Public recordModerate
Software health reportschema 0.27.0 · metrics 1.13.0 · 2026-07-24 18:41 UTC
aws / aws-iot-device-sdk-python
SDK for connecting to AWS IoT from a device using Python.
aws/aws-iot-device-sdk-python holds a health index of 65 out of 100, placing it in the Moderate band. It scores highest on Community & Adoption (84/100) and lowest on AI Readiness (29/100). It was last updated today. 2 contributors account for most of its recent work.
65
overall / 100Software health index
Metrics are grouped into weighted categories on one standardized 1–100 scale. Overall starts as their weighted mean; when public evidence triggers the High-Risk Jurisdiction Policy, the rating is adjusted and receives an At risk ceiling of 49. AI Readiness sits outside the overall score.
65
Excellent85-100Exemplary; meets essentially all checked criteria
Good70-84Healthy; minor gaps
Moderate50-69Acceptable with notable gaps; review recommended
At risk30-49Significant weaknesses; adoption warrants caution
Critical1-29Severe problems (abandoned, single-maintainer, no hygiene)
Score profile
Each axis is a category. The shape matters more than the average — a healthy subject fills the whole shape, while a spike-and-crater profile means strength in one dimension is masking risk in another.
Ownership
Amazon Web ServicesOrganization
16,160 followers551 public repossince Aug 2012
This repository is backed by an organization — shared, accountable stewardship that can outlive any single maintainer.
Package ecosystems
| Registry | Package | Version | Downloads / mo | Versions | Last publish | Tags |
|---|---|---|---|---|---|---|
| PyPI | AWSIoTPythonSDK | 1.6.1 | - | 22 | 0 days ago | awsiotmqtt |
Metrics by category
Vitality
Is the project alive — is code being written and are releases shipping?
61
Development activity
45At risk
How it's scored
| 36/36 | Push recency — last push 0 days ago |
| 2.1/36 | Commit cadence — 3/52 weeks with commits |
| 6.3/18 | Commit volume — 4 commits in the last year |
| 1/10 | OpenSSF Scorecard: Maintained — 2 commit(s) and 0 issue activity found in the last 90 days -- score normalized to 1 |
Inputs used
| commits_last_year | 4 |
| human_commit_share | 1 |
| days_since_last_push | 0 |
| active_weeks_last_year | 3 |
Release discipline
84Good
How it's scored
| 27/27 | Ships releases — 16 releases published |
| 36/36 | Release recency — latest release 0 days ago |
| 12.6/27 | Release cadence — a release every ~347.2 days |
| 0/10 | OpenSSF Scorecard: Signed-Releases — no data |
Inputs used
| releases_count | 16 |
| latest_release_tag | v1.6.1 |
| releases_from_tags | no |
| days_since_latest_release | 0 |
| mean_days_between_releases | 347.2 |
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?
84
Popularity & adoption
77Good
How it's scored
| 46/60 | Stars — 688 stars |
| 21.8/25 | Forks — 418 forks |
| 9.4/15 | Watchers — 51 watchers |
Inputs used
| forks | 418 |
| stars | 688 |
| watchers | 51 |
| growth_state | unverified |
| growth_factor_pct | 100 |
| growth_unverified_reason | no_history |
Community health
92Excellent
How it's scored
| 22.5/22.5 | README |
| 22.5/22.5 | License — recognized license (Apache-2.0) |
| 18/18 | CONTRIBUTING guide |
| 13.5/13.5 | Code of conduct |
| 0/7.2 | Issue template |
| 6.3/6.3 | PR template |
Inputs used
| has_readme | yes |
| has_license | yes |
| has_contributing | yes |
| has_issue_template | no |
| has_code_of_conduct | yes |
| has_pull_request_template | yes |
Sustainability & Governance
Will the project survive its people — bus factor, responsiveness, who backs it, and package upkeep?
77
Maintainer resilience (bus factor)
56Moderate
How it's scored
| 25.2/54 | Bus factor — 2 contributor(s) cover half of all commits |
| 11.8/22.5 | Commit distribution — top contributor authored 48% of commits |
| 13.5/13.5 | Contributor breadth — 18 contributors |
| 6/10 | OpenSSF Scorecard: Contributors — project has 2 contributing companies or organizations -- score normalized to 6 |
Inputs used
| bus_factor | 2 |
| contributors_sampled | 18 |
| top_contributor_share | 0.475 |
How it's scored
| 46.8/46.8 | Issue resolution — 100% of issues closed |
| 20/38.3 | PR acceptance — 35/67 decided PRs merged |
| 15/15 | OpenSSF Scorecard: Code-Review — all changesets reviewed |
Inputs used
| merged_prs | 35 |
| open_issues | 0 |
| closed_issues | 267 |
| issue_closed_ratio | 1 |
| closed_unmerged_prs | 32 |
Ownership & stewardship
80Good
How it's scored
| 30/30 | Ownership backing — organization-owned |
| 0/20 | Verified domain |
| 25/25 | Owner reach — 16,160 followers of aws |
| 25/25 | Track record — 551 public repos, account ~13 yr old |
Inputs used
| followers | 16,160 |
| owner_type | Organization |
| is_verified | — |
| owner_login | aws |
| public_repos | 551 |
| account_age_days | 5,078 |
Package maintenance
100Excellent
How it's scored
| 25/25 | Published & resolvable — 1 package(s) on pypi |
| 35/35 | Publish recency — latest publish 0 days ago |
| 20/20 | Version history — 22 published versions |
| 20/20 | Not deprecated — active, not deprecated or yanked |
Inputs used
| packages | AWSIoTPythonSDK |
| ecosystems | pypi |
| any_deprecated | no |
| min_days_since_publish | 0 |
Engineering Quality
Are baseline engineering and documentation practices in place?
47
Engineering practices
52Moderate
How it's scored
| 24/24 | CI workflows — 5 workflow(s) |
| 24/24 | Tests present |
| 0/16 | Linter config |
| 0/9.6 | Pre-commit hooks |
| 0/6.4 | .editorconfig |
| 4/20 | OpenSSF Scorecard: CI-Tests — 5 out of 18 merged PRs checked by a CI test -- score normalized to 2 |
Inputs used
| has_ci | yes |
| has_tests | yes |
| has_editorconfig | no |
| has_linter_config | no |
| has_precommit_config | no |
Documentation
40At risk
How it's scored
| 30/30 | README |
| 0/25 | Documentation directory |
| 0/15 | Documentation / homepage site |
| 10/10 | Repository description |
| 0/10 | Topics |
| 0/10 | Wiki |
Inputs used
| topics | — |
| has_wiki | no |
| homepage | — |
| has_readme | yes |
| has_docs_dir | no |
| has_description | yes |
Security
Are visible security and supply-chain practices strong, without unresolved high-risk jurisdiction exposure?
52
Security posture
52Moderate
How it's scored
| 7.5/7.5 | Binary-Artifacts — no binaries found in the repo |
| 4.5/7.5 | Branch-Protection — branch protection is not maximal on development and all release branches |
| 0.5/2.5 | CI-Tests — 5 out of 18 merged PRs checked by a CI test -- score normalized to 2 |
| 0/2.5 | CII-Best-Practices — no effort to earn an OpenSSF best practices badge detected |
| 7.5/7.5 | Code-Review — all changesets reviewed |
| 1.5/2.5 | Contributors — project has 2 contributing companies or organizations -- score normalized to 6 |
| 10/10 | Dangerous-Workflow — no dangerous workflow patterns detected |
| 0/7.5 | Dependency-Update-Tool — no update tool detected |
| 0/5 | Fuzzing — project is not fuzzed |
| 2.5/2.5 | License — license file detected |
| 0.8/7.5 | Maintained — 2 commit(s) and 0 issue activity found in the last 90 days -- score normalized to 1 |
| 0/5 | Packaging — no data |
| 0/5 | Pinned-Dependencies — dependency not pinned by hash detected -- score normalized to 0 |
| 0.5/5 | SAST — SAST tool is not run on all commits -- score normalized to 1 |
| 5/5 | Security-Policy — security policy file detected |
| 0/7.5 | Signed-Releases — no data |
| 0/7.5 | Token-Permissions — detected GitHub workflow tokens with excessive permissions |
| 7.5/7.5 | Vulnerabilities — 0 existing vulnerabilities detected |
Inputs used
| source | openssf_scorecard |
| checks_evaluated | 16 |
| scorecard_version | v5.5.0 |
| checks_inconclusive | 2 |
| scorecard_aggregate | 5.2 |
Excluded from scoring (no data or not applicable): packaging, 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.
29
Agent context & guidance
20Critical
How it's scored
| 0/45 | Agent instructions — no CLAUDE.md / AGENTS.md / editor rules |
| 0/15 | Machine-readable docs (llms.txt) |
| 19.7/40 | Legible commit history — 37 of 100 human commits state their intent (structured subject or explanatory body) |
Inputs used
| has_llms_txt | no |
| legible_history_share | 0.37 |
| agent_instruction_files | — |
| agent_instruction_max_bytes | — |
Verify loop (build / test / typecheck)
22Critical
How it's scored
| 0/18 | One-command bootstrap |
| 22/22 | Automated tests |
| 0/11 | Lint / format config |
| 0/11 | Static type checking |
| 0/10 | Reproducible environment |
| 0/10 | Demonstrated agent practice — no agent-authored commits among the last 100 |
| 0/8 | Automated maintenance — no automated dependency updates observed |
| 0/10 | OpenSSF Scorecard: Pinned-Dependencies — dependency not pinned by hash detected -- score normalized to 0 |
Inputs used
| has_nix | no |
| has_tests | yes |
| lockfiles | — |
| has_dockerfile | no |
| typed_language | no |
| bootstrap_files | — |
| has_devcontainer | no |
| has_linter_config | no |
| typecheck_configs | — |
| agent_commit_share | 0 |
| toolchain_manifests | — |
| dependency_bot_commit_share | 0 |
Code legibility for models
54Moderate
How it's scored
| 0/45 | Type-checkable code — Python without a type-check config |
| 53.9/55 | Manageable file sizes — 2/101 source files over 60KB |
Inputs used
| primary_language | Python |
| largest_source_bytes | 99,147 |
| source_files_sampled | 101 |
| oversized_source_files | 2 |
Machine-readable interfaces
40At risk
How it's scored
| 0/40 | API schema (OpenAPI/GraphQL/proto) |
| 0/20 | MCP server |
| 40/40 | Runnable examples — samples |
Inputs used
| example_dirs | samples |
| has_mcp_signal | no |
| api_schema_files | — |
Key facts
688GitHub stars
18contributors
4commits, last 12 months
0days since last push
16releases
2bus factor
0open issues
PyPIpackage ecosystems
Data collection warnings
- Star history unavailable: GitHub GraphQL error: Resource not accessible by personal access token
- deps.dev does not index pypi:AWSIoTPythonSDK@1.6.1; advisories assessed against the repository dependency graph instead
More detail
Star and fork history 0 ★ / 418 ⇿
0Stars
418Forks
14Releases
When each star and fork was added, collected from GitHub and bucketed by day. Cumulative growth sits directly above the daily additions it is made of, so the two read against each other: steady organic accretion looks nothing like an abrupt, short-lived burst. Where that difference is measurable, it is reported as growth authenticity.
Major 0Minor 5Patch 9
Each point covers 10 days.
