Software health reportschema 0.27.0 · metrics 1.13.0 · 2026-07-28 20:05 UTC
aws / bedrock-agentcore-starter-toolkit

Python CLI toolkit for Amazon Bedrock AgentCore (legacy). For new projects, use the AgentCore CLI: https://github.com/aws/agentcore-cli
PythonApache-2.0★ 498 stars⑂ 157 forkssince Jul 2025View on GitHub ↗
aws/bedrock-agentcore-starter-toolkit holds a health index of 82 out of 100, placing it in the Good band. It scores highest on Vitality (92/100) and lowest on AI Readiness (53/100). It was last updated today. 6 contributors account for most of its recent work.
overall / 100
Good
Software health index

Metrics are grouped into weighted categories on one standardized 1–100 scale. Overall starts as their weighted mean; when public evidence triggers the High-Risk Jurisdiction Policy, the rating is adjusted and receives an At risk ceiling of 49. AI Readiness sits outside the overall score.
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
16,189 followers552 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
PyPI	bedrock-agentcore-starter-toolkit	0.3.11	-	57	0 days ago
Metrics by category

Vitality

Is the project alive — is code being written and are releases shipping?
92Excellent · 22% of overall
Development activity

93Excellent
How it's scored
36/36	Push recency — last push 0 days ago
29.1/36	Commit cadence — 42/52 weeks with commits
18/18	Commit volume — 276 commits in the last year
10/10	OpenSSF Scorecard: Maintained — 24 commit(s) and 0 issue activity found in the last 90 days -- score normalized to 10
Inputs used
commits_last_year	276
human_commit_share	0.71
days_since_last_push	0
active_weeks_last_year	42
Release discipline

90Excellent
How it's scored
27/27	Ships releases — 56 releases published
36/36	Release recency — latest release 0 days ago
27/27	Release cadence — a release every ~16.2 days
0/10	OpenSSF Scorecard: Signed-Releases — Project has not signed or included provenance with any releases.
Inputs used
releases_count	56
latest_release_tag	v0.3.11
releases_from_tags	no
days_since_latest_release	0
mean_days_between_releases	16.2
Community & Adoption

Does the project have users, downloads, attention, and a welcoming setup for contributors?
78Good · 18% of overall
Popularity & adoption

66Moderate
How it's scored
43.7/60	Stars — 498 stars
18.3/25	Forks — 157 forks
4.3/15	Watchers — 7 watchers
Inputs used
forks	157
stars	498
watchers	7
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?
84Good · 24% of overall
Maintainer resilience (bus factor)

90Excellent
How it's scored
48.6/54	Bus factor — 6 contributor(s) cover half of all commits
18.1/22.5	Commit distribution — top contributor authored 20% of commits
13.5/13.5	Contributor breadth — 56 contributors
10/10	OpenSSF Scorecard: Contributors — project has 3 contributing companies or organizations -- score normalized to 10
Inputs used
bus_factor	6
contributors_sampled	56
top_contributor_share	0.196
Issue & PR responsiveness

68Moderate
How it's scored
21.2/46.8	Issue resolution — 45% of issues closed
32.2/38.3	PR acceptance — 319/379 decided PRs merged
15/15	OpenSSF Scorecard: Code-Review — all changesets reviewed
Inputs used
merged_prs	319
open_issues	75
closed_issues	62
issue_closed_ratio	0.453
closed_unmerged_prs	60
Ownership & stewardship

80Good
How it's scored
30/30	Ownership backing — organization-owned
0/20	Verified domain
25/25	Owner reach — 16,189 followers of aws
25/25	Track record — 552 public repos, account ~13 yr old
Inputs used
followers	16,189
owner_type	Organization
is_verified	—
owner_login	aws
public_repos	552
account_age_days	5,082
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 — 57 published versions
20/20	Not deprecated — active, not deprecated or yanked
Inputs used
packages	bedrock-agentcore-starter-toolkit
ecosystems	pypi
any_deprecated	no
min_days_since_publish	0
Engineering Quality

Are baseline engineering and documentation practices in place?
92Excellent · 20% of overall
Engineering practices

