Public record
Software health reportschema 0.23.0 · metrics 1.13.0 · 2026-07-21 19:50 UTC

bluesky / bluesky-tiled-plugins

Integrations for using Tiled with Bluesky

PythonNo license detected★ 2 stars⑂ 7 forkssince Nov 2025View on GitHub ↗

bluesky/bluesky-tiled-plugins holds a health index of 67 out of 100, placing it in the Moderate band. It scores highest on Vitality (92/100) and lowest on Community & Adoption (24/100). It was last updated today. A single contributor accounts for most of its recent work.

67
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.

67
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

153 followers84 public repossince Feb 2019

This repository is backed by an organization — shared, accountable stewardship that can outlive any single maintainer.

Package ecosystems

RegistryPackageVersionDownloads / moVersionsLast publish
PyPIbluesky-tiled-plugins2.0.9-270 days ago

Metrics by category

Vitality

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

92Excellent · 22% of overall
How it's scored
36/36Push recency — last push 0 days ago
22.2/36Commit cadence — 32/52 weeks with commits
18/18Commit volume — 266 commits in the last year
10/10OpenSSF Scorecard: Maintained — 30 commit(s) and 2 issue activity found in the last 90 days -- score normalized to 10
Inputs used
commits_last_year266
human_commit_share0.99
days_since_last_push0
active_weeks_last_year32

Release discipline

100Excellent
How it's scored
27/27Ships releases — 12 releases published
36/36Release recency — latest release 0 days ago
27/27Release cadence — a release every ~22.1 days
0/10OpenSSF Scorecard: Signed-Releases — no data
Inputs used
releases_count12
latest_release_tagv2.0.9
releases_from_tagsno
days_since_latest_release0
mean_days_between_releases22.1
Excluded from scoring (no data or not applicable): OpenSSF Scorecard: Signed-Releases. Remaining weights renormalized.

Community & Adoption

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

24Critical · 18% of overall
How it's scored
0/60Stars — 2 stars
6.5/25Forks — 7 forks
0/15Watchers — 0 watchers
Inputs used
forks7
stars2
watchers0
growth_stateunverified
growth_factor_pct100
growth_unverified_reasonbelow_threshold
How it's scored
22.5/22.5README
0/22.5License — no license file detected
18/18CONTRIBUTING guide
0/13.5Code of conduct
0/7.2Issue template
0/6.3PR template
Inputs used
has_readmeyes
has_licenseno
has_contributingyes
has_issue_templateno
has_code_of_conductno
has_pull_request_templateno

Sustainability & Governance

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

64Moderate · 24% of overall
How it's scored
9/54Bus factor — 1 contributor(s) cover half of all commits
8.8/22.5Commit distribution — top contributor authored 61% of commits
5.4/13.5Contributor breadth — 4 contributors
10/10OpenSSF Scorecard: Contributors — project has 7 contributing companies or organizations
Inputs used
bus_factor1
contributors_sampled4
top_contributor_share0.611
How it's scored
17.5/46.8Issue resolution — 38% of issues closed
31.9/38.3PR acceptance — 30/36 decided PRs merged
15/15OpenSSF Scorecard: Code-Review — all changesets reviewed
Inputs used
merged_prs30
open_issues5
closed_issues3
issue_closed_ratio0.375
closed_unmerged_prs6
How it's scored
30/30Ownership backing — organization-owned
0/20Verified domain
15.7/25Owner reach — 153 followers of bluesky
25/25Track record — 84 public repos, account ~7 yr old
Inputs used
followers153
owner_typeOrganization
is_verified
owner_loginbluesky
public_repos84
account_age_days2,712
How it's scored
25/25Published & resolvable — 1 package(s) on pypi
35/35Publish recency — latest publish 0 days ago
20/20Version history — 27 published versions
20/20Not deprecated — active, not deprecated or yanked
Inputs used
packagesbluesky-tiled-plugins
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 — 2 workflow(s)
24/24Tests present
16/16Linter config
9.6/9.6Pre-commit hooks
0/6.4.editorconfig
20/20OpenSSF Scorecard: CI-Tests — 4 out of 4 merged PRs checked by a CI test -- score normalized to 10
Inputs used
has_ciyes
has_testsyes
has_editorconfigno
has_linter_configyes
has_precommit_configyes
How it's scored
30/30README
25/25Documentation directory
0/15Documentation / homepage site
10/10Repository description
0/10Topics
10/10Wiki
Inputs used
topics
has_wikiyes
homepage
has_readmeyes
has_docs_diryes
has_descriptionyes

Security

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

59Moderate · 16% of overall
How it's scored
7.5/7.5Binary-Artifacts — no binaries found in the repo
0/7.5Branch-Protection — branch protection not enabled on development/release branches
2.5/2.5CI-Tests — 4 out of 4 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
7.5/7.5Code-Review — all changesets reviewed
2.5/2.5Contributors — project has 7 contributing companies or organizations
10/10Dangerous-Workflow — no dangerous workflow patterns detected
7.5/7.5Dependency-Update-Tool — update tool detected
0/5Fuzzing — project is not fuzzed
0/2.5License — license file not detected
7.5/7.5Maintained — 30 commit(s) and 2 issue activity found in the last 90 days -- score normalized to 10
5/5Packaging — packaging workflow detected
0/5Pinned-Dependencies — dependency not pinned by hash detected -- score normalized to 0
0/5SAST — SAST tool is not run on all commits -- score normalized to 0
0/5Security-Policy — security policy file not detected
0/7.5Signed-Releases — no data
0/7.5Token-Permissions — detected GitHub workflow tokens with excessive permissions
7.5/7.5Vulnerabilities — 0 existing vulnerabilities detected
Inputs used
sourceopenssf_scorecard
checks_evaluated17
scorecard_versionv5.5.0
checks_inconclusive1
scorecard_aggregate5.9
Excluded from scoring (no data or not applicable): signed_releases. 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.