OpenSSF Scorecard 5.2 / 10
5.2aggregate
Independent, tool-agnostic security assessment from the open-source OpenSSF Scorecard. Each check rewards a security practice, not a specific vendor's tool. Checks Scorecard could not determine are marked n/a and excluded from the security score (never counted as zero).
| 10 | Binary-Artifacts | no binaries found in the repo |
| 6 | Branch-Protection | branch protection is not maximal on development and all release branches |
| 2 | CI-Tests | 5 out of 18 merged PRs checked by a CI test -- score normalized to 2 |
| 0 | CII-Best-Practices | no effort to earn an OpenSSF best practices badge detected |
| 10 | Code-Review | all changesets reviewed |
| 6 | Contributors | project has 2 contributing companies or organizations -- score normalized to 6 |
| 10 | Dangerous-Workflow | no dangerous workflow patterns detected |
| 0 | Dependency-Update-Tool | no update tool detected |
| 0 | Fuzzing | project is not fuzzed |
| 10 | License | license file detected |
| 1 | Maintained | 2 commit(s) and 0 issue activity found in the last 90 days -- score normalized to 1 |
| n/a | Packaging | packaging workflow not detected |
| 0 | Pinned-Dependencies | dependency not pinned by hash detected -- score normalized to 0 |
| 1 | SAST | SAST tool is not run on all commits -- score normalized to 1 |
| 10 | Security-Policy | security policy file detected |
| n/a | Signed-Releases | no releases found |
| 0 | Token-Permissions | detected GitHub workflow tokens with excessive permissions |
| 10 | Vulnerabilities | 0 existing vulnerabilities detected |
All dependencies 0
Full resolved dependency set from the GitHub dependency graph: 0 direct and 0 indirect (transitive) packages. The transitive closure is complete when the repository commits a lockfile.
| Registry | Package | Version | Relation |
|---|
Dependency advisories not assessed
Advisory matching could not run for this report: No resolved dependencies to assess
Raw JSON report machine-readable
{
"data": {
"repo": {
"topics": [],
"is_fork": false,
"size_kb": 358,
"has_wiki": false,
"homepage": null,
"languages": {
"Shell": 7447,
"Python": 643580
},
"pushed_at": "2026-07-24T18:30:10Z",
"created_at": "2016-06-08T19:06:12Z",
"owner_type": "Organization",
"updated_at": "2026-07-24T18:29:19Z",
"description": "SDK for connecting to AWS IoT from a device using Python. ",
"is_archived": false,
"is_disabled": false,
"license_spdx": "Apache-2.0",
"default_branch": "master",
"license_spdx_raw": "Apache-2.0",
"primary_language": "Python",
"significant_languages": [
"Python"
]
},
"owner": {
"blog": "https://amazon.com/aws",
"name": "Amazon Web Services",
"type": "Organization",
"login": "aws",
"company": null,
"location": "United States of America",
"followers": 16160,
"avatar_url": "https://avatars.githubusercontent.com/u/2232217?v=4",
"created_at": "2012-08-28T05:37:55Z",
"is_verified": null,
"public_repos": 551,
"account_age_days": 5078
},
"license": {
"state": "standard",
"spdx_id": "Apache-2.0",
"raw_spdx": "Apache-2.0",
"file_present": true,
"scorecard_found": true,
"profile_has_license": true
},
"activity": {
"releases": [
{
"tag": "v1.6.1",
"kind": "patch",
"published_at": "2026-07-24T18:30:10Z"
},
{
"tag": "v1.6.0",
"kind": "minor",
"published_at": "2026-01-28T16:49:05Z"
},
{
"tag": "v1.5.5",
"kind": "patch",
"published_at": "2025-08-04T16:12:46Z"
},
{
"tag": "v1.5.4",
"kind": "patch",
"published_at": "2024-02-14T21:24:34Z"
},
{
"tag": "v1.5.3",
"kind": "patch",
"published_at": "2024-02-14T19:30:54Z"
},
{
"tag": "v1.5.2",
"kind": "patch",
"published_at": "2022-04-13T21:27:34Z"
},
{
"tag": "v1.5.1",
"kind": "patch",
"published_at": "2022-03-04T20:48:59Z"
},
{
"tag": "v1.5.0",
"kind": "minor",
"published_at": "2022-01-17T16:49:38Z"
},
{
"tag": "v1.4.0",
"kind": "minor",
"published_at": "2018-06-29T00:07:41Z"
},
{
"tag": "v1.3.1",
"kind": "patch",
"published_at": "2018-01-02T21:41:06Z"
},
{
"tag": "v1.2.0",
"kind": "minor",
"published_at": "2017-09-08T17:49:23Z"
},
{
"tag": "v1.1.2",
"kind": "patch",
"published_at": "2017-06-19T21:36:29Z"
},
{
"tag": "v1.1.1",
"kind": "patch",
"published_at": "2016-11-14T23:40:00Z"
},
{
"tag": "v1.1.0",
"kind": "minor",
"published_at": "2016-10-12T22:45:52Z"
},
{
"tag": "v1.0.1",
"kind": "patch",
"published_at": "2016-08-08T23:43:02Z"
},
{
"tag": "v1.0.0",
"kind": "major",
"published_at": "2016-06-14T21:21:22Z"
}
],
"recent_commits": [
{
"oid": "604b999f027a5f85ae32d3480dbf43cc194e6602",
"body": "* update ssl context config\n\n* clean up comments",
"is_bot": false,
"headline": "Fix TLS hostname verification (#354)",
"author_name": "Vera Xia",
"author_login": "xiazhvera",
"committed_at": "2026-07-24T18:29:13Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "5ea78d414b0e43957d19b72e73d7d61adf4dc227",
"body": "* chore: Modified bug issue template to add checkbox to report potential regression.\n\n* fix script injection\n\n---------\n\nCo-authored-by: Ashish Dhingra <67916761+ashishdhingra@users.noreply.github.com>",
"is_bot": false,
"headline": "Fix script injection in Github action (#353)",
"author_name": "Vera Xia",
"author_login": "xiazhvera",
"committed_at": "2026-07-07T18:52:06Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "43536ade4da1b4e9f6c5e999c8892d7f1506cc33",
"body": null,
"is_bot": false,
"headline": "Fix link in readme (#351)",
"author_name": "Igor Abdrakhimov",
"author_login": "sfod",
"committed_at": "2026-01-29T18:04:45Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "52cfb0b4a819a381fc9eae6cee4d039daff158d8",
"body": "* Update Paho Client to v1.2",
"is_bot": false,
"headline": "Paho Client Update (#350)",
"author_name": "Vera Xia",
"author_login": "xiazhvera",
"committed_at": "2026-01-28T16:03:35Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "057fda5720281407d6d054932a3f6b03c5b495fb",
"body": "* handle ack packet\n\n* update suback packet\n\n* update runner image\n\n* improve error structure\n\n* add suback test",
"is_bot": false,
"headline": "Handle Suback Packet (#349)",
"author_name": "Vera Xia",
"author_login": "xiazhvera",
"committed_at": "2025-08-04T16:10:47Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "33016f1ee7f76423805a63a68385b94e8a7015f8",
"body": "* switch to using a role for integrated tests\r\n\r\n* separate python\r\n\r\n* setup permision&test against CI_PubSub_Role\r\n\r\n* test against iot account\r\n\r\n* update host\r\n\r\n* test host\r\n\r\n* use a ci job role for test\r\n\r\n* update role permission\r\n\r\n* update tests to use host argument\r\n\r\n* quick run discovery test\r\n\r\n* quick test for gg discovery\r\n\r\n* migrate gg discovery test\r\n\r\n* more comments\r\n\r\n---------\r\n\r\nCo-authored-by: Vera Xia <zhvxia@amazon.com>",
"is_bot": false,
"headline": "Switch to using a role for CI (#348)",
"author_name": "Steve Kim",
"author_login": "sbSteveK",
"committed_at": "2024-11-26T20:02:46Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "b1f495dd556e670af147009d964ad707e98a458a",
"body": "\r\n\r\nCo-authored-by: Bret Ambrose <bambrose@amazon.com>",
"is_bot": false,
"headline": "Update and clarify Python minimum version (#346)",
"author_name": "Bret Ambrose",
"author_login": "bretambrose",
"committed_at": "2024-10-28T16:50:14Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "37de5162375eafde639742b113ebb2925170b51e",
"body": "…l regression. (#344)",
"is_bot": false,
"headline": "chore: Modified bug issue template to add checkbox to report potentia…",
"author_name": "Ashish Dhingra",
"author_login": "ashishdhingra",
"committed_at": "2024-10-25T22:40:13Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "567e3dbd0e027e990e4ecfc423b98629e13d37f3",
"body": "Co-authored-by: Bret Ambrose <bambrose@amazon.com>",
"is_bot": false,
"headline": "Iterate flushing CD pipeline (#340)",
"author_name": "Bret Ambrose",
"author_login": "bretambrose",
"committed_at": "2024-02-14T21:24:09Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "3865ac9eec6274dac41f37cabd86e896e0e3bdbc",
"body": "Co-authored-by: Bret Ambrose <bambrose@amazon.com>",
"is_bot": false,
"headline": "Manual version update for pending release (#339)",
"author_name": "Bret Ambrose",
"author_login": "bretambrose",
"committed_at": "2024-02-14T19:24:23Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "800c16e7ef8b8c2ec84befdf2e9f76fa2f431fd7",
"body": "* Use ssl context wrap socket in Python3.12+\r\n* Remove redundant test modes\r\n\r\n---------\r\n\r\nCo-authored-by: Bret Ambrose <bambrose@amazon.com>",
"is_bot": false,
"headline": "Use ssl context wrap socket in Python3.12+ (#338)",
"author_name": "Bret Ambrose",
"author_login": "bretambrose",
"committed_at": "2024-02-14T17:47:40Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "f78e330bfc4f007be5ecbd269b2429718e9b25e2",
"body": null,
"is_bot": false,
"headline": "added workflow for handling answerable discussions (#328)",
"author_name": "Shailja Khurana",
"author_login": "khushail",
"committed_at": "2023-07-20T21:17:22Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "fdda2ecc36c2ccf5be19281b2be49d353f4e93f4",
"body": "Co-authored-by: Noah Beard <ncbeard@amazon.com>",
"is_bot": false,
"headline": "update time to ancient (#324)",
"author_name": "Joseph Klix",
"author_login": "jmklix",
"committed_at": "2023-05-23T14:20:53Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "dcbd4e734864fbad10773d1d6ba53f88c5c8a4e0",
"body": null,
"is_bot": false,
"headline": "Fix CI failing due to Python version (#325)",
"author_name": "TwistedTwigleg",
"author_login": "TwistedTwigleg",
"committed_at": "2023-05-22T22:42:34Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "39c35f61b30e089e413b833c8a44a40bfc3b2e95",
"body": null,
"is_bot": false,
"headline": "Use PyPi token specific to the Python V1 SDK (#317)",
"author_name": "TwistedTwigleg",
"author_login": "TwistedTwigleg",
"committed_at": "2022-08-18T12:48:28Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "f3521d104bd30e41ea88aef9a2a683146a22d044",
"body": "distutils is deprecated and will be gone in 3.12+\r\n\r\nSigned-off-by: Khem Raj <raj.khem@gmail.com>",
"is_bot": false,
"headline": "setup.py: Use setuptools instead of distutils (#305)",
"author_name": "Khem Raj",
"author_login": "kraj",
"committed_at": "2022-06-14T18:47:27Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "8e964489ee21bf84dc3bee1a1435f77b5af526a0",