94Excellent
How it's scored
24/24	CI workflows — 10 workflow(s)
24/24	Tests present
16/16	Linter config
9.6/9.6	Pre-commit hooks
0/6.4	.editorconfig
20/20	OpenSSF Scorecard: CI-Tests — 30 out of 30 merged PRs checked by a CI test -- score normalized to 10
Inputs used
has_ci	yes
has_tests	yes
has_editorconfig	no
has_linter_config	yes
has_precommit_config	yes
Documentation

90Excellent
How it's scored
30/30	README
25/25	Documentation directory
15/15	Documentation / homepage site — https://aws.github.io/bedrock-agentcore-starter-toolkit/
10/10	Repository description
0/10	Topics
10/10	Wiki
Inputs used
topics	—
has_wiki	yes
homepage	https://aws.github.io/bedrock-agentcore-starter-toolkit/
has_readme	yes
has_docs_dir	yes
has_description	yes
Security

Are visible security and supply-chain practices strong, without unresolved high-risk jurisdiction exposure?
57Moderate · 16% of overall
Security posture

55Moderate
How it's scored
7.5/7.5	Binary-Artifacts — no binaries found in the repo
3.8/7.5	Branch-Protection — branch protection is not maximal on development and all release branches
2.5/2.5	CI-Tests — 30 out of 30 merged PRs checked by a CI test -- score normalized to 10
0/2.5	CII-Best-Practices — no effort to earn an OpenSSF best practices badge detected
7.5/7.5	Code-Review — all changesets reviewed
2.5/2.5	Contributors — project has 3 contributing companies or organizations -- score normalized to 10
0/10	Dangerous-Workflow — dangerous workflow patterns detected
7.5/7.5	Dependency-Update-Tool — update tool detected
0/5	Fuzzing — project is not fuzzed
2.5/2.5	License — license file detected
7.5/7.5	Maintained — 24 commit(s) and 0 issue activity found in the last 90 days -- score normalized to 10
5/5	Packaging — packaging workflow detected
0/5	Pinned-Dependencies — no data
4/5	SAST — SAST tool is not run on all commits -- score normalized to 8
5/5	Security-Policy — security policy file detected
0/7.5	Signed-Releases — Project has not signed or included provenance with any releases.
0/7.5	Token-Permissions — detected GitHub workflow tokens with excessive permissions
0/7.5	Vulnerabilities — 18 existing vulnerabilities detected
Inputs used
source	openssf_scorecard
checks_evaluated	17
scorecard_version	v5.5.0
checks_inconclusive	1
scorecard_aggregate	5.5
Excluded from scoring (no data or not applicable): pinned_dependencies. Remaining weights renormalized.
Dependency advisories

64Moderate
How it's scored
12.8/35	Direct dependencies free of known advisories — 2 affected: bedrock-agentcore 1.1.1 (high 7.3), requests 2.32.5 (moderate 5.5)
0/25	Indirect dependencies free of known advisories — transitive set not separable from development and test dependencies in this scope
35.2/40	No advisories left outstanding — 1 advisory-carrying package(s) unaddressed past 90 days; oldest published 125 days ago
Inputs used
source	osv
advisories	33
affected_packages	12
assessed_packages	142
unassessed_packages	0
affected_by_severity	high 3, moderate 8, low 1
direct_affected_packages	2
Excluded from scoring (no data or not applicable): Indirect dependencies free of known advisories. Remaining weights renormalized. Matched 142 resolved dependencies against OSV. This repository publishes no package the index resolves, so the repository dependency graph was assessed instead. That graph mixes development and test pins with shipped dependencies, so only the declared runtime dependencies are scored; transitive findings are reported as context and excluded from the score. Reachability is not analyzed.
AI Readiness

How well is the repo equipped to be developed and maintained with AI coding agents? An independent, experimental badge — weight 0.0, so it is surfaced on its own and does not affect the overall health score.
53Moderate · 0% of overall
Agent context & guidance

40At risk
How it's scored
0/45	Agent instructions — no CLAUDE.md / AGENTS.md / editor rules
0/15	Machine-readable docs (llms.txt)
40/40	Legible commit history — 71 of 71 human commits state their intent (structured subject or explanatory body)
Inputs used
has_llms_txt	no
legible_history_share	1
agent_instruction_files	—
agent_instruction_max_bytes	—
Verify loop (build / test / typecheck)