44At risk · 0% of overall
How it's scored
0/45Agent instructions — no CLAUDE.md / AGENTS.md / editor rules
0/15Machine-readable docs (llms.txt)
22.1/40Legible commit history — 41 of 99 human commits state their intent (structured subject or explanatory body)
Inputs used
has_llms_txtno
legible_history_share0.414
agent_instruction_files
agent_instruction_max_bytes
How it's scored
18/18One-command bootstrap — Justfile
22/22Automated tests
11/11Lint / format config
0/11Static type checking
0/10Reproducible environment
0/10Demonstrated agent practice — no agent-authored commits among the last 100
8/8Automated maintenance — 1 of the last 100 commits are automated dependency updates
0/10OpenSSF Scorecard: Pinned-Dependencies — dependency not pinned by hash detected -- score normalized to 0
Inputs used
has_nixno
has_testsyes
lockfiles
has_dockerfileno
typed_languageno
bootstrap_filesJustfile
has_devcontainerno
has_linter_configyes
typecheck_configs
agent_commit_share0
toolchain_manifests
dependency_bot_commit_share0.01
How it's scored
0/45Type-checkable code — Python without a type-check config
53/55Manageable file sizes — 1/28 source files over 60KB
Inputs used
primary_languagePython
largest_source_bytes60,505
source_files_sampled28
oversized_source_files1
How it's scored
0/40API schema (OpenAPI/GraphQL/proto)
0/20MCP server
40/40Runnable examples — examples
Inputs used
example_dirsexamples
has_mcp_signalno
api_schema_files

Key facts

2GitHub stars
4contributors
266commits, last 12 months
0days since last push
12releases
1bus factor
5open issues
PyPIpackage ecosystems

Data collection warnings

  • deps.dev does not index pypi:bluesky-tiled-plugins@2.0.9; advisories assessed against the repository dependency graph instead
  • No resolved dependencies carried a version and a supported ecosystem

More detail

Star and fork history 2 ★ / 7 ⇿
2Stars
7Forks
11Releases

When each star and fork was added, collected from GitHub and bucketed by day. Cumulative growth sits directly above the daily additions it is made of, so the two read against each other: steady organic accretion looks nothing like an abrupt, short-lived burst. Where that difference is measurable, it is reported as growth authenticity.

01345682712025-112026-032026-07
Major 1Minor 0Patch 8
OpenSSF Scorecard 5.9 / 10
5.9aggregate

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 · 2026-07-21 19:50 UTC

10Binary-Artifactsno binaries found in the repo
0Branch-Protectionbranch protection not enabled on development/release branches
10CI-Tests4 out of 4 merged PRs checked by a CI test -- score normalized to 10
0CII-Best-Practicesno effort to earn an OpenSSF best practices badge detected
10Code-Reviewall changesets reviewed
10Contributorsproject has 7 contributing companies or organizations
10Dangerous-Workflowno dangerous workflow patterns detected
10Dependency-Update-Toolupdate tool detected
0Fuzzingproject is not fuzzed
0Licenselicense file not detected
10Maintained30 commit(s) and 2 issue activity found in the last 90 days -- score normalized to 10
10Packagingpackaging workflow detected
0Pinned-Dependenciesdependency not pinned by hash detected -- score normalized to 0
0SASTSAST tool is not run on all commits -- score normalized to 0
0Security-Policysecurity policy file not detected
n/aSigned-Releasesno releases found
0Token-Permissionsdetected GitHub workflow tokens with excessive permissions
10Vulnerabilities0 existing vulnerabilities detected
Direct dependencies 6
RegistryPackageVersion constraintManifest
PyPIdaskpyproject.toml
PyPIevent-modelpyproject.toml
PyPImongoquerypyproject.toml
PyPIpytzpyproject.toml
PyPItiled>=0.2.12pyproject.toml
PyPItzlocalpyproject.toml
All dependencies 6

Full resolved dependency set from the GitHub dependency graph: 1 direct and 5 indirect (transitive) packages. The transitive closure is complete when the repository commits a lockfile.

RegistryPackageVersionRelation
PyPItileddirect
PyPIhatchlingindirect
PyPImyst-parserindirect
PyPIpytestindirect
PyPIpytest-covindirect
PyPIsphinxindirect
Dependency advisories not assessed

Advisory matching could not run for this report: No resolved dependencies carried a version and a supported ecosystem