"body": "because actions in this repo no longer have write permission by default.",
"is_bot": false,
"headline": "Give explicit permissions to Github actions (#314)",
"author_name": "Michael Graeb",
"author_login": "graebm",
"committed_at": "2022-06-02T17:11:28Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "0ea1a2d013529839fc1e7448d19dadff25d581b4",
"body": "1. Added the scripts for python SDK deployment. The deployment pipeline has the following stages\r\na. Verify the package version. Check if we need push a new release\r\ncontinuous-delivery/test_version_exists.yml\r\ncontinuous-delivery/test_version_exists\r\nb. Deliver to Test pypi and test\r\ncontinuous-del\n[…]\nt, for the test pypi, we use a different package name.\r\n\r\nBy submitting this pull request, I confirm that you can use, modify, copy, and redistribute this contribution, under the terms of your choice.",
"is_bot": false,
"headline": "Merge pull request #313 from aws/pipeline",
"author_name": "xiazhvera",
"author_login": "xiazhvera",
"committed_at": "2022-04-13T20:01:54Z",
"body_truncated": true,
"is_coding_agent": false
},
{
"oid": "6a7da4ea321a3b7007e34cf926cad8b0185d25c6",
"body": null,
"is_bot": false,
"headline": "add comments to explain about test pypi package name",
"author_name": "Vera Xia",
"author_login": "xiazhvera",
"committed_at": "2022-04-13T17:09:05Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "ce1b26adaa38cb1b0cd6f85dbb7638bacc942607",
"body": null,
"is_bot": false,
"headline": "revert test changes",
"author_name": "Vera Xia",
"author_login": "xiazhvera",
"committed_at": "2022-04-13T17:05:26Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "04432b1d20e43a9f4d0418290ca5e4dd8401c414",
"body": null,
"is_bot": false,
"headline": "revert testing changes",
"author_name": "Vera Xia",
"author_login": "xiazhvera",
"committed_at": "2022-04-13T17:02:42Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "2f237bd555ee281730e875d448a711f9437d8e7a",
"body": null,
"is_bot": false,
"headline": "setup a fake version number for testing",
"author_name": "Vera Xia",
"author_login": "xiazhvera",
"committed_at": "2022-04-13T16:41:22Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "55526970e6a97fea0c690e303f2c551b2b885d8c",
"body": null,
"is_bot": false,
"headline": "setup a fake version number for testing",
"author_name": "Vera Xia",
"author_login": "xiazhvera",
"committed_at": "2022-04-13T16:19:58Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "e8fca898fc7dbeb5646ea6a75af51e661b0dda81",
"body": null,
"is_bot": false,
"headline": "add print_only mode for deployment test",
"author_name": "Vera Xia",
"author_login": "xiazhvera",
"committed_at": "2022-04-13T00:01:53Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "244e2df48ae572c7bfd687c5e91998e2b66aee32",
"body": null,
"is_bot": false,
"headline": "clean up and revert test changes",
"author_name": "Vera Xia",
"author_login": "xiazhvera",
"committed_at": "2022-04-12T23:07:29Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "5d989a16287eef624e56682b473d01294ea1bb4e",
"body": null,
"is_bot": false,
"headline": "fix test command",
"author_name": "Vera Xia",
"author_login": "xiazhvera",
"committed_at": "2022-04-12T22:04:52Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "0738f24b039ecf76a67170dad58c630b8f7b3a58",
"body": null,
"is_bot": false,
"headline": "hard code the version number for test",
"author_name": "Vera Xia",
"author_login": "xiazhvera",
"committed_at": "2022-04-12T20:35:26Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "d908131009cf59ae259de4f945febbc5bb49f1a9",
"body": null,
"is_bot": false,
"headline": "hard code the version number for test",
"author_name": "Vera Xia",
"author_login": "xiazhvera",
"committed_at": "2022-04-12T20:21:17Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "04ad731a947ea149a963366d08c77bc59ceb04ec",
"body": null,
"is_bot": false,
"headline": "update set command for version number update",
"author_name": "Vera Xia",
"author_login": "xiazhvera",
"committed_at": "2022-04-12T20:13:49Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "3d48971f26bcbaf482980128f0b0316dbe3b119e",
"body": null,
"is_bot": false,
"headline": "update test test-pypi for new package name",
"author_name": "Vera Xia",
"author_login": "xiazhvera",
"committed_at": "2022-04-12T19:57:33Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "24e1a4d0048864d0e441b0962817e14e385142da",
"body": null,
"is_bot": false,
"headline": "add logs flag for test-pypi",
"author_name": "Vera Xia",
"author_login": "xiazhvera",
"committed_at": "2022-04-12T19:01:51Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "cd8b757e4922d521c84799f4589dcacb8c278bfd",
"body": null,
"is_bot": false,
"headline": "update test setup",
"author_name": "Vera Xia",
"author_login": "xiazhvera",
"committed_at": "2022-04-12T18:14:08Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "533b588a0a5a806bb9c614305b4bf9fd65e7556f",
"body": null,
"is_bot": false,
"headline": "update package name",
"author_name": "Vera Xia",
"author_login": "xiazhvera",
"committed_at": "2022-04-12T18:13:16Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "a5e922a45ff788fb5871d5ecf8a3e1f835d9df75",
"body": null,
"is_bot": false,
"headline": "remove version check for test",
"author_name": "Vera Xia",
"author_login": "xiazhvera",
"committed_at": "2022-04-11T22:19:04Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "bece8387e2d2f15f7e9702e8f9119ffd744b402d",
"body": null,
"is_bot": false,
"headline": "add --universal option for python2&3",
"author_name": "Vera Xia",
"author_login": "xiazhvera",
"committed_at": "2022-04-11T22:17:05Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "d08006aa2f8c5c5356f9becfbac08c7e671a9ef2",
"body": null,
"is_bot": false,
"headline": "update deployment test and scripts",
"author_name": "Vera Xia",
"author_login": "xiazhvera",
"committed_at": "2022-04-11T22:12:27Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "7657abd2e0e563ea9964f30892543e39ea044f22",
"body": null,
"is_bot": false,
"headline": "update deployment script",
"author_name": "Vera Xia",
"author_login": "xiazhvera",
"committed_at": "2022-04-11T21:28:27Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "bf9c0d1b2e0b154a226f9dc4bc932b41a83d4e5f",
"body": null,
"is_bot": false,
"headline": "update test_version_exists",
"author_name": "Vera Xia",
"author_login": "xiazhvera",
"committed_at": "2022-04-11T20:50:02Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "a09b436dc55ac61fb77b46a0ea5ccdc5065210b0",
"body": null,
"is_bot": false,
"headline": "add continuous-delivery",
"author_name": "Vera Xia",
"author_login": "xiazhvera",
"committed_at": "2022-04-11T18:17:56Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "b5ba6fe696cfd2e7bf20135289ecc803f973ddae",
"body": "Added integration tests in GitHub CI",
"is_bot": false,
"headline": "Merge pull request #310 from aws/integration_test",
"author_name": "xiazhvera",
"author_login": "xiazhvera",
"committed_at": "2022-04-11T17:15:57Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "99fe2e9f635a0126a0cdcc629aecda71b6d051ab",
"body": "This reverts commit 72e47e06cb9ea77498b7f42c1a561f07594b9bad.",
"is_bot": false,
"headline": "Revert \"add script to check version\"",
"author_name": "Vera Xia",
"author_login": "xiazhvera",
"committed_at": "2022-04-11T16:58:09Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "72e47e06cb9ea77498b7f42c1a561f07594b9bad",
"body": null,
"is_bot": false,
"headline": "add script to check version",
"author_name": "Vera Xia",
"author_login": "xiazhvera",
"committed_at": "2022-04-11T16:56:22Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "b970c2d159ee2cf308be2d9d6a67f4bcb8b81c29",
"body": null,
"is_bot": false,
"headline": "use a random id for client id to prevent conflicts between tests",
"author_name": "Vera Xia",
"author_login": "xiazhvera",
"committed_at": "2022-04-11T16:53:16Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "34734fb30658bdd2e4bead50bd3e49f52dc588f9",
"body": null,
"is_bot": false,
"headline": "kick CI to verify the tests",
"author_name": "Vera Xia",
"author_login": "xiazhvera",
"committed_at": "2022-04-07T18:25:04Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "53efd56e004efd6ad05dc65d620fb38cbb398ab8",
"body": null,
"is_bot": false,
"headline": "update subscribe topic",
"author_name": "Vera Xia",
"author_login": "xiazhvera",
"committed_at": "2022-04-07T17:24:19Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "08f4b782d07269991fe9d45b0d73c2a3f64c6fea",
"body": null,
"is_bot": false,
"headline": "add back __init__.py for python2",
"author_name": "Vera Xia",
"author_login": "xiazhvera",
"committed_at": "2022-04-07T17:11:36Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "261d5639aaf90f721216cbf1f686e0fc8d0e0b9c",
"body": null,
"is_bot": false,
"headline": "update ignore file",
"author_name": "Vera Xia",
"author_login": "xiazhvera",
"committed_at": "2022-04-07T17:06:30Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "e4995d6550f15eac15c561f9398cef6d7d23fe1d",
"body": null,
"is_bot": false,
"headline": "remove empty files and improve comments",
"author_name": "Vera Xia",
"author_login": "xiazhvera",
"committed_at": "2022-04-07T17:00:11Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "96425fec6e0bea0931b2b9d2c1ca57cc6ed90799",
"body": null,
"is_bot": false,
"headline": "add debug log for integration test",
"author_name": "Vera Xia",
"author_login": "xiazhvera",
"committed_at": "2022-04-06T18:48:57Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "ee1e3502eda96d085755e114b969ff8f29a97c2f",
"body": null,
"is_bot": false,
"headline": "update logic to use random topic to avoid test conflicts",
"author_name": "Vera Xia",
"author_login": "xiazhvera",
"committed_at": "2022-04-06T18:28:20Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "7113589843a3de502cabaef018820f2a83a66036",
"body": null,
"is_bot": false,
"headline": "kick CI",
"author_name": "Vera Xia",
"author_login": "xiazhvera",
"committed_at": "2022-04-06T18:02:49Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "5b5a66d2a7418b1c1d439bf4b063e3d5d0c95d73",
"body": null,
"is_bot": false,
"headline": "kick CI",
"author_name": "Vera Xia",
"author_login": "xiazhvera",
