nathan Ramos, CFA",
          "author_login": "nathanramoscfa",
          "committed_at": "2026-07-03T13:55:26Z",
          "body_truncated": false,
          "is_coding_agent": true
        },
        {
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          "body": "Ships the structured-rationale selector change (#349): RATIONALE is emitted as\nthree labelled segments (TASK / PICK / RUN) and recommend_structured parses them\nbest-effort into a rationale_sections payload field. The single RATIONALE field\nstays required and its parse_response regex / _REQUIRED_KEYS\n[…]\ncommendResponse.\n\n- version 0.2.12 -> 0.2.13 (pyproject + __init__)\n- CHANGELOG 0.2.13 entry\n- pin test_packaging expected version\n\nCo-authored-by: Claude Opus 4.8 (1M context) <noreply@anthropic.com>",
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          "body": "filterByJurisdiction read each cost row's `model`, but SessionCostEstimate rows\ncarry the model under `model_name` — so a jurisdiction-restricted model was\ncorrectly excluded as a PICK yet still surfaced as a cost-table alternative. The\nredesign made this visible (the cost table renders in the selec\n[…]\nTightens the onboarding restrict-path test to assert the excluded model appears\nNOWHERE (pick or cost table), regressing the leak.\n\nCo-authored-by: Claude Opus 4.8 (1M context) <noreply@anthropic.com>",
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          "headline": "chore(availability): probe-detected availability change (2026-07-02) …",
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          "headline": "feat(availability): AI-grounded autonomous un-bench (Phase 4.9 B5) (#…",
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          "headline": "chore(availability): probe-detected availability change (2026-07-01) …",
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          "body": "Pin the service to roadmodel 0.2.11 so the redeploy picks up the Max\nreasoning-effort output level (#324). Completes the release pipeline: PyPI\npublish -> service floor bump -> redeploy. Verify via healthz roadmodel_version.\n\nCo-authored-by: Claude Opus 4.8 (1M context) <noreply@anthropic.com>",
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          "headline": "chore(service): require roadmodel>=0.2.11 (#325)",
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          "headline": "feat(recommend): add Max reasoning-effort output level (above XHigh) …",
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                "detail": "1 contributor(s) cover half of all commits",
                "points": 9,
                "status": "partial",
                "details": [
                  {
                    "code": "bus_factor",
                    "params": {
                      "count": 1
                    }
                  }
                ],
                "max_points": 54
              },
              {
                "key": "commit_distribution",
                "name": "Commit distribution",
                "detail": "top contributor authored 100% of commits",
                "points": 0,
                "status": "missed",
                "details": [
                  {
                    "code": "top_contributor_share",
                    "params": {
                      "share": 100
                    }
                  }
                ],
                "max_points": 22.5
              },
              {
                "key": "contributor_breadth",
                "name": "Contributor breadth",
                "detail": "1 contributors",
                "points": 1.4,
                "status": "partial",
                "details": [
                  {
                    "code": "contributors_sampled",
                    "params": {
                      "count": 1
                    }
                  }
                ],
                "max_points": 13.5
              },
              {
                "key": "openssf_scorecard_contributors",
                "name": "OpenSSF Scorecard: Contributors",
                "detail": "project has 0 contributing companies or organizations -- score normalized to 0",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 10
              }
            ]
          },
          {
            "key": "responsiveness",
            "band": "good",
            "name": "Issue & PR responsiveness",
            "note": null,
            "notes": [],
            "value": 72,
            "inputs": {
              "merged_prs": 354,
              "open_issues": 24,
              "closed_issues": 71,
              "issue_closed_ratio": 0.747,
              "closed_unmerged_prs": 11
            },
            "components": [
              {
                "key": "issue_resolution",
                "name": "Issue resolution",
                "detail": "75% of issues closed",
                "points": 34.9,
                "status": "partial",
                "details": [
                  {
                    "code": "issues_closed_share",
                    "params": {
                      "share": 75
                    }
                  }
                ],
                "max_points": 46.75
              },
              {
                "key": "pr_acceptance",
                "name": "PR acceptance",
                "detail": "354/365 decided PRs merged",
                "points": 37.1,
                "status": "partial",
                "details": [
                  {
                    "code": "decided_prs_merged",
                    "params": {
                      "merged": 354,
                      "decided": 365
                    }
                  }
                ],
                "max_points": 38.25
              },
              {
                "key": "openssf_scorecard_code_review",
                "name": "OpenSSF Scorecard: Code-Review",
                "detail": "Found 0/30 approved changesets -- score normalized to 0",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 15
              }
            ]
          },
          {
            "key": "stewardship",
            "band": "moderate",
            "name": "Ownership & stewardship",
            "note": "Excluded from scoring (no data or not applicable): Verified domain. Remaining weights renormalized.",
            "notes": [
              {
                "code": "excluded_no_data",
                "params": {
                  "components": [
                    "verified_domain"
                  ]
                }
              },
              {
                "code": "weights_renormalized",
                "params": {}
              }
            ],