Raw JSON report machine-readable
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          "headline": "Apply suggestion from @danielballan",
          "author_name": "Eugene",
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          "headline": "Merge pull request #46 from genematx/revert-scan-id-sort",
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          "body": "Commit 513357a replaced `results.values().last()` with an explicit\n`.sort([(\"start.time\", -1)]).values().first()`, based on an\nunverified assumption that the server-side default sort direction\ncould be either ascending or descending. In practice the catalog\nreports `sorting: [{\"key\": \"time\", \"direct\n[…]\ntest that\ninserts two runs with the same `scan_id` (different `time`s) into a\nmongomock-backed catalog and asserts the lookup returns the newer.\nThe test fails against the broken sort in either shape.",
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          "body": "Bug fixes",
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          "is_bot": false,
          "headline": "TST: xfail internal-array zero-dim test",
          "author_name": "Eugene M.",
          "author_login": "genematx",
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          "body_truncated": false,
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        },
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          "body": "The json-seq exporter previously walked only the `internal` table\npartition when emitting events. Ragged internal arrays live in their\nown child nodes with `structure_family == \"ragged\"` and were\nmistakenly grouped with external stream_resources, breaking on\nre-ingest (empty rows collapsed to shape \n[…]\n and merge the\nvalues into the per-seq_num event data alongside the internal table\nvalues. The writer's existing shape-based dispatch routes the\nre-ingested rows back through `write_ragged` unchanged.",
          "is_bot": false,
          "headline": "ENH: export ragged internal arrays as events for roundtrip",
          "author_name": "Eugene M.",
          "author_login": "genematx",
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          "body": "Move the shared descriptor-reconstruction helper into\n`exporters.py` alongside its primary caller and drop the tiny\n`_descriptors` module. The client `descriptors` properties now\nimport it from `..exporters`.",
          "is_bot": false,
          "headline": "MNT: inline build_descriptor_docs into exporters.py",
          "author_name": "Eugene M.",
          "author_login": "genematx",
          "committed_at": "2026-07-07T18:02:00Z",
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          "is_bot": false,
          "headline": "MNT: format and lint",
          "author_name": "Eugene M.",
          "author_login": "genematx",
          "committed_at": "2026-07-07T18:02:00Z",
          "body_truncated": false,
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        {
          "oid": "8ff6eb0d9242f436d7246d1f175bb4353294d803",
          "body": "…lper\n\nMove the descriptor-assembly logic that was duplicated between the\nJSON-Seq exporter and the client `descriptors` properties into\n`_descriptors.build_descriptor_docs`. The helper strips\nnon-descriptor keys from the raw Tiled node metadata (which is\nuser-arbitrary), unfolds `_config_updates` into follow-up\ndocuments, and validates every result against the `event_model`\n`EventDescriptor` JSON schema so any drift between stored metadata\nand the on-wire document schema surfaces immediately.",
          "is_bot": false,
          "headline": "MNT: consolidate descriptor reconstruction into a schema-validated he…",
          "author_name": "Eugene M.",
          "author_login": "genematx",
          "committed_at": "2026-07-07T18:02:00Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "ed47770af0d1fb696964e06bf80c2957fcd88605",
          "body": "… walk\n\nThe `descriptors` properties on `BlueskyRun` and both event-stream\nimplementations previously iterated the full document stream of the\nrun just to filter descriptor entries, which is catastrophic on runs\nwith many events. Reconstruct the sequence from each stream's cached\nmetadata (and `_con\n[…]\nom_stream_client`\nwas reading `upd.configuration.data.<key>`, skipping the\n`obj_name` level, so every recorded update value silently collapsed\nto `None`. Index through `configuration[obj_name]` first.",
          "is_bot": false,
          "headline": "PERF: reconstruct descriptors from stream metadata; fix config-update…",
          "author_name": "Eugene M.",
          "author_login": "genematx",
          "committed_at": "2026-07-07T18:02:00Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "4ad6b3e74c0a05d4aa6fb1956539c574a8148a9f",
          "body": "…t parser\n\nExtract the document-stream parser into `_iter_json_seq` and use it\nfrom both the streaming pathway and `documents()`. The parser strips\nan optional \\x1E record-separator prefix from each newline-delimited\nrecord, so a client built against the new exporter can also read from\nan older server that still emits plain NDJSON during a rolling\nupgrade. The old-client / new-server direction remains a hard break\nand is expected to require a coordinated upgrade.",
          "is_bot": false,
          "headline": "ENH: accept both RFC 7464 and legacy NDJSON framing in json-seq clien…",
          "author_name": "Eugene M.",
          "author_login": "genematx",
          "committed_at": "2026-07-07T18:02:00Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "92b9f1fd3633ccf4dcff38dacc7b9c63765b4195",
          "body": "The `application/json-seq` exporter previously emitted plain\nnewline-delimited JSON, and the client parsers assumed the same. The\nmimetype now matches the wire format: each record is prefixed with the\nASCII record-separator (\\x1E) and terminated by a newline, per RFC\n7464. The streaming and `documents()` parsers in `bluesky_run` were\nupdated to consume this framing.",
          "is_bot": false,
          "headline": "BUG: emit and parse RFC 7464 JSON-Seq records",
          "author_name": "Eugene M.",
          "author_login": "genematx",
          "committed_at": "2026-07-07T18:02:00Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "513357a0db2c3d4820173858f4da85e398cd0908",
          "body": "… signature\n\n- `CatalogOfBlueskyRuns.is_sql` used to implicitly return `None` when\n  no matching spec was found, breaking `is True`/`is False` checks and\n  JSON serialization. Always return a concrete bool.\n- `_lookup_by_scan_id` relied on the server-side default sort direction\n  and called `.last()\n[…]\nxplicitly and return the first result.\n- `Dispatcher.process` accessed `name.name` unconditionally,\n  requiring a `DocumentNames` enum despite the docstring advertising a\n  string. Accept either form.",
          "is_bot": false,
          "headline": "BUG: harden catalog scan_id lookup, is_sql return, dispatcher process…",
          "author_name": "Eugene M.",
          "author_login": "genematx",
          "committed_at": "2026-07-07T18:02:00Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "678c9d9e9680f9286599a6c0926adfbcb3b70cb8",
          "body": null,
          "is_bot": false,
          "headline": "MNT: format and lint",
          "author_name": "Eugene M.",
          "author_login": "genematx",
          "committed_at": "2026-07-07T18:02:00Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "6f75cfad27b75c63e8660031b3ad748992e21f97",