"committed_at": "2022-04-06T17:51:07Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "54dee767dc796ad4439a2a9e18ded11332e8f7cc",
"body": null,
"is_bot": false,
"headline": "update codebuild to run integration test",
"author_name": "Vera Xia",
"author_login": "xiazhvera",
"committed_at": "2022-04-06T17:45:48Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "92501f6d1250992155b24d4b600df776de9d51e3",
"body": null,
"is_bot": false,
"headline": "kick ci",
"author_name": "Vera Xia",
"author_login": "xiazhvera",
"committed_at": "2022-04-06T16:25:47Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "7409849907f1ccda6b53609e0de4838505d421e0",
"body": null,
"is_bot": false,
"headline": "clean up code",
"author_name": "Vera Xia",
"author_login": "xiazhvera",
"committed_at": "2022-04-05T23:32:19Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "a1442d615b512ef7509913ce79397b978e0bd3e6",
"body": null,
"is_bot": false,
"headline": "update .gitignore file",
"author_name": "Vera Xia",
"author_login": "xiazhvera",
"committed_at": "2022-04-05T23:27:22Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "da268b7c300fc9f4f2d812739f84715921e9064c",
"body": null,
"is_bot": false,
"headline": "update cancle in process option",
"author_name": "Vera Xia",
"author_login": "xiazhvera",
"committed_at": "2022-04-05T23:13:02Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "f1e7a705261ce2357e86f6a6ce152470b616b353",
"body": null,
"is_bot": false,
"headline": "update concurrency group",
"author_name": "Vera Xia",
"author_login": "xiazhvera",
"committed_at": "2022-04-05T23:11:58Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "c3c45956bd2c6663c01d7c5dca7d99e446868f09",
"body": null,
"is_bot": false,
"headline": "use concurrency to prevent github CI run simultaneously",
"author_name": "Vera Xia",
"author_login": "xiazhvera",
"committed_at": "2022-04-05T22:16:30Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "b35e010df70c0e4a9c11cd8293f850918b8f22c8",
"body": null,
"is_bot": false,
"headline": "manully call command instead of use matrix",
"author_name": "Vera Xia",
"author_login": "xiazhvera",
"committed_at": "2022-04-05T21:49:54Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "37202c075aac0d4b114e2e3fdf545c32f33285bc",
"body": null,
"is_bot": false,
"headline": "manully call command instead of use matrix",
"author_name": "Vera Xia",
"author_login": "xiazhvera",
"committed_at": "2022-04-05T21:40:08Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "d9affb83a5a1e81f0c727e7e2dc4d31a0c863c09",
"body": null,
"is_bot": false,
"headline": "manully call command instead of use matrix",
"author_name": "Vera Xia",
"author_login": "xiazhvera",
"committed_at": "2022-04-05T21:39:43Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "8c44be6127a94df2520a40b37b4bb63998fe389b",
"body": null,
"is_bot": false,
"headline": "update integration test commands",
"author_name": "Vera Xia",
"author_login": "xiazhvera",
"committed_at": "2022-04-05T21:26:29Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "def51baa65184b6b035dedc692334a0a7a1074b0",
"body": null,
"is_bot": false,
"headline": "update run scripts and ci to use AWS keys",
"author_name": "Vera Xia",
"author_login": "xiazhvera",
"committed_at": "2022-04-05T21:21:29Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "2a1c3b943fedc96551f993a590081bd396b5e9a5",
"body": null,
"is_bot": false,
"headline": "update test case using cipher_provider",
"author_name": "Vera Xia",
"author_login": "xiazhvera",
"committed_at": "2022-04-04T23:48:24Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "15a9e8443cc5a3a28dda36c0b4a6c0cfa440fae5",
"body": null,
"is_bot": false,
"headline": "fix pySDK path",
"author_name": "Vera Xia",
"author_login": "xiazhvera",
"committed_at": "2022-04-04T23:43:51Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "ba571fc1335625516ea4115adfe3ca65b2fbd88e",
"body": null,
"is_bot": false,
"headline": "fix pySDK path",
"author_name": "Vera Xia",
"author_login": "xiazhvera",
"committed_at": "2022-04-04T23:43:24Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "a43eda363a9a10c684c6bb910c71e33ac51f9cda",
"body": null,
"is_bot": false,
"headline": "update run.sh access permission",
"author_name": "Vera Xia",
"author_login": "xiazhvera",
"committed_at": "2022-04-04T23:33:39Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "972dd5ff57ae598510ed602d32053e2546534154",
"body": null,
"is_bot": false,
"headline": "update CI command",
"author_name": "Vera Xia",
"author_login": "xiazhvera",
"committed_at": "2022-04-04T23:29:54Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "e3a15efa967b086f04fc31f82aec2700470dfe2e",
"body": null,
"is_bot": false,
"headline": "add a test CI for integration test",
"author_name": "Vera Xia",
"author_login": "xiazhvera",
"committed_at": "2022-04-04T23:28:08Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "10b897139f9fa70451984b109c8ef15829671737",
"body": null,
"is_bot": false,
"headline": "add integration test",
"author_name": "Vera Xia",
"author_login": "xiazhvera",
"committed_at": "2022-04-04T23:22:46Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "782f41f565afbd365fe225ca20a2415421659720",
"body": "rename ISSUE_TEMPLATE folder",
"is_bot": false,
"headline": "Merge pull request #309 from aws/issue_template",
"author_name": "Joseph Klix",
"author_login": "jmklix",
"committed_at": "2022-04-04T18:30:29Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "3e6b1a10d020165d2d519331ca31f89c8f9454dc",
"body": null,
"is_bot": false,
"headline": "rename ISSUE_TEMPLATE folder",
"author_name": "Joseph Klix",
"author_login": "jmklix",
"committed_at": "2022-04-04T18:26:44Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "21c37b577d6ca80519b45f0532e0c7838898441f",
"body": "Fixed list type check condition always returning false",
"is_bot": false,
"headline": "Merge pull request #307 from aws/ByteStreamErrorConditionFix",
"author_name": "TwistedTwigleg",
"author_login": "TwistedTwigleg",
"committed_at": "2022-04-04T17:08:02Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "5fee11be5503cf2ff32b4bda0114f27f5c9dd300",
"body": null,
"is_bot": false,
"headline": "Adjusted condition to use isinstance",
"author_name": "Noah Beard",
"author_login": "TwistedTwigleg",
"committed_at": "2022-04-04T17:04:51Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "04196b943df225e91da3f7dcfdaab245d4280cae",
"body": null,
"is_bot": false,
"headline": "Fixed list type check condition always returning false",
"author_name": "Noah Beard",
"author_login": "TwistedTwigleg",
"committed_at": "2022-04-04T15:39:28Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "a87ceee3bcac9fbbb1dbcde28988c51cab0f91d0",
"body": "feat: Standardize issue templates for discussions",
"is_bot": false,
"headline": "Merge pull request #306 from aws/kellertk/issue-templates",
"author_name": "Joseph Klix",
"author_login": "jmklix",
"committed_at": "2022-04-01T22:09:03Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "116d3c165c8cd0c8ab7050ed5b7eb04c16e9b7be",
"body": null,
"is_bot": false,
"headline": "feat: Standardize issue templates for discussions",
"author_name": "kellertk",
"author_login": "kellertk",
"committed_at": "2022-03-31T20:57:58Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "6ca6c73775c953114f83240a850a0d1ab49b68ac",
"body": "change append to extend to fix bytestream error",
"is_bot": false,
"headline": "Merge pull request #302 from aws/Issue_295",
"author_name": "Joseph Klix",
"author_login": "jmklix",
"committed_at": "2022-03-03T19:30:37Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "4b80923ca0bbed5be220ee4dd6e9f431f332fafd",
"body": null,
"is_bot": false,
"headline": "correctly handle bytearray with extend or append",
"author_name": "Joseph Klix",
"author_login": "jmklix",
"committed_at": "2022-03-01T19:33:29Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "dd4a46459b754415ea688f8baa04c5ff2800f932",
"body": null,
"is_bot": false,
"headline": "change append to extend to fix bytestream error",
"author_name": "Joseph Klix",
"author_login": "jmklix",
"committed_at": "2022-02-17T19:53:53Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "90d7b05749e2da7a13193024c720e3c8d9bf1157",
"body": "Use conditional accessor to get socket object",
"is_bot": false,
"headline": "Merge pull request #300 from aws/FixSocketAccess",
"author_name": "Bret Ambrose",
"author_login": "bretambrose",
"committed_at": "2021-12-07T21:56:16Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "e9f610383da9f03dc9f30c5dae6b721712822ab0",
"body": null,
"is_bot": false,
"headline": "Use conditional accessor to get socket object",
"author_name": "Bret Ambrose",
"author_login": "bretambrose",
"committed_at": "2021-12-07T19:37:15Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "0b195b82349e2d5b9715d4880da747bfbaaa1437",
"body": "First step at setting up github authoritative CI",
"is_bot": false,
"headline": "Merge pull request #298 from aws/TestingAndCiphers",
"author_name": "Bret Ambrose",
"author_login": "bretambrose",
"committed_at": "2021-12-07T19:30:23Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "dc78ddf06e9874c92d10d8f8950b69bcffa19db6",
"body": null,
"is_bot": false,
"headline": "Remove some more tests that will never pass in a CI environment",
"author_name": "Bret Ambrose",
"author_login": "bretambrose",
"committed_at": "2021-12-07T02:10:15Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "566555ec347673666b89ffc1cda13e757f350b08",
"body": "…o be running integration tests as well so we need real credentials not mocked nonsense",
"is_bot": false,
"headline": "Remove problematic test: We're running in github CI and we're going t…",
"author_name": "Bret Ambrose",
"author_login": "bretambrose",
"committed_at": "2021-12-07T02:06:05Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "7080367a9850e698c656d017d0dfa6491478405a",
"body": null,
"is_bot": false,
"headline": "Try 3.6",
"author_name": "Bret Ambrose",
"author_login": "bretambrose",
"committed_at": "2021-12-07T01:44:18Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "b2c6d120d2b73180ed6ebf1e8f60c81a0ba0e50e",
"body": "…ipher override support, gitignore",
"is_bot": false,
"headline": "Import internal unit tests, first crack at unit test ci definition, c…",
"author_name": "Bret Ambrose",
"author_login": "bretambrose",