            "value": 50,
            "inputs": {
              "followers": 25,
              "owner_type": "User",
              "is_verified": null,
              "owner_login": "nathanramoscfa",
              "public_repos": 21,
              "account_age_days": 1854
            },
            "components": [
              {
                "key": "ownership_backing",
                "name": "Ownership backing",
                "detail": "personal (user) account",
                "points": 10,
                "status": "partial",
                "details": [
                  {
                    "code": "owner_personal",
                    "params": {}
                  }
                ],
                "max_points": 30
              },
              {
                "key": "verified_domain",
                "name": "Verified domain",
                "detail": "not applicable to user accounts",
                "points": 0,
                "status": "excluded",
                "details": [
                  {
                    "code": "not_applicable_to_user_accounts",
                    "params": {}
                  }
                ],
                "max_points": 20
              },
              {
                "key": "owner_reach",
                "name": "Owner reach",
                "detail": "25 followers of nathanramoscfa",
                "points": 10.2,
                "status": "partial",
                "details": [
                  {
                    "code": "owner_followers",
                    "params": {
                      "count": 25,
                      "login": "nathanramoscfa"
                    }
                  }
                ],
                "max_points": 25
              },
              {
                "key": "track_record",
                "name": "Track record",
                "detail": "21 public repos, account ~5 yr old",
                "points": 19.9,
                "status": "partial",
                "details": [
                  {
                    "code": "public_repos",
                    "params": {
                      "count": 21
                    }
                  },
                  {
                    "code": "account_age_years",
                    "params": {
                      "years": 5
                    }
                  }
                ],
                "max_points": 25
              }
            ]
          },
          {
            "key": "package_maintenance",
            "band": "excellent",
            "name": "Package maintenance",
            "note": null,
            "notes": [],
            "value": 100,
            "inputs": {
              "packages": [
                "roadmodel"
              ],
              "ecosystems": "pypi",
              "any_deprecated": false,
              "min_days_since_publish": 0
            },
            "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"
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                  }
                ],
                "max_points": 25
              },
              {
                "key": "publish_recency",
                "name": "Publish recency",
                "detail": "latest publish 0 days ago",
                "points": 35,
                "status": "met",
                "details": [
                  {
                    "code": "publish_recency",
                    "params": {
                      "days": 0
                    }
                  }
                ],
                "max_points": 35
              },
              {
                "key": "version_history",
                "name": "Version history",
                "detail": "34 published versions",
                "points": 20,
                "status": "met",
                "details": [
                  {
                    "code": "published_versions",
                    "params": {
                      "count": 34
                    }
                  }
                ],
                "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": "excellent",
        "name": "Engineering Quality",
        "value": 86,
        "weight": 0.2,
        "metrics": [
          {
            "key": "engineering_practices",
            "band": "good",
            "name": "Engineering practices",
            "note": null,
            "notes": [],
            "value": 84,
            "inputs": {
              "has_ci": true,
              "has_tests": true,
              "has_editorconfig": false,
              "has_linter_config": true,
              "has_precommit_config": false
            },
            "components": [
              {
                "key": "ci_workflows",
                "name": "CI workflows",
                "detail": "14 workflow(s)",
                "points": 24,
                "status": "met",
                "details": [
                  {
                    "code": "ci_workflows",
                    "params": {
                      "count": 14
                    }
                  }
                ],
                "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": ".eslintrc.json",
                "points": 16,
                "status": "met",
                "details": [
                  {
                    "code": "file_list",
                    "params": {
                      "files": ".eslintrc.json"
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                  }
                ],
                "max_points": 16
              },
              {
                "key": "pre_commit_hooks",
                "name": "Pre-commit hooks",
                "detail": null,
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 9.6
              },
              {
                "key": "editorconfig",
                "name": ".editorconfig",
                "detail": null,
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 6.4
              },
              {
                "key": "openssf_scorecard_ci_tests",
                "name": "OpenSSF Scorecard: CI-Tests",
                "detail": "30 out of 30 merged PRs checked by a CI test -- score normalized to 10",
                "points": 20,
                "status": "met",
                "details": [],
                "max_points": 20
              }
            ]
          },
          {
            "key": "documentation",
            "band": "excellent",
            "name": "Documentation",
            "note": null,
            "notes": [],
            "value": 90,
            "inputs": {
              "topics": [],
              "has_wiki": true,