          "body": "…er kwargs; dedup stop notes\n\n- `TiledWriter.spec_to_mimetype` is rebuilt as a `defaultdict` so\n  unknown specs still fall back to `application/octet-stream` instead\n  of raising `KeyError`; using `dict.__or__` dropped the factory.\n- `TiledWriter.from_uri` and `TiledWriter.from_profile` now accept\n \n[…]\ntings were\n  previously unreachable through the factory constructors.\n- Deduplicate the notes list written on the Stop document so a note\n  repeated between the normalizer and the writer appears once.",
          "is_bot": false,
          "headline": "ENH: preserve defaultdict fallback for spec_to_mimetype; forward writ…",
          "author_name": "Eugene M.",
          "author_login": "genematx",
          "committed_at": "2026-07-07T18:02:00Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "cf39e061460bf9104875156f20dfaf7d0f817343",
          "body": "… sleep\n\n- `ConsolidatorBase.validate` used a bare `assert` to check the\n  adapter could be initialized; under `python -O` this check is\n  stripped. Raise `RuntimeError` instead so the guard survives.\n- Remove the unconditional `time.sleep(0.1)` inside the per-data-key\n  validation loop; it added ~10 s of dead time per 100-key run with no\n  functional purpose.",
          "is_bot": false,
          "headline": "MNT: replace assert with raise in consolidator validate; drop per-key…",
          "author_name": "Eugene M.",
          "author_login": "genematx",
          "committed_at": "2026-07-07T18:02:00Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "95185d09ca5b6b7cd4cfb534f05873bfdb182cd7",
          "body": "- Decode the streaming JSON-seq response with an incremental UTF-8\n  decoder so multi-byte characters split across chunk boundaries do not\n  raise `UnicodeDecodeError`.\n- Skip blank lines when replaying documents from a JSON-seq buffer.\n- `IPYTHON_METHODS` was missing a comma, silently concatenating\n  `_repr_mimebundle_` and `_ipython_display_` into a single string that\n  never matched a real IPython lookup.",
          "is_bot": false,
          "headline": "BUG: harden document-stream parsing and fix IPYTHON_METHODS typo",
          "author_name": "Eugene M.",
          "author_login": "genematx",
          "committed_at": "2026-07-07T18:02:00Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "3f499f7c8114f2828c1af38965ff2f7e7c78c5b0",
          "body": "…tClient\n\nThe reversed iterator returned by `reversed(self._stream_names)` was not\nsliceable, and `self._keys[start:stop:-1 if direction < 0 else 1]`\nyielded an empty slice when a KeysView was reverse-sliced (e.g.\n`client.keys()[::-1]`). Reverse after slicing instead.",
          "is_bot": false,
          "headline": "BUG: fix reversed keys/items slicing on BlueskyRun and CompositeSubse…",
          "author_name": "Eugene M.",
          "author_login": "genematx",
          "committed_at": "2026-07-07T18:02:00Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "4ed154e5156373e42811c746aa0f7948d3641145",
          "body": "… sources\n\nThe DataSource for multi-file (multipart/related) consolidators only\npersists adapter kwargs in .parameters, dropping the original filename\ntemplate, chunk_shape, and join_method. As a result, exporting a\nBlueskyRun via application/json-seq and re-ingesting the documents\ncrashed inside Mu\n[…]\nor the consolidator to\nregenerate the same set of URIs on re-ingest.\n\nThe roundtrip test now covers both the internal-only and external-asset\nfixtures; the previously xfailed external case now passes.",
          "is_bot": false,
          "headline": "ENH: synthesize stream_resource template on export for multipart data…",
          "author_name": "Eugene M.",
          "author_login": "genematx",
          "committed_at": "2026-07-07T18:02:00Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "226f44aad8be7a4891db1c95c55991369de917f1",
          "body": "…rs, queries\n\n- exporters: stream_datum indices/seq_nums stop bounds are exclusive;\n  the previous code emitted stop = last_index (off-by-one), silently\n  truncating the last datum on ingest. Also give the sort key a numeric\n  fallback so events/event_pages don't blow up on None-vs-int compare.\n- ti\n[…]\nrned '9' and truncated filenames.\n  Cast to int before max().\n- queries: RawMongo deprecation warning string was not an f-string, so\n  {key}/{value!r} appeared literally instead of being interpolated.",
          "is_bot": false,
          "headline": "BUG: fix silent data-loss cases in exporters, normalizer, consolidato…",
          "author_name": "Eugene M.",
          "author_login": "genematx",
          "committed_at": "2026-07-07T18:02:00Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "841ac1098fbf37585bd85f8c412c22a511ac0732",
          "body": "- `_document_types` had `stream_resource` and `stream_datum` mapped\n  to each other's document classes, causing every parsed document via\n  `BlueskyRun.documents()` to be labelled with the wrong type.\n- `BlueskyEventStream._repr_mimebundle__` (extra trailing underscore)\n  never matched IPython's actual probe (`_repr_mimebundle_`), so the\n  MIME repr was not suppressed on event-stream nodes.\n- Add regression tests guarding both against future swaps.",
          "is_bot": false,
          "headline": "BUG: correct document-type mapping and mimebundle attribute name",
          "author_name": "Eugene M.",
          "author_login": "genematx",
          "committed_at": "2026-07-07T18:02:00Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "035d5959e0dd0f4439a9a24bb199a135dae6bd3f",
          "body": null,
          "is_bot": false,
          "headline": "BUG: include exception class name in AssetValidationException message",
          "author_name": "Eugene M.",
          "author_login": "genematx",
          "committed_at": "2026-07-07T17:57:40Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "7e629144bdd86d96fa5aeed3a196e46246ecd1da",
          "body": null,
          "is_bot": false,
          "headline": "FIX: concatenation of resource paths",
          "author_name": "Eugene M.",
          "author_login": "genematx",
          "committed_at": "2026-07-07T16:05:02Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "9c0c5acd407bd09018df9ff15f86aa5988ac045b",
          "body": "Previously, validate() unconditionally appended new notes to the run's\nexisting metadata notes on every invocation. A persistent (ignored)\nvalidation error would therefore produce a duplicate note on every\ncall, growing the metadata unboundedly.\n\nMerge existing and new notes with dict.fromkeys() to \n[…]\non_repeat_with_ignored_errors covering\nthe persistent-ignored-error case, and extend\ntest_validate_bluesky_run_failure to assert that a second validate()\ncall after a fix does not grow the notes list.",
          "is_bot": false,
          "headline": "BUG: dedupe validation notes so repeat validate() is idempotent",
          "author_name": "Eugene M.",
          "author_login": "genematx",
          "committed_at": "2026-07-07T16:05:02Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "9b433e3357eaffeb3327b0930bfaa8d36e0760f8",
          "body": null,
          "is_bot": false,
          "headline": "MNT: clarify comments",
          "author_name": "Eugene M.",
          "author_login": "genematx",
          "committed_at": "2026-07-07T16:05:02Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "a095782137583e560ebf66f044b5d4533f2a9118",
          "body": "The 'Tiled server does not support remote validation' warning is\nexpected behavior on the app0 fixture (which builds the server without\nthe validator router), not a defect. Match the marker already used by\ntest_ignore_validation_errors. Also reformat external_assets_bytes.json\nto the repo-wide spacing convention.",
          "is_bot": false,
          "headline": "TST: silence local-fallback UserWarning in test_bytes_roundtrip",
          "author_name": "Eugene M.",
          "author_login": "genematx",