"committed_at": "2021-12-07T01:40:19Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "203c122b9e93864c2a7c9b7532cb1ff7b9873f07",
"body": "Apply socket read fix from public gihub issue #296",
"is_bot": false,
"headline": "Merge pull request #297 from aws/SocketReadFix",
"author_name": "Bret Ambrose",
"author_login": "bretambrose",
"committed_at": "2021-12-07T01:24:22Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "bf1f3d41a1f213cd6448a08e892e76e0dfd4ef46",
"body": null,
"is_bot": false,
"headline": "Apply socket read fix from public gihub issue #296",
"author_name": "Bret Ambrose",
"author_login": "bretambrose",
"committed_at": "2021-12-06T21:35:49Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "a67eadfcbf9d229229b18435fb7a109685250854",
"body": "Init offline request queue exceptions on raise",
"is_bot": false,
"headline": "Merge pull request #283 from cph-w/master",
"author_name": "Bret Ambrose",
"author_login": "bretambrose",
"committed_at": "2021-08-18T19:58:29Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "b2662cc08e1160f533fdf22a868f12b51baa965e",
"body": "Fix issue #284. Keep usage of _basicJSONParserHandler inside the _dataStructureLock block",
"is_bot": false,
"headline": "Merge pull request #286 from mrducky4/master",
"author_name": "Joseph Klix",
"author_login": "jmklix",
"committed_at": "2021-07-01T17:46:33Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "faf1472bbed631c35b3129845096303585159931",
"body": "fix: use string representation of error (Fixes #289)",
"is_bot": false,
"headline": "Merge pull request #290 from gbataille/basicDiscover_error_handling",
"author_name": "Joseph Klix",
"author_login": "jmklix",
"committed_at": "2021-06-23T18:08:02Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "de3f059cc3b9d6352cd9312280842c7a804ceac1",
"body": "A BaseException does not always have a message field.\n\nTraceback (most recent call last):\n File \"basicDiscovery.py\", line 160, in <module>\n print(\"Error message: %s\" % e.message)\nAttributeError: 'ConnectionRefusedError' object has no attribute 'message'",
"is_bot": false,
"headline": "fix: use string representation of error (Fixes #289)",
"author_name": "Grégory Bataille",
"author_login": "gbataille",
"committed_at": "2021-04-21T09:41:35Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "59d071d9063079cbada53b1022c10e3bfdf5bf2a",
"body": "…aStructureLock",
"is_bot": false,
"headline": "Fix issue #284. Keep usage of _basicJSONParserHandler inside the _dat…",
"author_name": "Mark",
"author_login": null,
"committed_at": "2021-03-10T12:43:05Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "d3b94e5d2c4113c2fb36e087c8c22fc3c4030484",
"body": "This causes the exception stack trace to be added to the instance\nevery time the exception is raised, increasing memory usage and causing\na memory leak.\n\nThe state to exception map is preserved without initialising the\nexceptions, instead they are initialised when needed to be raised.\n\nFixes: 333ffdb",
"is_bot": false,
"headline": "Init offline request queue exceptions on raise",
"author_name": "Callum Haughtey-Wilkinson",
"author_login": "cph-w",
"committed_at": "2021-03-02T14:36:13Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "e0f9eef8aafdf6319022d7972d3f1f65eefb784d",
"body": "Add closed issue message github action",
"is_bot": false,
"headline": "Merge pull request #271 from SomayaB/closed-issue-message",
"author_name": "Joseph Klix",
"author_login": "jmklix",
"committed_at": "2020-10-16T00:34:59Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "9e3f6dc9850eaefc4b226a4ab0d6630dae957ba8",
"body": null,
"is_bot": false,
"headline": "Add closed issue message github action",
"author_name": "Somaya",
"author_login": "SomayaB",
"committed_at": "2020-10-05T19:19:56Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "0a2e9d38806a89f43cb093abac8fcb16b78e3cf5",
"body": "Fixing removed files",
"is_bot": false,
"headline": "Merge pull request #264 from aws/fixing-removed-files",
"author_name": "Ryan Carper",
"author_login": "rccarper",
"committed_at": "2020-08-12T16:59:31Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "e0698da39f1d950393431e31f1b8e9cc5d65d77e",
"body": null,
"is_bot": false,
"headline": "Fixing removed files",
"author_name": "Ryan Carper",
"author_login": "rccarper",
"committed_at": "2020-08-12T13:31:29Z",
"body_truncated": false,
"is_coding_agent": false
}
],
"releases_count": 16,
"commits_last_year": 4,
"latest_release_at": "2026-07-24T18:30:10Z",
"latest_release_tag": "v1.6.1",
"releases_from_tags": false,
"days_since_last_push": 0,
"active_weeks_last_year": 3,
"days_since_latest_release": 0,
"mean_days_between_releases": 347.2
},
"community": {
"has_readme": true,
"has_license": true,
"has_description": true,
"has_contributing": true,
"health_percentage": 87,
"has_issue_template": false,
"has_code_of_conduct": true,
"has_pull_request_template": true
},
"ecosystem": {
"packages": [
{
"name": "AWSIoTPythonSDK",
"exists": true,
"license": null,
"keywords": [
"aws",
"iot",
"mqtt",
"Development Status :: 6 - Mature",
"Intended Audience :: Developers",
"License :: OSI Approved :: Apache Software License",
"Natural Language :: English",
"Programming Language :: Python",
"Programming Language :: Python :: 3"
],
"ecosystem": "pypi",
"matches_repo": true,
"registry_url": "https://pypi.org/project/AWSIoTPythonSDK/",
"is_deprecated": false,
"latest_version": "1.6.1",
"repository_url": "https://github.com/aws/aws-iot-device-sdk-python.git",
"versions_count": 22,
"total_downloads": null,
"dependents_count": null,
"deprecation_note": null,
"maintainers_count": null,
"monthly_downloads": null,
"first_published_at": "2016-06-14T21:03:53.806969Z",
"latest_published_at": "2026-07-24T18:38:04.352139Z",
"latest_version_yanked": null,
"days_since_latest_publish": 0
}
]
},
"popularity": {
"forks": 418,
"stars": 688,
"watchers": 51,
"fork_history": {
"days": [
{
"date": "2016-06-23",
"count": 1
},
{
"date": "2016-07-08",
"count": 1
},
{
"date": "2016-07-09",
"count": 1
},
{
"date": "2016-07-12",
"count": 2
},
{
"date": "2016-07-30",
"count": 1
},
{
"date": "2016-08-01",
"count": 1
},
{
"date": "2016-08-08",
"count": 1
},
{
"date": "2016-08-17",
"count": 1
},
{
"date": "2016-08-26",
"count": 1
},
{
"date": "2016-09-01",
"count": 1
},
{
"date": "2016-09-13",
"count": 1
},
{
"date": "2016-09-29",
"count": 2
},
{
"date": "2016-10-04",
"count": 1
},
{
"date": "2016-10-08",
"count": 1
},
{
"date": "2016-10-09",
"count": 1
},
{
"date": "2016-10-20",
"count": 2
},
{
"date": "2016-10-22",
"count": 1
},
{
"date": "2016-11-05",
"count": 1
},
{
"date": "2016-11-07",
"count": 1
},
{
"date": "2016-11-08",
"count": 1
},
{
"date": "2016-11-10",
"count": 1
},
{
"date": "2016-11-20",
"count": 1
},
{
"date": "2016-12-01",
"count": 1
},
{
"date": "2016-12-06",
"count": 1
},
{
"date": "2016-12-07",
"count": 1
},
{
"date": "2016-12-09",
"count": 1
},
{
"date": "2017-01-10",
"count": 1
},
{
"date": "2017-01-16",
"count": 1
},
{
"date": "2017-01-19",
"count": 1
},
{
"date": "2017-01-30",
"count": 1
},
{
"date": "2017-02-13",
"count": 2
},
{
"date": "2017-02-16",
"count": 1
},
{
"date": "2017-02-21",
"count": 1
},
{
"date": "2017-03-01",
"count": 1
},
{
"date": "2017-03-30",
"count": 1
},
{
"date": "2017-04-06",
"count": 2
},
{
"date": "2017-04-10",
"count": 1
},
{
"date": "2017-04-11",
"count": 1
},
{
"date": "2017-04-16",
"count": 1
},
{
"date": "2017-04-23",
"count": 1
},
{
"date": "2017-04-25",
"count": 1
},
{
"date": "2017-05-03",
"count": 1
},
{
"date": "2017-05-05",
"count": 1
},
{
"date": "2017-05-24",
"count": 1
},
{
"date": "2017-06-03",
"count": 1
},
{
"date": "2017-06-08",
"count": 1
},
{
"date": "2017-06-12",
"count": 1
},
{
"date": "2017-06-13",
"count": 1
},
{
"date": "2017-06-16",
"count": 1
},
{
"date": "2017-06-22",
"count": 1
},
{
"date": "2017-06-26",
"count": 1
},
{
"date": "2017-06-29",
"count": 1
},
{
"date": "2017-06-30",
"count": 1
},
{
"date": "2017-07-05",
"count": 1
},
{
"date": "2017-07-17",
"count": 1
},
{
"date": "2017-07-19",
"count": 1
},
{
"date": "2017-07-22",
"count": 1
},
{
"date": "2017-07-29",
"count": 1
},
{
"date": "2017-08-09",
"count": 1
},
{
"date": "2017-08-12",
"count": 1
},
{
"date": "2017-08-14",
"count": 1
},
{
"date": "2017-08-16",
"count": 1
},
{
"date": "2017-08-23",
"count": 2
},
{
"date": "2017-08-28",
"count": 1
},
{
"date": "2017-08-29",
"count": 1
},
{
"date": "2017-09-01",
"count": 2
},
{
"date": "2017-09-02",
"count": 1
},
{
"date": "2017-09-06",
"count": 1
},
{
"date": "2017-09-08",
"count": 1
},
{
"date": "2017-09-09",
"count": 1
},
{
"date": "2017-09-15",
"count": 1
},
{
"date": "2017-09-19",
"count": 1
},
{
"date": "2017-09-21",
"count": 1
},
{
"date": "2017-09-25",
"count": 1
},
{
"date": "2017-09-28",
"count": 1
},
{
"date": "2017-10-09",
"count": 1
},
{
"date": "2017-10-18",
"count": 1
},
{
"date": "2017-10-19",
"count": 1
},
{
"date": "2017-10-20",
"count": 1
},
{
"date": "2017-10-28",
"count": 1
},
{
"date": "2017-10-31",
"count": 2
},
{
"date": "2017-11-11",
"count": 1
},
{
"date": "2017-11-29",
"count": 1
},
{
"date": "2017-11-30",
"count": 1
},
{
"date": "2017-12-06",
"count": 2
},
{
"date": "2017-12-13",
"count": 2
},
{
"date": "2017-12-22",
"count": 1
},
{
"date": "2017-12-29",
"count": 1
},
{
"date": "2017-12-30",
"count": 1
},
{
"date": "2018-01-06",
"count": 1
},
{
"date": "2018-01-31",
"count": 1
},
{
"date": "2018-02-02",
"count": 1
},
{
"date": "2018-02-09",
"count": 1
},
{
"date": "2018-02-19",
"count": 2
},
{
"date": "2018-02-24",
"count": 1
},
{
"date": "2018-03-05",
"count": 1
},
{
"date": "2018-03-06",
"count": 3
},
{
"date": "2018-03-07",
"count": 1
},
{
"date": "2018-03-09",
"count": 1
},
{
"date": "2018-03-10",
"count": 1
},
{
"date": "2018-03-16",
"count": 1
},
{
"date": "2018-03-17",
"count": 1
},
{
"date": "2018-03-21",
"count": 3
},
{
"date": "2018-03-28",
"count": 1
},
{
"date": "2018-04-04",
"count": 2
},
{
"date": "2018-04-15",
"count": 1
},
{
"date": "2018-04-24",
"count": 1
},
{
"date": "2018-04-30",
"count": 2
},
{
"date": "2018-05-02",
"count": 1
},
{
"date": "2018-05-07",
"count": 1
},
{
"date": "2018-05-10",
"count": 1
},
{
"date": "2018-05-13",
"count": 1
},
{
"date": "2018-05-25",
"count": 1
},
{
"date": "2018-05-31",
"count": 2
},
{
"date": "2018-06-21",
"count": 2
},
{
"date": "2018-06-29",
"count": 2
},
{
"date": "2018-07-06",