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              "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://roadmodel-web.vercel.app",
                "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": null,
                "points": 0,
                "status": "missed",
                "details": [],
                "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": "at_risk",
        "name": "Security",
        "value": 41,
        "weight": 0.16,
        "metrics": [
          {
            "key": "security_posture",
            "band": "at_risk",
            "name": "Security posture",
            "note": "Excluded from scoring (no data or not applicable): Branch-Protection. Remaining weights renormalized.",
            "notes": [
              {
                "code": "excluded_no_data",
                "params": {
                  "components": [
                    "branch_protection"
                  ]
                }
              },
              {
                "code": "weights_renormalized",
                "params": {}
              }
            ],
            "value": 41,
            "inputs": {
              "source": "openssf_scorecard",
              "checks_evaluated": 17,
              "scorecard_version": "v5.5.0",
              "checks_inconclusive": 1,
              "scorecard_aggregate": 4.1
            },
            "components": [
              {
                "key": "binary_artifacts",
                "name": "Binary-Artifacts",
                "detail": "no binaries found in the repo",
                "points": 7.5,
                "status": "met",
                "details": [],
                "max_points": 7.5
              },
              {
                "key": "branch_protection",
                "name": "Branch-Protection",
                "detail": "internal error: error during branchesHandler.setup: internal error: some github tokens can't read classic branch protection rules: https://github.com/ossf/scorecard-action/blob/main/docs/authentication/fine-grained-auth-token.md",
                "points": 0,
                "status": "excluded",
                "details": [
                  {
                    "code": "no_data",
                    "params": {}
                  }
                ],
                "max_points": 7.5
              },
              {
                "key": "ci_tests",
                "name": "CI-Tests",
                "detail": "30 out of 30 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 0/30 approved changesets -- score normalized to 0",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 7.5
              },
              {
                "key": "contributors",
                "name": "Contributors",
                "detail": "project has 0 contributing companies or organizations -- score normalized to 0",
                "points": 0,
                "status": "missed",
                "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": "no update tool detected",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 7.5
              },
              {
                "key": "fuzzing",
                "name": "Fuzzing",
                "detail": "project is not fuzzed",
                "points": 0,
                "status": "missed",
                "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": "project was created within the last 90 days. Please review its contents carefully",
                "points": 0,
                "status": "missed",
                "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 1",
                "points": 0.5,
                "status": "partial",
                "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": "5 out of the last 5 releases have a total of 5 signed artifacts.",
                "points": 6,
                "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": "9 existing vulnerabilities detected",
                "points": 0.8,
                "status": "partial",
                "details": [],
                "max_points": 7.5
              }
            ]
          }
        ],
        "description": "Are visible security and supply-chain practices strong, with no malicious dependency and no unresolved high-risk jurisdiction exposure?"
      },
      {
        "key": "ai_readiness",
        "band": "moderate",
        "name": "AI Readiness",
        "value": 53,
        "weight": 0,
        "metrics": [
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            "key": "ai_agent_context",
            "band": "at_risk",
            "name": "Agent context & guidance",
            "note": null,
            "notes": [],
            "value": 40,
            "inputs": {
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              "legible_history_share": 1,
              "agent_instruction_files": [],
              "agent_instruction_max_bytes": null
            },
            "components": [
              {
                "key": "agent_instructions",
                "name": "Agent instructions",
                "detail": "no CLAUDE.md / AGENTS.md / editor rules",
                "points": 0,
                "status": "missed",
                "details": [
                  {
                    "code": "no_agent_instructions",
                    "params": {}
                  }
                ],
                "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": "83 of 83 human commits state their intent (structured subject or explanatory body)",
                "points": 40,
                "status": "met",
                "details": [
                  {
                    "code": "legible_history",
                    "params": {
                      "legible": 83,
                      "sampled": 83
                    }
                  }
                ],
                "max_points": 40
              }
            ]
          },
          {
            "key": "ai_verify_loop",
            "band": "moderate",
            "name": "Verify loop (build / test / typecheck)",
            "note": null,
            "notes": [],
            "value": 65,
            "inputs": {
              "has_nix": false,
              "has_tests": true,
              "lockfiles": [
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              ],
              "has_dockerfile": true,
              "typed_language": false,
              "bootstrap_files": [],
              "has_devcontainer": false,
              "has_linter_config": true,
              "typecheck_configs": [
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              "agent_commit_share": 0.84,
              "toolchain_manifests": [],
              "dependency_bot_commit_share": 0