59Moderate
How it's scored
0/18	One-command bootstrap
22/22	Automated tests
11/11	Lint / format config
0/11	Static type checking
10/10	Reproducible environment — Dockerfile, lockfile
2/10	Demonstrated agent practice — 1 of the last 100 commits agent-authored or agent-credited
8/8	Automated maintenance — 8 of the last 100 commits are automated dependency updates
0/10	OpenSSF Scorecard: Pinned-Dependencies — no data
Inputs used
has_nix	no
has_tests	yes
lockfiles	uv.lock
has_dockerfile	yes
typed_language	no
bootstrap_files	—
has_devcontainer	no
has_linter_config	yes
typecheck_configs	—
agent_commit_share	0.01
toolchain_manifests	—
dependency_bot_commit_share	0.08
Excluded from scoring (no data or not applicable): OpenSSF Scorecard: Pinned-Dependencies. Remaining weights renormalized.
Code legibility for models

53Moderate
How it's scored
0/45	Type-checkable code — Python without a type-check config
52.6/55	Manageable file sizes — 13/303 source files over 60KB
Inputs used
primary_language	Python
largest_source_bytes	203,060
source_files_sampled	303
oversized_source_files	13
Machine-readable interfaces

60Moderate
How it's scored
0/40	API schema (OpenAPI/GraphQL/proto)
20/20	MCP server
40/40	Runnable examples — notebooks
Inputs used
example_dirs	notebooks
has_mcp_signal	yes
api_schema_files	—
Key facts

498GitHub stars
56contributors
276commits, last 12 months
0days since last push
56releases
6bus factor
75open 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:bedrock-agentcore-starter-toolkit@0.3.11; advisories assessed against the repository dependency graph instead
More detail