"count": 1
},
{
"date": "2018-07-11",
"count": 1
},
{
"date": "2018-07-12",
"count": 1
},
{
"date": "2018-07-16",
"count": 1
},
{
"date": "2018-07-17",
"count": 1
},
{
"date": "2018-07-24",
"count": 2
},
{
"date": "2018-08-01",
"count": 1
},
{
"date": "2018-08-08",
"count": 1
},
{
"date": "2018-08-11",
"count": 2
},
{
"date": "2018-08-16",
"count": 1
},
{
"date": "2018-08-19",
"count": 1
},
{
"date": "2018-08-20",
"count": 1
},
{
"date": "2018-08-21",
"count": 1
},
{
"date": "2018-08-24",
"count": 1
},
{
"date": "2018-08-29",
"count": 1
},
{
"date": "2018-08-30",
"count": 2
},
{
"date": "2018-09-02",
"count": 1
},
{
"date": "2018-09-04",
"count": 1
},
{
"date": "2018-09-06",
"count": 1
},
{
"date": "2018-09-12",
"count": 1
},
{
"date": "2018-09-15",
"count": 1
},
{
"date": "2018-09-17",
"count": 1
},
{
"date": "2018-09-23",
"count": 1
},
{
"date": "2018-09-27",
"count": 1
},
{
"date": "2018-10-11",
"count": 3
},
{
"date": "2018-10-25",
"count": 1
},
{
"date": "2018-10-30",
"count": 1
},
{
"date": "2018-10-31",
"count": 1
},
{
"date": "2018-11-12",
"count": 1
},
{
"date": "2018-11-13",
"count": 1
},
{
"date": "2018-11-14",
"count": 1
},
{
"date": "2018-11-26",
"count": 1
},
{
"date": "2018-12-01",
"count": 1
},
{
"date": "2018-12-07",
"count": 2
},
{
"date": "2018-12-11",
"count": 1
},
{
"date": "2018-12-12",
"count": 1
},
{
"date": "2018-12-13",
"count": 1
},
{
"date": "2018-12-17",
"count": 1
},
{
"date": "2018-12-25",
"count": 1
},
{
"date": "2019-01-14",
"count": 1
},
{
"date": "2019-01-16",
"count": 1
},
{
"date": "2019-01-17",
"count": 1
},
{
"date": "2019-01-31",
"count": 1
},
{
"date": "2019-02-15",
"count": 1
},
{
"date": "2019-02-19",
"count": 1
},
{
"date": "2019-02-20",
"count": 1
},
{
"date": "2019-02-22",
"count": 1
},
{
"date": "2019-02-24",
"count": 1
},
{
"date": "2019-03-14",
"count": 1
},
{
"date": "2019-03-18",
"count": 1
},
{
"date": "2019-03-23",
"count": 1
},
{
"date": "2019-04-01",
"count": 1
},
{
"date": "2019-04-08",
"count": 1
},
{
"date": "2019-04-23",
"count": 1
},
{
"date": "2019-04-30",
"count": 1
},
{
"date": "2019-05-01",
"count": 1
},
{
"date": "2019-05-02",
"count": 1
},
{
"date": "2019-05-05",
"count": 1
},
{
"date": "2019-05-09",
"count": 3
},
{
"date": "2019-05-15",
"count": 1
},
{
"date": "2019-05-22",
"count": 1
},
{
"date": "2019-05-24",
"count": 1
},
{
"date": "2019-05-30",
"count": 1
},
{
"date": "2019-06-01",
"count": 1
},
{
"date": "2019-06-02",
"count": 1
},
{
"date": "2019-06-10",
"count": 1
},
{
"date": "2019-06-14",
"count": 1
},
{
"date": "2019-06-19",
"count": 1
},
{
"date": "2019-06-26",
"count": 1
},
{
"date": "2019-07-09",
"count": 2
},
{
"date": "2019-07-10",
"count": 1
},
{
"date": "2019-07-11",
"count": 1
},
{
"date": "2019-07-16",
"count": 1
},
{
"date": "2019-07-18",
"count": 2
},
{
"date": "2019-07-24",
"count": 1
},
{
"date": "2019-08-06",
"count": 1
},
{
"date": "2019-08-09",
"count": 1
},
{
"date": "2019-08-13",
"count": 1
},
{
"date": "2019-08-14",
"count": 1
},
{
"date": "2019-08-21",
"count": 1
},
{
"date": "2019-08-22",
"count": 1
},
{
"date": "2019-09-10",
"count": 1
},
{
"date": "2019-09-23",
"count": 1
},
{
"date": "2019-09-24",
"count": 1
},
{
"date": "2019-09-25",
"count": 1
},
{
"date": "2019-10-15",
"count": 1
},
{
"date": "2019-10-16",
"count": 1
},
{
"date": "2019-10-17",
"count": 1
},
{
"date": "2019-10-23",
"count": 1
},
{
"date": "2019-10-25",
"count": 1
},
{
"date": "2019-10-27",
"count": 1
},
{
"date": "2019-11-05",
"count": 2
},
{
"date": "2019-11-13",
"count": 2
},
{
"date": "2019-11-14",
"count": 2
},
{
"date": "2019-11-21",
"count": 1
},
{
"date": "2019-11-26",
"count": 1
},
{
"date": "2019-12-05",
"count": 1
},
{
"date": "2019-12-07",
"count": 1
},
{
"date": "2019-12-20",
"count": 1
},
{
"date": "2019-12-28",
"count": 1
},
{
"date": "2019-12-30",
"count": 1
},
{
"date": "2019-12-31",
"count": 1
},
{
"date": "2020-01-08",
"count": 1
},
{
"date": "2020-01-13",
"count": 1
},
{
"date": "2020-01-31",
"count": 1
},
{
"date": "2020-02-05",
"count": 1
},
{
"date": "2020-02-07",
"count": 1
},
{
"date": "2020-02-09",
"count": 1
},
{
"date": "2020-02-12",
"count": 1
},
{
"date": "2020-02-13",
"count": 1
},
{
"date": "2020-02-15",
"count": 1
},
{
"date": "2020-02-19",
"count": 1
},
{
"date": "2020-02-21",
"count": 1
},
{
"date": "2020-02-24",
"count": 1
},
{
"date": "2020-02-26",
"count": 1
},
{
"date": "2020-03-03",
"count": 1
},
{
"date": "2020-03-05",
"count": 2
},
{
"date": "2020-03-11",
"count": 1
},
{
"date": "2020-03-30",
"count": 1
},
{
"date": "2020-03-31",
"count": 1
},
{
"date": "2020-04-01",
"count": 1
},
{
"date": "2020-04-09",
"count": 1
},
{
"date": "2020-04-10",
"count": 1
},
{
"date": "2020-04-18",
"count": 1
},
{
"date": "2020-04-23",
"count": 1
},
{
"date": "2020-04-30",
"count": 1
},
{
"date": "2020-05-07",
"count": 1
},
{
"date": "2020-05-12",
"count": 1
},
{
"date": "2020-05-21",
"count": 1
},
{
"date": "2020-05-31",
"count": 1
},
{
"date": "2020-06-03",
"count": 1
},
{
"date": "2020-06-04",
"count": 1
},
{
"date": "2020-06-28",
"count": 1
},
{
"date": "2020-07-10",
"count": 1
},
{
"date": "2020-07-15",
"count": 1
},
{
"date": "2020-07-20",
"count": 1
},
{
"date": "2020-07-25",
"count": 1
},
{
"date": "2020-07-26",
"count": 1
},
{
"date": "2020-07-27",
"count": 1
},
{
"date": "2020-08-01",
"count": 1
},
{
"date": "2020-08-10",
"count": 2
},
{
"date": "2020-09-04",
"count": 1
},
{
"date": "2020-09-10",
"count": 1
},
{
"date": "2020-09-11",
"count": 1
},
{
"date": "2020-10-01",
"count": 2
},
{
"date": "2020-10-22",
"count": 1
},
{
"date": "2020-10-23",
"count": 2
},
{
"date": "2020-10-27",
"count": 1
},
{
"date": "2020-11-03",
"count": 1
},
{
"date": "2020-11-09",
"count": 1
},
{
"date": "2020-11-22",
"count": 1
},
{
"date": "2020-11-24",
"count": 1
},
{
"date": "2020-12-03",
"count": 1
},
{
"date": "2020-12-08",
"count": 1
},
{
"date": "2020-12-10",
"count": 1
},
{
"date": "2021-01-09",
"count": 1
},
{
"date": "2021-02-01",
"count": 1
},
{
"date": "2021-02-21",
"count": 1
},
{
"date": "2021-02-22",
"count": 1
},
{
"date": "2021-03-02",
"count": 1
},
{
"date": "2021-03-03",
"count": 1
},
{
"date": "2021-03-07",
"count": 1
},
{
"date": "2021-03-11",
"count": 1
},
{
"date": "2021-04-18",
"count": 1
},
{
"date": "2021-04-21",
"count": 1
},
{
"date": "2021-04-22",
"count": 1
},
{
"date": "2021-04-29",
"count": 1
},
{
"date": "2021-05-07",
"count": 1
},
{
"date": "2021-05-19",
"count": 1
},
{
"date": "2021-05-22",
"count": 1
},
{
"date": "2021-05-24",
"count": 1
},
{
"date": "2021-07-09",
"count": 2
},
{
"date": "2021-07-10",
"count": 1
},
{
"date": "2021-08-03",
"count": 1
},
{
"date": "2021-08-06",
"count": 1
},
{
"date": "2021-08-29",
"count": 1
},
{
"date": "2021-09-01",
"count": 1
},
{
"date": "2021-09-02",
"count": 1
},
{
"date": "2021-09-15",
"count": 1
},
{
"date": "2021-10-05",
"count": 1
},
{
"date": "2021-10-15",
"count": 1
},
{
"date": "2021-10-20",
"count": 1
},
{
"date": "2021-10-31",
"count": 1
},
{
"date": "2021-11-01",
"count": 2
},
{
"date": "2021-11-15",
"count": 1
},
{
"date": "2021-11-24",
"count": 1
},
{
"date": "2021-11-25",
"count": 1
},
{
"date": "2021-12-20",
"count": 2
},
{
"date": "2022-01-04",
"count": 1
},
{
"date": "2022-01-05",
"count": 1
},
{
"date": "2022-01-07",
"count": 1
},
{
"date": "2022-01-12",
"count": 1
},
{
"date": "2022-01-16",
"count": 1
},
{
"date": "2022-03-02",
"count": 2
},
{
"date": "2022-03-07",
"count": 1
},
{
"date": "2022-03-21",
"count": 1
},
{
"date": "2022-03-30",
"count": 1
},
{
"date": "2022-04-10",
"count": 1
},
{
"date": "2022-04-11",
"count": 1
},
{
"date": "2022-04-15",
"count": 1
},
{
"date": "2022-04-20",
"count": 1
},
{
"date": "2022-04-21",
"count": 1
},
{
"date": "2022-05-06",
"count": 1
},
{
"date": "2022-05-12",
"count": 1
},
{
"date": "2022-05-28",
"count": 1
},
{
"date": "2022-05-29",
"count": 1
},
{
"date": "2022-07-08",
"count": 1
},
{
"date": "2022-08-26",
"count": 1
},
{
"date": "2022-09-03",
"count": 1
},
{
"date": "2022-09-05",
"count": 1
},
{
"date": "2022-09-29",
"count": 1
},
{
"date": "2022-10-07",
"count": 1
},
{
"date": "2022-11-27",
"count": 1
},
{
"date": "2022-12-08",
"count": 1
},
{
"date": "2022-12-20",
"count": 1
},
{
"date": "2023-01-09",
"count": 1
},
{
"date": "2023-02-14",
"count": 1
},
{
"date": "2023-02-19",
"count": 1
},
{
"date": "2023-04-18",
"count": 1
},
{
"date": "2023-05-25",
"count": 1
},
{
"date": "2023-05-29",
"count": 1
},
{
"date": "2023-06-05",
"count": 1
},
{
"date": "2023-06-17",
"count": 1
},
{
"date": "2023-06-20",
"count": 1
},
{
"date": "2023-07-09",
"count": 1
},
{
"date": "2023-07-13",
"count": 1
},
{
"date": "2023-07-31",
"count": 1
},
{
"date": "2023-08-12",
"count": 1
},
{
"date": "2023-09-11",
"count": 1
},
{
"date": "2023-09-24",
"count": 1
},
{
"date": "2023-09-25",
"count": 1
},
{
"date": "2023-10-28",
"count": 1
},
{
"date": "2023-12-15",
"count": 1
},
{
"date": "2024-01-10",
"count": 1
},
{
"date": "2024-01-27",
"count": 1
},
{
"date": "2024-02-27",
"count": 1
},
{
"date": "2024-02-28",
"count": 1
},
{
"date": "2024-04-30",
"count": 1
},
{
"date": "2024-05-13",
"count": 1
},
{
"date": "2024-06-02",
"count": 1
},
{
"date": "2024-07-04",
"count": 1
},
{
"date": "2024-08-28",
"count": 1
},
{
"date": "2024-09-20",
"count": 1
},
{
"date": "2024-09-29",
"count": 1
},
{
"date": "2024-10-21",
"count": 1
},
{
"date": "2024-12-08",
"count": 1
},
{
"date": "2024-12-12",
"count": 1
},
{
"date": "2024-12-25",
"count": 1
},
{
"date": "2025-04-18",
"count": 1
},
{
"date": "2025-07-02",
"count": 1
},
{
"date": "2025-10-28",
"count": 1
},
{
"date": "2026-01-20",
"count": 1
},
{
"date": "2026-01-29",
"count": 1
},
{
"date": "2026-04-22",
"count": 1
},
{
"date": "2026-07-12",
"count": 1
}
],
"complete": true,
"collected": 412,
"total_forks": 418
},
"star_history": null,
"open_issues_and_prs": 1
},
"ai_readiness": {
"has_nix": false,
"example_dirs": [
"samples"
],
"has_llms_txt": false,
"has_dockerfile": false,
"has_mcp_signal": false,
"bootstrap_files": [],
"api_schema_files": [],
"has_devcontainer": false,
"typecheck_configs": [],
"toolchain_manifests": [],
"largest_source_bytes": 99147,
"source_files_sampled": 101,
"oversized_source_files": 2,
"agent_instruction_files": [],
"agent_instruction_max_bytes": null
},
"dependencies": {
"manifests": [
"setup.cfg",
"setup.py"
],
"advisories": {
"error": "No resolved dependencies to assess",