          "committed_at": "2026-07-07T16:05:02Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "053a4d81b0e3f7f78f4b74560ecf2f0b8568ecf9",
          "body": "…es files_per_datum on update\n\n- Emit a UserWarning when frames-per-file (chunk_shape[0]) does not\n  divide frames-per-datum under join_method='concat'. The auto-repair\n  (coerce chunk_shape to (datum_shape[0],)) is preserved as before, but\n  users now get visibility into the silent change.\n- Cache \n[…]\ning + coerced chunk_shape, and\n  test_multipart_related_files_per_datum_override covering the new\n  files_per_datum StreamResource parameter and its refresh across\n  update_from_stream_resource calls.",
          "is_bot": false,
          "headline": "ENH: MultipartRelatedConsolidator warns on chunk coercion and refresh…",
          "author_name": "Eugene M.",
          "author_login": "genematx",
          "committed_at": "2026-07-07T16:05:02Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "4dc7e6cacc7fbbcf1165575d4247607dba20ab18",
          "body": "…tion\n\n- Harden BytesConsolidator: class docstring, initialize _indx_offset,\n  propagate the StreamResource spec parameter into metadata for parity\n  with ConsolidatorBase, and drop the nonsensical cls-is-not-base\n  escape hatch from get_supported_mimetype.\n- Implement validate(): check each registe\n[…]\ne shapes,\n  update_from_stream_resource index reset, factory dispatch + mimetype\n  guard, and a generalized spec-metadata propagation test parametrized\n  across BytesConsolidator and HDF5Consolidator.",
          "is_bot": false,
          "headline": "ENH: complete BytesConsolidator with tests, example, and asset valida…",
          "author_name": "Eugene M.",
          "author_login": "genematx",
          "committed_at": "2026-07-07T16:05:02Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "34cca21dc9b68747e6b7d6e3fe0f649a6ed86ed7",
          "body": "Previously, size_from_uri failures during data-source validation were\nsilently swallowed, letting downstream errors (e.g. an HDF5 adapter's\n'Unable to synchronously open') surface instead. That masked the root\ncause (missing file) with a less informative message.\n\nFix AssetValidationException to pro\n[…]\n. The remote validator router catches it, honors the\nignore_errors pattern list (for parity with the generic branch), and\notherwise returns a graceful 200 valid=False response rather than an\nHTTP 500.",
          "is_bot": false,
          "headline": "BUG: raise AssetValidationException for unreachable external assets",
          "author_name": "Eugene M.",
          "author_login": "genematx",
          "committed_at": "2026-07-07T16:05:02Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "1337314c316eb02fc66b094dd85033fe887c1b4b",
          "body": null,
          "is_bot": false,
          "headline": "MNT: format and lint",
          "author_name": "Eugene M.",
          "author_login": "genematx",
          "committed_at": "2026-07-07T16:05:02Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "8bb884d4f9ce718e1f175971bf9a0c6b38e52559",
          "body": null,
          "is_bot": false,
          "headline": "MNT: change parameter name",
          "author_name": "Eugene M.",
          "author_login": "genematx",
          "committed_at": "2026-07-07T16:05:02Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "81da02463c626a7048eacf7ab12cc7ffa3334d4f",
          "body": null,
          "is_bot": false,
          "headline": "WIP: add BytesConsolidator",
          "author_name": "Eugene M.",
          "author_login": "genematx",
          "committed_at": "2026-07-07T16:05:02Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "cdcfca79f864d6834799acd73316abcac9796379",
          "body": null,
          "is_bot": false,
          "headline": "WIP: reconciling changes in MultipartHDF5Consolidator",
          "author_name": "Eugene M.",
          "author_login": "genematx",
          "committed_at": "2026-07-07T16:05:02Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "9ab9ed3d8c2cffa9d537e103cacb2f5eb5eda263",
          "body": null,
          "is_bot": false,
          "headline": "ENH: translate datum_kwargs point_number to indices",
          "author_name": "Eugene M.",
          "author_login": "genematx",
          "committed_at": "2026-07-07T16:00:25Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "afee5f8f7e09108597b6ba0caa2be71d2564b298",
          "body": "Route legacy Resource `root` + `resource_path` composition through\ntiled's `ensure_uri` for canonical URI construction (absolutization,\nscheme/netloc, Windows drive letters), and preserve a trailing `/` on\n`resource_path` across the round-trip. That slash is meaningful: it\nsignals the directory-URI \n[…]\ns the filename-prefix convention\nin which the template renders a suffix. Both `pathlib.Path` and\n`ensure_uri` internally normalize the trailing slash away, so it is\ncaptured and reattached explicitly.",
          "is_bot": false,
          "headline": "BUG: preserve trailing slash on legacy Resource path",
          "author_name": "Eugene M.",
          "author_login": "genematx",
          "committed_at": "2026-07-02T18:32:08Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "45253ea0c9e0a76ec6b12ff688b35eacf7302d8e",
          "body": null,
          "is_bot": false,
          "headline": "FIX: allow trailing slash in paths",
          "author_name": "Eugene M.",
          "author_login": "genematx",
          "committed_at": "2026-07-02T17:54:10Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "210282fbec0c082d965f0230fbe017eb0928efff",
          "body": "The multipart file-sequence consolidator previously did a naked string\nconcatenation `self.uri + self.template.format(...)`, which required\nthe template to start with a literal `/` in order to produce a valid\npath. Without that leading slash the URI base and rendered filename ran\ntogether, e.g. `...\n[…]\nat do not exist on disk fall through\n  to the safe default (slash-join).\n\nThe strategy is decided once per Consolidator via a `cached_property`\nsince the URI is fixed for the lifetime of the instance.",
          "is_bot": false,
          "headline": "BUG: robust join of Resource URI with filename template",
          "author_name": "Eugene M.",
          "author_login": "genematx",
          "committed_at": "2026-07-02T17:33:56Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "6232daab4af525351bf76b7db4eecf7e583a8eca",
          "body": null,
          "is_bot": false,
          "headline": "MNT: format and lint",
          "author_name": "Eugene M.",
          "author_login": "genematx",
          "committed_at": "2026-07-02T17:20:11Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "3a5c8d044f75e422586cca14431d8cb332b91bf8",
          "body": "…nd on their own nodes\n\nWhen multiple descriptors (streams) reference the same Resource -- for\nexample an area detector triggered once per stream, each event picking\na different file from a TIFF stack -- every descriptor's StreamDatum\nattaches to whichever descriptor's node was created first. The ot\n[…]\npoint_number` selecting\na file index in a TIFF stack) are not introduced into TiledWriter. Users\ntranslate them to the writer-native `indices` field through the\nexisting `patches={\"datum\": ...}` hook.",
          "is_bot": false,
          "headline": "BUG: emit per-descriptor StreamResource so shared-Resource streams la…",
          "author_name": "Eugene M.",
          "author_login": "genematx",
          "committed_at": "2026-07-02T17:18:45Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "d72ff172385d87b734e5719d14319f167a2e0ec4",
          "body": "Allow Multipart hdf5 Datasets",
          "is_bot": false,
          "headline": "Merge pull request #19 from genematx/multipart-hdf5",