Star and fork history 0 ★ / 157 ⇿
0Stars
157Forks
55Releases
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 3Patch 52
OpenSSF Scorecard 5.5 / 10
5.5aggregate
Independent, tool-agnostic security assessment from the open-source OpenSSF Scorecard. Each check rewards a security practice, not a specific vendor's tool. Checks Scorecard could not determine are marked n/a and excluded from the security score (never counted as zero).Scorecard v5.5.0 · 2026-07-28 20:05 UTC
10	Binary-Artifacts	no binaries found in the repo
5	Branch-Protection	branch protection is not maximal on development and all release branches
10	CI-Tests	30 out of 30 merged PRs checked by a CI test -- score normalized to 10
0	CII-Best-Practices	no effort to earn an OpenSSF best practices badge detected
10	Code-Review	all changesets reviewed
10	Contributors	project has 3 contributing companies or organizations -- score normalized to 10
0	Dangerous-Workflow	dangerous workflow patterns detected
10	Dependency-Update-Tool	update tool detected
0	Fuzzing	project is not fuzzed
10	License	license file detected
10	Maintained	24 commit(s) and 0 issue activity found in the last 90 days -- score normalized to 10
10	Packaging	packaging workflow detected
n/a	Pinned-Dependencies	internal error: internal error: invalid Dockerfile: Syntax error - can't find = in "if". Must be of the form: name=value
8	SAST	SAST tool is not run on all commits -- score normalized to 8
10	Security-Policy	security policy file detected
0	Signed-Releases	Project has not signed or included provenance with any releases.
0	Token-Permissions	detected GitHub workflow tokens with excessive permissions
0	Vulnerabilities	18 existing vulnerabilities detected
Direct dependencies 23
Registry	Package	Version constraint	Manifest
PyPI	bedrock-agentcore	`>=1.1.0`	pyproject.toml
PyPI	docstring_parser	`>=0.15,<1.0`	pyproject.toml
PyPI	httpx	`>=0.28.1`	pyproject.toml
PyPI	jinja2	`>=3.1.6`	pyproject.toml
PyPI	prompt-toolkit	`>=3.0.51`	pyproject.toml
PyPI	pydantic	`>=2.0.0,<2.41.3`	pyproject.toml
PyPI	urllib3	`>=1.26.0`	pyproject.toml
PyPI	pyyaml	`>=6.0.2`	pyproject.toml
PyPI	requests	`>=2.25.0`	pyproject.toml
PyPI	rich	`>=13.0.0`	pyproject.toml
PyPI	toml	`>=0.10.2`	pyproject.toml
PyPI	typer	`>=0.19.0`	pyproject.toml
PyPI	typing-extensions	`>=4.13.2,<5.0.0`	pyproject.toml
PyPI	uvicorn	`>=0.34.2`	pyproject.toml
PyPI	autopep8	`>=2.3.2`	pyproject.toml
PyPI	prance	`>=25.4.8.0`	pyproject.toml
PyPI	ruamel-yaml	`>=0.18.14`	pyproject.toml
PyPI	questionary	`>=2.1.0`	pyproject.toml
PyPI	openapi-spec-validator	`>=0.7.2`	pyproject.toml
PyPI	py-openapi-schema-to-json-schema	`>=0.0.3`	pyproject.toml
PyPI	starlette	`>=0.46.2`	pyproject.toml
PyPI	boto3	`>=1.42.1`	pyproject.toml
PyPI	botocore	`>=1.42.1`	pyproject.toml
All dependencies 142
Full resolved dependency set from the GitHub dependency graph: 23 direct and 119 indirect (transitive) packages. The transitive closure is complete when the repository commits a lockfile.
Registry	Package	Version	Relation
PyPI	autopep8	`2.3.2`	direct
PyPI	bedrock-agentcore	`1.1.1`	direct
PyPI	boto3	`1.42.1`	direct
PyPI	botocore	`1.42.1`	direct
PyPI	docstring-parser	`0.17.0`	direct
PyPI	httpx	`0.28.1`	direct
PyPI	jinja2	`3.1.6`	direct
PyPI	openapi-spec-validator	`0.7.2`	direct
PyPI	prance	`25.4.8.0`	direct
PyPI	prompt-toolkit	`3.0.52`	direct
PyPI	py-openapi-schema-to-json-schema	`0.0.3`	direct
PyPI	pydantic	`2.12.3`	direct
PyPI	pyyaml	`6.0.3`	direct
PyPI	questionary	`2.1.1`	direct
PyPI	requests	`2.32.5`	direct
PyPI	rich	`14.2.0`	direct
PyPI	ruamel-yaml	`0.18.16`	direct
PyPI	starlette	`1.3.1`	direct
PyPI	toml	`0.10.2`	direct
PyPI	typer	`0.20.0`	direct
PyPI	typing-extensions	`4.15.0`	direct
PyPI	urllib3	`2.7.0`	direct
PyPI	uvicorn	`0.38.0`	direct
PyPI	annotated-types	`0.7.0`	indirect
PyPI	anyio	`4.11.0`	indirect
PyPI	attrs	`25.4.0`	indirect
PyPI	awscrt	`0.29.1`	indirect
PyPI	babel	`2.17.0`	indirect
PyPI	backports-asyncio-runner	`1.2.0`	indirect
PyPI	backrefs	`5.9`	indirect
PyPI	beautifulsoup4	`4.14.2`	indirect
PyPI	bedrock-agentcore-starter-toolkit	`0.3.10`	indirect