            },
            "components": [
              {
                "key": "one_command_bootstrap",
                "name": "One-command bootstrap",
                "detail": null,
                "points": 0,
                "status": "missed",
                "details": [],
                "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": ".eslintrc.json",
                "points": 11,
                "status": "met",
                "details": [
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                    "code": "file_list",
                    "params": {
                      "files": ".eslintrc.json"
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                  }
                ],
                "max_points": 11
              },
              {
                "key": "static_type_checking",
                "name": "Static type checking",
                "detail": "web/tsconfig.json",
                "points": 11,
                "status": "met",
                "details": [
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                    "code": "file_list",
                    "params": {
                      "files": "web/tsconfig.json"
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                  }
                ],
                "max_points": 11
              },
              {
                "key": "reproducible_environment",
                "name": "Reproducible environment",
                "detail": "Dockerfile, lockfile",
                "points": 10,
                "status": "met",
                "details": [
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                    "code": "file_list",
                    "params": {
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                  }
                ],
                "max_points": 10
              },
              {
                "key": "demonstrated_agent_practice",
                "name": "Demonstrated agent practice",
                "detail": "84 of the last 100 commits agent-authored or agent-credited",
                "points": 10,
                "status": "met",
                "details": [
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                    "code": "agent_authored_commits",
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                      "sampled": 100
                    }
                  }
                ],
                "max_points": 10
              },
              {
                "key": "automated_maintenance",
                "name": "Automated maintenance",
                "detail": "no automated dependency updates observed",
                "points": 0,
                "status": "missed",
                "details": [
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                    "code": "no_dependency_automation",
                    "params": {}
                  }
                ],
                "max_points": 8
              },
              {
                "key": "openssf_scorecard_pinned_dependencies",
                "name": "OpenSSF Scorecard: Pinned-Dependencies",
                "detail": "dependency not pinned by hash detected -- score normalized to 1",
                "points": 1,
                "status": "partial",
                "details": [],
                "max_points": 10
              }
            ]
          },
          {
            "key": "ai_code_legibility",
            "band": "good",
            "name": "Code legibility for models",
            "note": null,
            "notes": [],
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            "inputs": {
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              "largest_source_bytes": 51420,
              "source_files_sampled": 237,
              "oversized_source_files": 0
            },
            "components": [
              {
                "key": "type_checkable_code",
                "name": "Type-checkable code",
                "detail": "Python with type-check config (web/tsconfig.json)",
                "points": 27,
                "status": "partial",
                "details": [
                  {
                    "code": "typecheck_config_language",
                    "params": {
                      "files": "web/tsconfig.json",
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                    }
                  }
                ],
                "max_points": 45
              },
              {
                "key": "manageable_file_sizes",
                "name": "Manageable file sizes",
                "detail": "0/237 source files over 60KB",
                "points": 55,
                "status": "met",
                "details": [
                  {
                    "code": "oversized_source_files",
                    "params": {
                      "kb": 60,
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                      "oversized": 0
                    }
                  }
                ],
                "max_points": 55
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            ]
          },
          {
            "key": "ai_interfaces",
            "band": "critical",
            "name": "Machine-readable interfaces",
            "note": null,
            "notes": [],
            "value": 20,
            "inputs": {
              "example_dirs": [],
              "has_mcp_signal": true,
              "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": 20,
                "status": "met",
                "details": [],
                "max_points": 20
              },
              {
                "key": "runnable_examples",
                "name": "Runnable examples",
                "detail": null,
                "points": 0,
                "status": "missed",
                "details": [],
                "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",
    "Could not fetch pypi package 'roadmodel-service' from its registry",
    "GitHub dependency-graph SBOM unavailable (404); the dependency graph may be disabled for this repository",
    "deps.dev does not index pypi:roadmodel@0.2.29; advisories assessed against the repository dependency graph instead"
  ],
  "report_type": "repository",
  "generated_at": "2026-07-22T19:08:19.337969Z",
  "schema_version": "0.26.0",
  "badge_url": "https://raw.githubusercontent.com/inspect-software/badges/main/v1/n/nathanramoscfa/roadmodel.svg",
  "full_name": "nathanramoscfa/roadmodel",
  "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 v0.26.0 — full methodology · metrics wiki.

How one result sits in the wider record: aggregate statisticsPyPI.