          "author_name": "Dan Allan",
          "author_login": "danielballan",
          "committed_at": "2026-07-01T17:01:12Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "1faad9245546d48d0d97ee319324a33ce3c66d1c",
          "body": null,
          "is_bot": false,
          "headline": "Merge branch 'main' into multipart-hdf5",
          "author_name": "Eugene M.",
          "author_login": "genematx",
          "committed_at": "2026-07-01T15:03:08Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "9cc03354a45e2751704f077e37dbc9d4ac152b17",
          "body": "Writing Ragged Arrays",
          "is_bot": false,
          "headline": "Merge pull request #39 from genematx/write-ragged",
          "author_name": "Dan Allan",
          "author_login": "danielballan",
          "committed_at": "2026-07-01T14:24:35Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "fc99a47676d753e5a56b2d4984c2fc1b15fc247d",
          "body": null,
          "is_bot": false,
          "headline": "TST: skip ragged datasets with legacy mongo_normalized",
          "author_name": "Eugene M.",
          "author_login": "genematx",
          "committed_at": "2026-06-25T18:59:44Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "c4932e1db7afbadb405926ae722f28f7e2214858",
          "body": null,
          "is_bot": false,
          "headline": "TST: skip ragged datasets with legacy mongo_normalized",
          "author_name": "Eugene M.",
          "author_login": "genematx",
          "committed_at": "2026-06-25T18:22:37Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "1e7832bbd936222a9eca49279fe7c6d5b44457c2",
          "body": "…ins into write-ragged",
          "is_bot": false,
          "headline": "Merge branch 'write-ragged' of github.com:genematx/bluesky-tiled-plug…",
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                "key": "openssf_scorecard_code_review",
                "name": "OpenSSF Scorecard: Code-Review",
                "detail": "all changesets reviewed",
                "points": 15,
                "status": "met",
                "details": [],
                "max_points": 15
              }
            ]
          },
          {
            "key": "stewardship",
            "band": "good",
            "name": "Ownership & stewardship",
            "note": null,
            "notes": [],
            "value": 71,
            "inputs": {
              "followers": 153,
              "owner_type": "Organization",
              "is_verified": null,
              "owner_login": "bluesky",
              "public_repos": 84,
              "account_age_days": 2712
            },
            "components": [
              {
                "key": "ownership_backing",
                "name": "Ownership backing",
                "detail": "organization-owned",
                "points": 30,
                "status": "met",
                "details": [
                  {
                    "code": "owner_organization",
                    "params": {}
                  }
                ],
                "max_points": 30
              },
              {
                "key": "verified_domain",
                "name": "Verified domain",
                "detail": null,
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 20
              },
              {
                "key": "owner_reach",
                "name": "Owner reach",
                "detail": "153 followers of bluesky",
                "points": 15.7,
                "status": "partial",
                "details": [
                  {
                    "code": "owner_followers",
                    "params": {
                      "count": 153,
                      "login": "bluesky"
                    }
                  }
                ],
                "max_points": 25
              },
              {
                "key": "track_record",
                "name": "Track record",
                "detail": "84 public repos, account ~7 yr old",
                "points": 25,
                "status": "met",
                "details": [
                  {
                    "code": "public_repos",
                    "params": {
                      "count": 84
                    }
                  },
                  {
                    "code": "account_age_years",
                    "params": {
                      "years": 7
                    }
                  }
                ],
                "max_points": 25
              }
            ]
          },
          {
            "key": "package_maintenance",
            "band": "excellent",
            "name": "Package maintenance",
            "note": null,
            "notes": [],
            "value": 100,
            "inputs": {
              "packages": [
                "bluesky-tiled-plugins"
              ],
              "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"
                    }
                  }
                ],
                "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": "27 published versions",
                "points": 20,
                "status": "met",
                "details": [
                  {
                    "code": "published_versions",
                    "params": {
                      "count": 27
                    }
                  }
                ],
                "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": "excellent",
            "name": "Engineering practices",
            "note": null,
            "notes": [],
            "value": 94,
            "inputs": {
              "has_ci": true,
              "has_tests": true,
              "has_editorconfig": false,
              "has_linter_config": true,
              "has_precommit_config": true
            },
            "components": [
              {
                "key": "ci_workflows",
                "name": "CI workflows",
                "detail": "2 workflow(s)",
                "points": 24,
                "status": "met",
                "details": [
                  {
                    "code": "ci_workflows",
                    "params": {
                      "count": 2
                    }
                  }
                ],
                "max_points": 24
              },
              {
                "key": "tests_present",
                "name": "Tests present",
                "detail": null,
                "points": 24,
                "status": "met",
                "details": [],
                "max_points": 24
              },
              {
                "key": "linter_config",
                "name": "Linter config",
                "detail": null,
                "points": 16,
                "status": "met",
                "details": [],
                "max_points": 16
              },
              {
                "key": "pre_commit_hooks",
                "name": "Pre-commit hooks",
                "detail": null,
                "points": 9.6,
                "status": "met",
                "details": [],
                "max_points": 9.6
              },
              {
                "key": "editorconfig",
                "name": ".editorconfig",
                "detail": null,
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 6.4
              },
              {
                "key": "openssf_scorecard_ci_tests",
                "name": "OpenSSF Scorecard: CI-Tests",
                "detail": "4 out of 4 merged PRs checked by a CI test -- score normalized to 10",
                "points": 20,
                "status": "met",
                "details": [],
                "max_points": 20
              }
            ]
          },
          {
            "key": "documentation",
            "band": "good",