"scope": "repository_graph",
"source": null,
"findings": [],
"collected": false,
"malicious": [],
"truncated": false,
"by_severity": {},
"advisory_count": 0,
"affected_count": 0,
"assessed_count": 0,
"malicious_count": 0,
"assessed_package": null,
"unassessed_count": 0,
"direct_affected_count": 0
},
"ecosystems": [
"pypi"
],
"dependencies": [],
"all_dependencies": {
"error": null,
"source": "github-sbom",
"packages": [],
"collected": true,
"truncated": false,
"total_count": 0,
"direct_count": 0,
"indirect_count": 0
}
},
"maintainership": {
"issues": {
"open_prs": 1,
"merged_prs": 35,
"open_issues": 0,
"closed_ratio": 1,
"closed_issues": 267,
"closed_unmerged_prs": 32
},
"bus_factor": 2,
"bot_contributors": 0,
"top_contributors": [
{
"type": "User",
"login": "xiazhvera",
"commits": 58,
"avatar_url": "https://avatars.githubusercontent.com/u/4317731?v=4"
},
{
"type": "User",
"login": "liuszeng",
"commits": 17,
"avatar_url": "https://avatars.githubusercontent.com/u/14796906?v=4"
},
{
"type": "User",
"login": "bretambrose",
"commits": 16,
"avatar_url": "https://avatars.githubusercontent.com/u/341314?v=4"
},
{
"type": "User",
"login": "jmklix",
"commits": 10,
"avatar_url": "https://avatars.githubusercontent.com/u/5644066?v=4"
},
{
"type": "User",
"login": "TwistedTwigleg",
"commits": 5,
"avatar_url": "https://avatars.githubusercontent.com/u/25082678?v=4"
},
{
"type": "User",
"login": "KaibaLopez",
"commits": 3,
"avatar_url": "https://avatars.githubusercontent.com/u/10042156?v=4"
},
{
"type": "User",
"login": "rccarper",
"commits": 2,
"avatar_url": "https://avatars.githubusercontent.com/u/51676630?v=4"
},
{
"type": "User",
"login": "kellertk",
"commits": 1,
"avatar_url": "https://avatars.githubusercontent.com/u/1083460?v=4"
},
{
"type": "User",
"login": "sbSteveK",
"commits": 1,
"avatar_url": "https://avatars.githubusercontent.com/u/86316075?v=4"
},
{
"type": "User",
"login": "SomayaB",
"commits": 1,
"avatar_url": "https://avatars.githubusercontent.com/u/23043132?v=4"
}
],
"contributors_sampled": 18,
"top_contributor_share": 0.475
},
"quality_signals": {
"has_ci": true,
"has_tests": true,
"ci_workflows": [
"ci.yml",
"closed-issue-message.yml",
"handle-stale-discussions.yml",
"issue-regression-labeler.yml",
"stale_issue.yml"
],
"has_docs_dir": false,
"linter_configs": [],
"has_editorconfig": false,
"has_linter_config": false,
"has_precommit_config": false
},
"security_signals": {
"lockfiles": [],
"scorecard": {
"checks": [
{
"name": "Binary-Artifacts",
"score": 10,
"reason": "no binaries found in the repo",
"documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#binary-artifacts"
},
{
"name": "Branch-Protection",
"score": 6,
"reason": "branch protection is not maximal on development and all release branches",
"documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#branch-protection"
},
{
"name": "CI-Tests",
"score": 2,
"reason": "5 out of 18 merged PRs checked by a CI test -- score normalized to 2",
"documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#ci-tests"
},
{
"name": "CII-Best-Practices",
"score": 0,
"reason": "no effort to earn an OpenSSF best practices badge detected",
"documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#cii-best-practices"
},
{
"name": "Code-Review",
"score": 10,
"reason": "all changesets reviewed",
"documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#code-review"
},
{
"name": "Contributors",
"score": 6,
"reason": "project has 2 contributing companies or organizations -- score normalized to 6",
"documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#contributors"
},
{
"name": "Dangerous-Workflow",
"score": 10,
"reason": "no dangerous workflow patterns detected",
"documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#dangerous-workflow"
},
{
"name": "Dependency-Update-Tool",
"score": 0,
"reason": "no update tool detected",
"documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#dependency-update-tool"
},
{
"name": "Fuzzing",
"score": 0,
"reason": "project is not fuzzed",
"documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#fuzzing"
},
{
"name": "License",
"score": 10,
"reason": "license file detected",
"documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#license"
},
{
"name": "Maintained",
"score": 1,
"reason": "2 commit(s) and 0 issue activity found in the last 90 days -- score normalized to 1",
"documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#maintained"
},
{
"name": "Packaging",
"score": null,
"reason": "packaging workflow not detected",
"documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#packaging"
},
{
"name": "Pinned-Dependencies",
"score": 0,
"reason": "dependency not pinned by hash detected -- score normalized to 0",
"documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#pinned-dependencies"
},
{
"name": "SAST",
"score": 1,
"reason": "SAST tool is not run on all commits -- score normalized to 1",
"documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#sast"
},
{
"name": "Security-Policy",
"score": 10,
"reason": "security policy file detected",
"documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#security-policy"
},
{
"name": "Signed-Releases",
"score": null,
"reason": "no releases found",
"documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#signed-releases"
},
{
"name": "Token-Permissions",
"score": 0,
"reason": "detected GitHub workflow tokens with excessive permissions",
"documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#token-permissions"
},
{
"name": "Vulnerabilities",
"score": 10,
"reason": "0 existing vulnerabilities detected",
"documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#vulnerabilities"
}
],
"commit": "604b999f027a5f85ae32d3480dbf43cc194e6602",
"ran_at": "2026-07-24T18:41:28Z",
"aggregate_score": 5.2,
"scorecard_version": "v5.5.0"
},
"has_codeql_workflow": false,
"has_security_policy": false,
"has_dependabot_config": false
},
"contribution_flow": {
"collected": true,
"ci_last_run_at": "2026-07-24T18:40:26Z",
"oldest_open_prs": [
{
"number": 336,
"created_at": "2024-02-07T00:23:56Z",
"last_comment_at": "2024-02-07T01:18:41Z",
"last_comment_author": "xiazhvera"
}
],
"last_merged_pr_at": "2026-07-24T18:29:13Z",
"ci_last_conclusion": "SUCCESS",
"oldest_open_issues": []
}
},
"config": {
"disabled_metrics": [],
"disabled_categories": [],
"disabled_components": {}
},
"source": {
"url": "https://github.com/aws/aws-iot-device-sdk-python",
"host": "github.com",
"name": "aws-iot-device-sdk-python",
"owner": "aws"
},
"metrics": {
"overall": {
"key": "overall",
"band": "moderate",
"name": "Overall health",
"note": null,
"notes": [],
"value": 65,
"inputs": {
"security": 52,
"vitality": 61,
"community": 84,
"governance": 77,
"engineering": 47
},
"components": []
},
"categories": [
{
"key": "vitality",
"band": "moderate",
"name": "Vitality",
"value": 61,
"weight": 0.22,
"metrics": [
{
"key": "development_activity",
"band": "at_risk",
"name": "Development activity",
"note": null,
"notes": [],
"value": 45,
"inputs": {
"commits_last_year": 4,
"human_commit_share": 1,
"days_since_last_push": 0,
"active_weeks_last_year": 3
},
"components": [
{
"key": "push_recency",
"name": "Push recency",
"detail": "last push 0 days ago",
"points": 36,
"status": "met",
"details": [
{
"code": "push_recency",
"params": {
"days": 0
}
}
],
"max_points": 36
},
{
"key": "commit_cadence",
"name": "Commit cadence",
"detail": "3/52 weeks with commits",
"points": 2.1,
"status": "partial",
"details": [
{
"code": "commit_cadence_weeks",
"params": {
"weeks": 3
}
}
],
"max_points": 36
},
{
"key": "commit_volume",
"name": "Commit volume",
"detail": "4 commits in the last year",
"points": 6.3,
"status": "partial",
"details": [
{
"code": "commits_last_year",
"params": {
"count": 4
}
}
],
"max_points": 18
},
{
"key": "openssf_scorecard_maintained",
"name": "OpenSSF Scorecard: Maintained",
"detail": "2 commit(s) and 0 issue activity found in the last 90 days -- score normalized to 1",
"points": 1,
"status": "partial",
"details": [],
"max_points": 10
}
]
},
{
"key": "release_discipline",
"band": "good",
"name": "Release discipline",
"note": "Excluded from scoring (no data or not applicable): OpenSSF Scorecard: Signed-Releases. Remaining weights renormalized.",
"notes": [
{
"code": "excluded_no_data",
"params": {
"components": [
"openssf_scorecard_signed_releases"
]
}
},
{
"code": "weights_renormalized",
"params": {}
}
],
"value": 84,
"inputs": {
"releases_count": 16,
"latest_release_tag": "v1.6.1",
"releases_from_tags": false,
"days_since_latest_release": 0,
"mean_days_between_releases": 347.2
},
"components": [
{
"key": "ships_releases",
"name": "Ships releases",
"detail": "16 releases published",
"points": 27,
"status": "met",
"details": [
{
"code": "releases_published",
"params": {
"count": 16
}
}
],
"max_points": 27
},
{
"key": "release_recency",
"name": "Release recency",
"detail": "latest release 0 days ago",
"points": 36,
"status": "met",
"details": [
{
"code": "release_recency",
"params": {
"days": 0
}
}
],
"max_points": 36
},
{
"key": "release_cadence",
"name": "Release cadence",
"detail": "a release every ~347.2 days",
"points": 12.6,
"status": "partial",
"details": [
{
"code": "release_cadence",
"params": {
"gap": 347.2
}
}
],
"max_points": 27
},
{
"key": "openssf_scorecard_signed_releases",
"name": "OpenSSF Scorecard: Signed-Releases",
"detail": "no releases found",
"points": 0,
"status": "excluded",
"details": [
{
"code": "no_data",
"params": {}
}
],
"max_points": 10
}
]
},
{
"key": "abandonment",
"band": "excellent",
"name": "Abandonment",
"note": null,
"notes": [],
"value": 100,
"inputs": {
"cap": null,
"state": "maintained",
"guards": [],
"signals": [],
"red_flag": false,
"multiplier_pct": 100,
"declared_reason": null,
"unverified_reason": null,
"unanswered_open_prs": null,
"unanswered_open_issues": null,
"days_since_last_merged_pr": null,
"days_since_last_human_commit": 0,
"days_since_last_human_commit_is_floor": false
},
"components": [
{
"key": "project_is_still_maintained",
"name": "Project is still maintained",
"detail": "last human commit 0 days ago",
"points": 100,
"status": "met",
"details": [
{
"code": "abandonment_maintained",
"params": {
"days": 0
}
}
],
"max_points": 100
}
]
}
],
"description": "Is the project alive — is code being written and are releases shipping?"