PyPI	bracex	`2.6`	indirect
PyPI	certifi	`2025.10.5`	indirect
PyPI	cffi	`2.0.0`	indirect
PyPI	cfgv	`3.4.0`	indirect
PyPI	chardet	`5.2.0`	indirect
PyPI	charset-normalizer	`3.4.4`	indirect
PyPI	click	`8.3.0`	indirect
PyPI	colorama	`0.4.6`	indirect
PyPI	coverage	`7.11.0`	indirect
PyPI	cryptography	`48.0.1`	indirect
PyPI	distlib	`0.4.0`	indirect
PyPI	exceptiongroup	`1.3.0`	indirect
PyPI	filelock	`3.20.0`	indirect
PyPI	ghp-import	`2.1.0`	indirect
PyPI	griffe	`1.14.0`	indirect
PyPI	h11	`0.16.0`	indirect
PyPI	hjson	`3.1.0`	indirect
PyPI	httpcore	`1.0.9`	indirect
PyPI	httpx-sse	`0.4.3`	indirect
PyPI	identify	`2.6.15`	indirect
PyPI	idna	`3.11`	indirect
PyPI	importlib-metadata	`8.7.0`	indirect
PyPI	importlib-resources	`6.5.2`	indirect
PyPI	iniconfig	`2.3.0`	indirect
PyPI	jmespath	`1.0.1`	indirect
PyPI	jsonschema	`4.25.1`	indirect
PyPI	jsonschema-path	`0.3.4`	indirect
PyPI	jsonschema-specifications	`2025.9.1`	indirect
PyPI	lazy-object-proxy	`1.12.0`	indirect
PyPI	markdown	`3.10`	indirect
PyPI	markdown-it-py	`4.0.0`	indirect
PyPI	markdownify	`1.2.0`	indirect
PyPI	markupsafe	`3.0.3`	indirect
PyPI	mcp	`1.23.0`	indirect
PyPI	mdformat	`1.0.0`	indirect
PyPI	mdurl	`0.1.2`	indirect
PyPI	mergedeep	`1.3.4`	indirect
PyPI	mike	`2.1.3`	indirect
PyPI	mkdocs	`1.6.1`	indirect
PyPI	mkdocs-autorefs	`1.4.3`	indirect
PyPI	mkdocs-get-deps	`0.2.0`	indirect
PyPI	mkdocs-include-markdown-plugin	`7.2.0`	indirect
PyPI	mkdocs-llmstxt	`0.1.0`	indirect
PyPI	mkdocs-macros-plugin	`1.3.9`	indirect
PyPI	mkdocs-material	`9.6.23`	indirect
PyPI	mkdocs-material-extensions	`1.3.1`	indirect
PyPI	mkdocstrings	`0.30.1`	indirect
PyPI	mkdocstrings-python	`1.18.2`	indirect
PyPI	moto	`5.1.16`	indirect
PyPI	mypy	`1.18.2`	indirect
PyPI	mypy-extensions	`1.1.0`	indirect
PyPI	nodeenv	`1.9.1`	indirect
PyPI	openapi-schema-validator	`0.6.3`	indirect
PyPI	opentelemetry-api	`1.38.0`	indirect
PyPI	opentelemetry-instrumentation	`0.59b0`	indirect
PyPI	opentelemetry-instrumentation-threading	`0.59b0`	indirect
PyPI	opentelemetry-sdk	`1.38.0`	indirect
PyPI	opentelemetry-semantic-conventions	`0.59b0`	indirect
PyPI	packaging	`25.0`	indirect
PyPI	paginate	`0.5.7`	indirect
PyPI	pathable	`0.4.4`	indirect
PyPI	pathspec	`0.12.1`	indirect
PyPI	platformdirs	`4.5.0`	indirect
PyPI	pluggy	`1.6.0`	indirect
PyPI	pre-commit	`4.3.0`	indirect
PyPI	pycodestyle	`2.14.0`	indirect
PyPI	pycparser	`2.23`	indirect
PyPI	pydantic-core	`2.41.4`	indirect
PyPI	pydantic-settings	`2.11.0`	indirect
PyPI	pygments	`2.19.2`	indirect
PyPI	pyjwt	`2.13.0`	indirect
PyPI	pymdown-extensions	`10.16.1`	indirect
PyPI	pyparsing	`3.2.5`	indirect
PyPI	pytest	`8.4.2`	indirect
PyPI	pytest-asyncio	`1.2.0`	indirect
PyPI	pytest-cov	`7.0.0`	indirect
PyPI	python-dateutil	`2.9.0.post0`	indirect
PyPI	python-dotenv	`1.2.1`	indirect
PyPI	python-multipart	`0.0.31`	indirect
PyPI	pywin32	`311`	indirect
PyPI	pyyaml-env-tag	`1.1`	indirect
PyPI	referencing	`0.36.2`	indirect
PyPI	responses	`0.25.8`	indirect
PyPI	rfc3339-validator	`0.1.4`	indirect
PyPI	rpds-py	`0.28.0`	indirect
PyPI	ruamel-yaml-clib	`0.2.14`	indirect
PyPI	ruff	`0.14.3`	indirect
PyPI	s3transfer	`0.16.0`	indirect
PyPI	shellingham	`1.5.4`	indirect
PyPI	six	`1.17.0`	indirect
PyPI	sniffio	`1.3.1`	indirect
PyPI	soupsieve	`2.8.4`	indirect
PyPI	sse-starlette	`3.0.3`	indirect
PyPI	strands-agents	`1.14.0`	indirect
PyPI	super-collections	`0.6.2`	indirect
PyPI	syrupy	`5.0.0`	indirect
PyPI	termcolor	`3.2.0`	indirect
PyPI	tomli	`2.3.0`	indirect
PyPI	typing-inspection	`0.4.2`	indirect
PyPI	verspec	`0.1.0`	indirect
PyPI	virtualenv	`20.35.4`	indirect
PyPI	watchdog	`6.0.0`	indirect
PyPI	wcmatch	`10.1`	indirect
PyPI	wcwidth	`0.2.14`	indirect
PyPI	websockets	`15.0.1`	indirect
PyPI	werkzeug	`3.1.3`	indirect
PyPI	wheel	`0.46.2`	indirect
PyPI	wrapt	`1.17.3`	indirect
PyPI	xmltodict	`1.0.2`	indirect
PyPI	zipp	`3.23.0`	indirect
Dependency advisories 12
This repository publishes no package the index resolves, so its own dependency graph was assessed — 142 packages, which also include development and test pins that never ship: 12 carry known advisories, of which 2 are direct.