            "name": "Documentation",
            "note": null,
            "notes": [],
            "value": 75,
            "inputs": {
              "topics": [],
              "has_wiki": true,
              "homepage": null,
              "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": null,
                "points": 0,
                "status": "missed",
                "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": "moderate",
        "name": "Security",
        "value": 59,
        "weight": 0.16,
        "metrics": [
          {
            "key": "security_posture",
            "band": "moderate",
            "name": "Security posture",
            "note": "Excluded from scoring (no data or not applicable): Signed-Releases. Remaining weights renormalized.",
            "notes": [
              {
                "code": "excluded_no_data",
                "params": {
                  "components": [
                    "signed_releases"
                  ]
                }
              },
              {
                "code": "weights_renormalized",
                "params": {}
              }
            ],
            "value": 59,
            "inputs": {
              "source": "openssf_scorecard",
              "checks_evaluated": 17,
              "scorecard_version": "v5.5.0",
              "checks_inconclusive": 1,
              "scorecard_aggregate": 5.9
            },
            "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": "branch protection not enabled on development/release branches",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 7.5
              },
              {
                "key": "ci_tests",
                "name": "CI-Tests",
                "detail": "4 out of 4 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": "all changesets reviewed",
                "points": 7.5,
                "status": "met",
                "details": [],
                "max_points": 7.5
              },
              {
                "key": "contributors",
                "name": "Contributors",
                "detail": "project has 7 contributing companies or organizations",
                "points": 2.5,
                "status": "met",
                "details": [],
                "max_points": 2.5
              },
              {
                "key": "dangerous_workflow",
                "name": "Dangerous-Workflow",
                "detail": "no dangerous workflow patterns detected",
                "points": 10,
                "status": "met",
                "details": [],
                "max_points": 10
              },
              {
                "key": "dependency_update_tool",
                "name": "Dependency-Update-Tool",
                "detail": "update tool detected",
                "points": 7.5,
                "status": "met",
                "details": [],
                "max_points": 7.5
              },
              {
                "key": "fuzzing",
                "name": "Fuzzing",
                "detail": "project is not fuzzed",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 5
              },
              {
                "key": "license",
                "name": "License",
                "detail": "license file not detected",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 2.5
              },
              {
                "key": "maintained",
                "name": "Maintained",
                "detail": "30 commit(s) and 2 issue activity found in the last 90 days -- score normalized to 10",
                "points": 7.5,
                "status": "met",
                "details": [],
                "max_points": 7.5
              },
              {
                "key": "packaging",
                "name": "Packaging",
                "detail": "packaging workflow detected",
                "points": 5,
                "status": "met",
                "details": [],
                "max_points": 5
              },
              {
                "key": "pinned_dependencies",
                "name": "Pinned-Dependencies",
                "detail": "dependency not pinned by hash detected -- score normalized to 0",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 5
              },
              {
                "key": "sast",
                "name": "SAST",
                "detail": "SAST tool is not run on all commits -- score normalized to 0",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 5
              },
              {
                "key": "security_policy",
                "name": "Security-Policy",
                "detail": "security policy file not detected",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 5
              },
              {
                "key": "signed_releases",
                "name": "Signed-Releases",
                "detail": "no releases found",
                "points": 0,
                "status": "excluded",
                "details": [
                  {
                    "code": "no_data",
                    "params": {}
                  }
                ],
                "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": "0 existing vulnerabilities detected",
                "points": 7.5,
                "status": "met",
                "details": [],
                "max_points": 7.5
              }
            ]
          },
          {
            "key": "high_risk_jurisdiction_exposure",
            "band": "excellent",
            "name": "High-Risk Jurisdiction Exposure",
            "note": "Only high-confidence self-published location evidence affects this multiplier. Ambiguous matches are review-only; country evidence is not proof of nationality, citizenship, legal registration, malicious intent, or sanctions status.",
            "notes": [
              {
                "code": "jurisdiction_evidence_limits",
                "params": {}
              }
            ],
            "value": 100,
            "inputs": {
              "meaning": "self-published location evidence; not nationality or citizenship",
              "red_flag": false,
              "exposures": [],
              "policy_countries": [
                "Russia",
                "Iran",
                "North Korea"
              ],
              "review_only_matches": 0,
              "assessed_self_published_locations": 3
            },
            "components": [
              {
                "key": "policy_exposure_multiplier",
                "name": "Policy exposure multiplier",
                "detail": "no confirmed policy-scope location match",
                "points": 100,
                "status": "met",
                "details": [
                  {
                    "code": "jurisdiction_no_match",
                    "params": {}
                  }
                ],
                "max_points": 100
              }
            ]
          }
        ],
        "description": "Are visible security and supply-chain practices strong, with no malicious dependency and no unresolved high-risk jurisdiction exposure?"
      },
      {
        "key": "ai_readiness",
        "band": "at_risk",
        "name": "AI Readiness",
        "value": 44,
        "weight": 0,
        "metrics": [
          {
            "key": "ai_agent_context",
            "band": "critical",
            "name": "Agent context & guidance",
            "note": null,
            "notes": [],
            "value": 22,
            "inputs": {
              "has_llms_txt": false,
              "legible_history_share": 0.414,
              "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": "41 of 99 human commits state their intent (structured subject or explanatory body)",
                "points": 22.1,