},
{
"key": "community",
"band": "good",
"name": "Community & Adoption",
"value": 84,
"weight": 0.18,
"metrics": [
{
"key": "popularity",
"band": "good",
"name": "Popularity & adoption",
"note": null,
"notes": [],
"value": 77,
"inputs": {
"forks": 418,
"stars": 688,
"watchers": 51,
"growth_state": "unverified",
"growth_factor_pct": 100,
"growth_unverified_reason": "no_history"
},
"components": [
{
"key": "stars",
"name": "Stars",
"detail": "688 stars",
"points": 46,
"status": "partial",
"details": [
{
"code": "stars",
"params": {
"count": 688
}
}
],
"max_points": 60
},
{
"key": "forks",
"name": "Forks",
"detail": "418 forks",
"points": 21.8,
"status": "partial",
"details": [
{
"code": "forks",
"params": {
"count": 418
}
}
],
"max_points": 25
},
{
"key": "watchers",
"name": "Watchers",
"detail": "51 watchers",
"points": 9.4,
"status": "partial",
"details": [
{
"code": "watchers",
"params": {
"count": 51
}
}
],
"max_points": 15
}
]
},
{
"key": "community_health",
"band": "excellent",
"name": "Community health",
"note": null,
"notes": [],
"value": 92,
"inputs": {
"has_readme": true,
"has_license": true,
"has_contributing": true,
"has_issue_template": false,
"has_code_of_conduct": true,
"has_pull_request_template": true
},
"components": [
{
"key": "readme",
"name": "README",
"detail": null,
"points": 22.5,
"status": "met",
"details": [],
"max_points": 22.5
},
{
"key": "license",
"name": "License",
"detail": "recognized license (Apache-2.0)",
"points": 22.5,
"status": "met",
"details": [
{
"code": "license_standard",
"params": {}
},
{
"code": "license_spdx",
"params": {
"spdx": "Apache-2.0"
}
}
],
"max_points": 22.5
},
{
"key": "contributing_guide",
"name": "CONTRIBUTING guide",
"detail": null,
"points": 18,
"status": "met",
"details": [],
"max_points": 18
},
{
"key": "code_of_conduct",
"name": "Code of conduct",
"detail": null,
"points": 13.5,
"status": "met",
"details": [],
"max_points": 13.5
},
{
"key": "issue_template",
"name": "Issue template",
"detail": null,
"points": 0,
"status": "missed",
"details": [],
"max_points": 7.2
},
{
"key": "pr_template",
"name": "PR template",
"detail": null,
"points": 6.3,
"status": "met",
"details": [],
"max_points": 6.3
}
]
}
],
"description": "Does the project have users, downloads, attention, and a welcoming setup for contributors?"
},
{
"key": "governance",
"band": "good",
"name": "Sustainability & Governance",
"value": 77,
"weight": 0.24,
"metrics": [
{
"key": "maintainer_resilience",
"band": "moderate",
"name": "Maintainer resilience (bus factor)",
"note": null,
"notes": [],
"value": 56,
"inputs": {
"bus_factor": 2,
"contributors_sampled": 18,
"top_contributor_share": 0.475
},
"components": [
{
"key": "bus_factor",
"name": "Bus factor",
"detail": "2 contributor(s) cover half of all commits",
"points": 25.2,
"status": "partial",
"details": [
{
"code": "bus_factor",
"params": {
"count": 2
}
}
],
"max_points": 54
},
{
"key": "commit_distribution",
"name": "Commit distribution",
"detail": "top contributor authored 48% of commits",
"points": 11.8,
"status": "partial",
"details": [
{
"code": "top_contributor_share",
"params": {
"share": 48
}
}
],
"max_points": 22.5
},
{
"key": "contributor_breadth",
"name": "Contributor breadth",
"detail": "18 contributors",
"points": 13.5,
"status": "met",
"details": [
{
"code": "contributors_sampled",
"params": {
"count": 18
}
}
],
"max_points": 13.5
},
{
"key": "openssf_scorecard_contributors",
"name": "OpenSSF Scorecard: Contributors",
"detail": "project has 2 contributing companies or organizations -- score normalized to 6",
"points": 6,
"status": "partial",
"details": [],
"max_points": 10
}
]
},
{
"key": "responsiveness",
"band": "good",
"name": "Issue & PR responsiveness",
"note": null,
"notes": [],
"value": 82,
"inputs": {
"merged_prs": 35,
"open_issues": 0,
"closed_issues": 267,
"issue_closed_ratio": 1,
"closed_unmerged_prs": 32
},
"components": [
{
"key": "issue_resolution",
"name": "Issue resolution",
"detail": "100% of issues closed",
"points": 46.8,
"status": "met",
"details": [
{
"code": "issues_closed_share",
"params": {
"share": 100
}
}
],
"max_points": 46.75
},
{
"key": "pr_acceptance",
"name": "PR acceptance",
"detail": "35/67 decided PRs merged",
"points": 20,
"status": "partial",
"details": [
{
"code": "decided_prs_merged",
"params": {
"merged": 35,
"decided": 67
}
}
],
"max_points": 38.25
},
{
"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": 80,
"inputs": {
"followers": 16160,
"owner_type": "Organization",
"is_verified": null,
"owner_login": "aws",
"public_repos": 551,
"account_age_days": 5078
},
"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": "16,160 followers of aws",
"points": 25,
"status": "met",
"details": [
{
"code": "owner_followers",
"params": {
"count": 16160,
"login": "aws"
}
}
],
"max_points": 25
},
{
"key": "track_record",
"name": "Track record",
"detail": "551 public repos, account ~13 yr old",
"points": 25,
"status": "met",
"details": [
{
"code": "public_repos",
"params": {
"count": 551
}
},
{
"code": "account_age_years",
"params": {
"years": 13
}
}
],
"max_points": 25
}
]
},
{
"key": "package_maintenance",
"band": "excellent",
"name": "Package maintenance",
"note": null,
"notes": [],
"value": 100,
"inputs": {
"packages": [
"AWSIoTPythonSDK"
],
"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": "22 published versions",
"points": 20,
"status": "met",
"details": [
{
"code": "published_versions",
"params": {
"count": 22
}
}
],
"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": "at_risk",
"name": "Engineering Quality",
"value": 47,
"weight": 0.2,
"metrics": [
{
"key": "engineering_practices",
"band": "moderate",
"name": "Engineering practices",
"note": null,
"notes": [],
"value": 52,
"inputs": {
"has_ci": true,
"has_tests": true,
"has_editorconfig": false,
"has_linter_config": false,
"has_precommit_config": false
},
"components": [
{
"key": "ci_workflows",
"name": "CI workflows",
"detail": "5 workflow(s)",
"points": 24,
"status": "met",
"details": [
{
"code": "ci_workflows",
"params": {
"count": 5
}
}
],
"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": 0,
"status": "missed",
"details": [],
"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": "5 out of 18 merged PRs checked by a CI test -- score normalized to 2",
"points": 4,
"status": "partial",
"details": [],
"max_points": 20
}
]
},
{
"key": "documentation",
"band": "at_risk",
"name": "Documentation",
"note": null,
"notes": [],
"value": 40,
"inputs": {
"topics": [],
"has_wiki": false,
"homepage": null,
"has_readme": true,
"has_docs_dir": false,
"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": 0,
"status": "missed",
"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": 0,
"status": "missed",
"details": [],
"max_points": 10
}
]
}
],
"description": "Are baseline engineering and documentation practices in place?"
},
{
"key": "security",
"band": "moderate",
"name": "Security",
"value": 52,
"weight": 0.16,
"metrics": [
{
"key": "security_posture",
"band": "moderate",
"name": "Security posture",
"note": "Excluded from scoring (no data or not applicable): Packaging, Signed-Releases. Remaining weights renormalized.",
"notes": [
{
"code": "excluded_no_data",
"params": {
"components": [
"packaging",
"signed_releases"
]
}
},
{
"code": "weights_renormalized",
"params": {}
}
],
"value": 52,
"inputs": {
"source": "openssf_scorecard",
"checks_evaluated": 16,
"scorecard_version": "v5.5.0",
"checks_inconclusive": 2,
"scorecard_aggregate": 5.2
},
"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 is not maximal on development and all release branches",
"points": 4.5,
"status": "partial",
"details": [],
"max_points": 7.5
},
{
"key": "ci_tests",
"name": "CI-Tests",
"detail": "5 out of 18 merged PRs checked by a CI test -- score normalized to 2",
"points": 0.5,
"status": "partial",
"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 2 contributing companies or organizations -- score normalized to 6",
"points": 1.5,
"status": "partial",
"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": "2 commit(s) and 0 issue activity found in the last 90 days -- score normalized to 1",
"points": 0.8,
"status": "partial",
"details": [],
"max_points": 7.5
},
{
"key": "packaging",
"name": "Packaging",
"detail": "packaging workflow not detected",
"points": 0,
"status": "excluded",
"details": [
{
"code": "no_data",
"params": {}
}
],
"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 1",
"points": 0.5,
"status": "partial",
"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": "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": 8
},
"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": "critical",
"name": "AI Readiness",
"value": 29,
"weight": 0,
"metrics": [
{
"key": "ai_agent_context",
"band": "critical",
"name": "Agent context & guidance",
"note": null,
"notes": [],
"value": 20,
"inputs": {
"has_llms_txt": false,
"legible_history_share": 0.37,
"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": "37 of 100 human commits state their intent (structured subject or explanatory body)",
"points": 19.7,
"status": "partial",
"details": [
{
"code": "legible_history",
"params": {
"legible": 37,
"sampled": 100
}
}
],
"max_points": 40
}
]
},
{
"key": "ai_verify_loop",
"band": "critical",
"name": "Verify loop (build / test / typecheck)",
"note": null,
"notes": [],
"value": 22,
"inputs": {
"has_nix": false,
"has_tests": true,
"lockfiles": [],
"has_dockerfile": false,
"typed_language": false,
"bootstrap_files": [],
"has_devcontainer": false,
"has_linter_config": false,
"typecheck_configs": [],
"agent_commit_share": 0,
"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": null,
"points": 0,
"status": "missed",
"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": "no automated dependency updates observed",
"points": 0,
"status": "missed",
"details": [
{
"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 0",
"points": 0,
"status": "missed",
"details": [],
"max_points": 10
}
]
},
{
"key": "ai_code_legibility",
"band": "moderate",
"name": "Code legibility for models",
"note": null,
"notes": [],
"value": 54,
"inputs": {
"primary_language": "Python",
"largest_source_bytes": 99147,
"source_files_sampled": 101,
"oversized_source_files": 2
},
"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": "2/101 source files over 60KB",
"points": 53.9,
"status": "partial",
"details": [
{
"code": "oversized_source_files",
"params": {
"kb": 60,
"sampled": 101,
"oversized": 2
}
}
],
"max_points": 55
}
]
},
{
"key": "ai_interfaces",
"band": "at_risk",
"name": "Machine-readable interfaces",
"note": null,
"notes": [],
"value": 40,
"inputs": {
"example_dirs": [
"samples"
],
"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": "samples",
"points": 40,
"status": "met",
"details": [
{
"code": "file_list",
"params": {
"files": "samples"
}
}
],
"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",
"deps.dev does not index pypi:AWSIoTPythonSDK@1.6.1; advisories assessed against the repository dependency graph instead"
],
"report_type": "repository",
"generated_at": "2026-07-24T18:41:52.552789Z",
"schema_version": "0.27.0",
"badge_url": "https://raw.githubusercontent.com/inspect-software/badges/main/v1/a/aws/aws-iot-device-sdk-python.svg",
"full_name": "aws/aws-iot-device-sdk-python",
"license_state": "standard",
"license_spdx": "Apache-2.0"
}Scores are signals, not warranties. They reflect publicly visible practices on GitHub — not a code audit, and not a security guarantee.
Missing data is excluded and weights renormalized, never scored as zero. Methodology is versioned and open: metrics v1.13.0, schema v0.27.0 — full methodology · metrics wiki.
How one result sits in the wider record: aggregate statistics — PyPI.