Package	Version	Relation	Severity	Advisories	Fixed in
bedrock-agentcore	`1.1.1`	direct	high	1	`1.18.1`
click	`8.3.0`	indirect	high	1	`8.3.3`
mcp	`1.23.0`	indirect	high	6	`1.28.1`
requests	`2.32.5`	direct	moderate	2	`2.33.0`
filelock	`3.20.0`	indirect	moderate	4	`3.20.3`
idna	`3.11`	indirect	moderate	2	`3.15`
pymdown-extensions	`10.16.1`	indirect	moderate	3	`11.0.0`
pytest	`8.4.2`	indirect	moderate	2	`9.0.3`
python-dotenv	`1.2.1`	indirect	moderate	2	`1.2.2`
virtualenv	`20.35.4`	indirect	moderate	2	`20.36.1`
werkzeug	`3.1.3`	indirect	moderate	6	`3.1.6`
pygments	`2.19.2`	indirect	low	2	`2.20.0`
An advisory means the version recorded in the dependency graph falls inside an advisory’s affected range. Reachability is not analysed, and the graph includes development and test pins — a finding may concern tooling rather than shipped software.
Raw JSON report machine-readable
{
  "data": {
    "repo": {
      "topics": [],
      "is_fork": false,
      "size_kb": 21177,
      "has_wiki": true,
      "homepage": "https://aws.github.io/bedrock-agentcore-starter-toolkit/",
      "languages": {
        "Jinja": 128812,
        "Shell": 2735,
        "Python": 4346276,
        "JavaScript": 1290,
        "Jupyter Notebook": 162228
      },
      "pushed_at": "2026-07-28T20:04:13Z",
      "created_at": "2025-07-12T06:50:22Z",
      "owner_type": "Organization",
      "updated_at": "2026-07-27T17:56:41Z",
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          "is_bot": false,
          "headline": "feat(workflows): add closed-PR comment redirect (#517)",
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          "author_login": "aidandaly24",
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          "headline": "chore: replace all github.token/GITHUB_TOKEN with GitHub App token (#…",
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          "is_bot": true,
          "headline": "chore: bump version to 0.3.9 (#516)",
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          "is_bot": false,
          "headline": "fix(import-agent): create gateway Lambda before targets and handle st…",
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          "is_bot": true,
          "headline": "chore: bump version to 0.3.8 (#514)",
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        },
        {
          "oid": "abeeb3e0ac7f29aff38865814afe4830ac90dd82",
          "body": "The bedrockagentcore-preview Discord vanity URL was abandoned and\nclaimed by an external party (V2208165288). Replace with the active\nstrands community link.",
          "is_bot": false,
          "headline": "fix: update Discord invite link to strands community (#512)",
          "author_name": "Jesse Turner",
          "author_login": "jesseturner21",
          "committed_at": "2026-05-11T21:32:57Z",
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          "body": "* chore: bump version to 0.3.7\n\nCo-authored-by: github-actions[bot] <github-actions[bot]@users.noreply.github.com>\n\n* Fix duplicate entry in CHANGELOG for deprecation banner\n\nRemoved duplicate entry for the deprecation banner in CHANGELOG.\n\nSigned-off-by: Aidan Daly <99039782+aidandaly24@users.norep\n[…]\n9782+aidandaly24@users.noreply.github.com>\nCo-authored-by: github-actions[bot] <github-actions[bot]@users.noreply.github.com>\nCo-authored-by: Aidan Daly <99039782+aidandaly24@users.noreply.github.com>",
          "is_bot": true,
          "headline": "Release v0.3.7 (#511)",
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          "oid": "d0b36cebfd0110d2487369ccaa917a67a3246f9a",
          "body": "The AgentCore CLI import command is `agentcore import`, not\n`agentcore create import`.",
          "is_bot": false,
          "headline": "fix: correct import command in deprecation banner (#510)",
          "author_name": "Aidan Daly",
          "author_login": "aidandaly24",
          "committed_at": "2026-04-30T16:02:42Z",
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          "oid": "c17e3c96384140dc37cc37c48c56749f5910c07c",