                "status": "partial",
                "details": [
                  {
                    "code": "legible_history",
                    "params": {
                      "legible": 41,
                      "sampled": 99
                    }
                  }
                ],
                "max_points": 40
              }
            ]
          },
          {
            "key": "ai_verify_loop",
            "band": "moderate",
            "name": "Verify loop (build / test / typecheck)",
            "note": null,
            "notes": [],
            "value": 59,
            "inputs": {
              "has_nix": false,
              "has_tests": true,
              "lockfiles": [],
              "has_dockerfile": false,
              "typed_language": false,
              "bootstrap_files": [
                "Justfile"
              ],
              "has_devcontainer": false,
              "has_linter_config": true,
              "typecheck_configs": [],
              "agent_commit_share": 0,
              "toolchain_manifests": [],
              "dependency_bot_commit_share": 0.01
            },
            "components": [
              {
                "key": "one_command_bootstrap",
                "name": "One-command bootstrap",
                "detail": "Justfile",
                "points": 18,
                "status": "met",
                "details": [
                  {
                    "code": "file_list",
                    "params": {
                      "files": "Justfile"
                    }
                  }
                ],
                "max_points": 18
              },
              {
                "key": "automated_tests",
                "name": "Automated tests",
                "detail": null,
                "points": 22,
                "status": "met",
                "details": [],
                "max_points": 22
              },
              {
                "key": "lint_format_config",
                "name": "Lint / format config",
                "detail": null,
                "points": 11,
                "status": "met",
                "details": [],
                "max_points": 11
              },
              {
                "key": "static_type_checking",
                "name": "Static type checking",
                "detail": null,
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 11
              },
              {
                "key": "reproducible_environment",
                "name": "Reproducible environment",
                "detail": null,
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 10
              },
              {
                "key": "demonstrated_agent_practice",
                "name": "Demonstrated agent practice",
                "detail": "no agent-authored commits among the last 100",
                "points": 0,
                "status": "missed",
                "details": [
                  {
                    "code": "no_agent_authored_commits",
                    "params": {
                      "sampled": 100
                    }
                  }
                ],
                "max_points": 10
              },
              {
                "key": "automated_maintenance",
                "name": "Automated maintenance",
                "detail": "1 of the last 100 commits are automated dependency updates",
                "points": 8,
                "status": "met",
                "details": [
                  {
                    "code": "dependency_bot_commits",
                    "params": {
                      "count": 1,
                      "sampled": 100
                    }
                  }
                ],
                "max_points": 8
              },
              {
                "key": "openssf_scorecard_pinned_dependencies",
                "name": "OpenSSF Scorecard: Pinned-Dependencies",
                "detail": "dependency not pinned by hash detected -- score normalized to 0",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 10
              }
            ]
          },
          {
            "key": "ai_code_legibility",
            "band": "moderate",
            "name": "Code legibility for models",
            "note": null,
            "notes": [],
            "value": 53,
            "inputs": {
              "primary_language": "Python",
              "largest_source_bytes": 60505,
              "source_files_sampled": 28,
              "oversized_source_files": 1
            },
            "components": [
              {
                "key": "type_checkable_code",
                "name": "Type-checkable code",
                "detail": "Python without a type-check config",
                "points": 0,
                "status": "missed",
                "details": [
                  {
                    "code": "no_typecheck_config_language",
                    "params": {
                      "language": "Python"
                    }
                  }
                ],
                "max_points": 45
              },
              {
                "key": "manageable_file_sizes",
                "name": "Manageable file sizes",
                "detail": "1/28 source files over 60KB",
                "points": 53,
                "status": "partial",
                "details": [
                  {
                    "code": "oversized_source_files",
                    "params": {
                      "kb": 60,
                      "sampled": 28,
                      "oversized": 1
                    }
                  }
                ],
                "max_points": 55
              }
            ]
          },
          {
            "key": "ai_interfaces",
            "band": "at_risk",
            "name": "Machine-readable interfaces",
            "note": null,
            "notes": [],
            "value": 40,
            "inputs": {
              "example_dirs": [
                "examples"
              ],
              "has_mcp_signal": false,
              "api_schema_files": []
            },
            "components": [
              {
                "key": "api_schema_openapi_graphql_proto",
                "name": "API schema (OpenAPI/GraphQL/proto)",
                "detail": null,
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 40
              },
              {
                "key": "mcp_server",
                "name": "MCP server",
                "detail": null,
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 20
              },
              {
                "key": "runnable_examples",
                "name": "Runnable examples",
                "detail": "examples",
                "points": 40,
                "status": "met",
                "details": [
                  {
                    "code": "file_list",
                    "params": {
                      "files": "examples"
                    }
                  }
                ],
                "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": [
    "deps.dev does not index pypi:bluesky-tiled-plugins@2.0.9; advisories assessed against the repository dependency graph instead",
    "No resolved dependencies carried a version and a supported ecosystem"
  ],
  "report_type": "repository",
  "generated_at": "2026-07-21T19:50:31.767866Z",
  "schema_version": "0.23.0",
  "badge_url": "https://raw.githubusercontent.com/inspect-software/badges/main/v1/b/bluesky/bluesky-tiled-plugins.svg",
  "full_name": "bluesky/bluesky-tiled-plugins",
  "license_state": "absent",
  "license_spdx": null
}

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 v0.23.0 — full methodology · metrics wiki.

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