          "body": "* fix: soften deprecation banner language and fix env var check\n\nUpdate the deprecation banner to use a more measured tone — recommend\nthe AgentCore CLI rather than stating the toolkit is no longer developed.\nAlso adds a hint about `agentcore create import` for migrating existing\nagents, and fixes t\n[…]\n minimal — just the recommendation and install command.\n\n* feat: add import/migrate hint to deprecation banner\n\n* fix: rename env var to AGENTCORE_SUPPRESS_RECOMMENDATION\n\n* style: fix ruff formatting",
          "is_bot": false,
          "headline": "fix: soften deprecation banner and fix env var check (#508)",
          "author_name": "Aidan Daly",
          "author_login": "aidandaly24",
          "committed_at": "2026-04-29T21:18:58Z",
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        },
        {
          "oid": "c7c836de3a42125c04680c7d8a4223d3cd2e5f74",
          "body": "Show a warning on every command invocation directing users to the\nAgentCore CLI (@aws/agentcore) as the actively developed replacement.\nThe banner prints to stderr so it doesn't interfere with piped output.\nSet AGENTCORE_SUPPRESS_DEPRECATION=1 to silence the warning.",
          "is_bot": false,
          "headline": "feat: add deprecation banner recommending AgentCore CLI (#507)",
          "author_name": "Aidan Daly",
          "author_login": "aidandaly24",
          "committed_at": "2026-04-29T18:59:33Z",
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        },
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          "oid": "419c267d208cf3dc761c27c2060c4e04d74f6b9d",
          "body": "…ery in direct-code-deploy (#506)\n\nTwo fixes for observability setup during agentcore deploy:\n\n1. _configure_trace_segment_destination() returned silently while the\n   destination was still PENDING (~10-15 min). Now logs a warning so\n   users know OTEL exports may fail until it becomes ACTIVE.\n\n2. T\n[…]\ned enable_transaction_search_if_needed()\n   but not enable_traces_delivery_for_runtime(), unlike the container path.\n   Runtime traces delivery was never configured for direct-code-deploy.\n\nFixes #457",
          "is_bot": false,
          "headline": "fix: log Transaction Search PENDING status + add missing traces deliv…",
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          "author_login": "Hweinstock",
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          "is_bot": false,
          "headline": "fix: update download instructions to include correct npm package (#505)",
          "author_name": "Hweinstock",
          "author_login": "Hweinstock",
          "committed_at": "2026-04-24T00:10:19Z",
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          "is_bot": true,
          "headline": "chore: bump version to 0.3.6 (#504)",
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          "author_login": "github-actions[bot]",
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          "body": "… (#503)",
          "is_bot": false,
          "headline": "fix: modify execution role naming and disallow codebuild for govcloud…",
          "author_name": "Andrew",
          "author_login": "mahlera",
          "committed_at": "2026-04-22T18:30:27Z",
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          "is_bot": true,
          "headline": "chore: bump version to 0.3.5 (#501)",
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          "is_bot": false,
          "headline": "fix: update IAM trust policies (#500)",
          "author_name": "padmak30",
          "author_login": "padmak30",
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          "is_bot": true,
          "headline": "chore: bump version to 0.3.4 (#495)",
          "author_name": "github-actions[bot]",
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          "oid": "2d5dbffeeab2bcb72b17f4587a646648bd25a11e",
          "body": "… (#485)\n\n- Add partition helper\n\t- Pass partition information to templates for resource arns",
          "is_bot": false,
          "headline": "chore: modify execution role templates to support multiple partitions…",
          "author_name": "Andrew",
          "author_login": "mahlera",
          "committed_at": "2026-03-30T21:25:53Z",
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        },
        {
          "oid": "87aeae679f322e4109ff9ce00873ac12258d8301",
          "body": "Remove minor and major options from the release workflow dropdown,\nadd a guard step to reject API-triggered minor/major releases, and\nrestrict the bump-version script to patch and pre only.",
          "is_bot": false,
          "headline": "fix: block minor and major releases, allow only patch (#494)",
          "author_name": "Trirmadura J Ariyawansa",
          "author_login": "jariy17",
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          "body": null,
          "is_bot": false,
          "headline": "feat: added GT support to Evaluations (#493)",
          "author_name": "Trirmadura J Ariyawansa",
          "author_login": "jariy17",
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          "is_bot": false,
          "headline": "docs: change banner color to warning yellow/amber (#491)",
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          "author_login": "notgitika",
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          "oid": "8a2c4d6a0bf4adbad20ea7460d025530de8479a4",
          "body": "* fix: remove broken CDK basic-runtime doc pages\n\nThe upstream samples repo (awslabs/amazon-bedrock-agentcore-samples)\nno longer has the 04-infrastructure-as-code/cdk/basic-runtime/ directory,\ncausing include-markdown to fail with HTTP 404 during docs build.\nRemove the referencing doc pages to unblo\n[…]\nw.\n\n* docs: rename AgentCore CLI to Starter Toolkit CLI in nav\n\nAvoids confusion with the new @aws/agentcore-cli package since this\nsection documents the starter toolkit's Python CLI, not the new one.",
          "is_bot": false,
          "headline": "fix: remove broken CDK basic-runtime doc includes (#490)",
          "author_name": "Gitika",
          "author_login": "notgitika",
          "committed_at": "2026-03-27T23:20:56Z",
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        {
          "oid": "0fbfa959a5537e769d5e013918eef95feb3802bb",
          "body": "* docs: recommend AgentCore CLI for new projects\n\nAdd prominent notices to README and documentation index page directing\nusers to the AgentCore CLI (@aws/agentcore-cli) as the recommended tool\nfor creating, developing, and deploying agents on Amazon Bedrock\nAgentCore. Includes links to CLI docs for \n[…]\nvia the\nMkDocs Material theme override (main.html content block). This renders\non every documentation page automatically. Removes the duplicate\nadmonition from index.md since the banner now covers it.",
          "is_bot": false,
          "headline": "docs: recommend AgentCore CLI for new projects (#489)",
          "author_name": "Gitika",
          "author_login": "notgitika",
          "committed_at": "2026-03-27T23:01:35Z",
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        {
          "oid": "56af283a6dbe937dc7768dcc8ac54fcb80b09b5c",
          "body": "The memory configuration (STM_ONLY, STM_AND_LTM, NO_MEMORY) was previously\nonly available through the interactive prompt. This adds a --memory/-m CLI\nflag so users can specify memory configuration in non-interactive mode.\n\nThe flag:\n- Works with non-interactive mode for CI/CD and scripting use cases\n[…]\n agent framework\n- Also works in interactive mode to skip the memory prompt\n- Auto-triggers non-interactive mode when provided with other flags\n\nCo-authored-by: Claude Opus 4.6 <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "feat(create): add --memory flag for non-interactive mode (#484)",
          "author_name": "Jesse Turner",
          "author_login": "jesseturner21",
          "committed_at": "2026-03-23T13:42:30Z",
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          "oid": "c7e38e29dd59cdce79b4a5c309dd36b3cfad7e58",
          "body": "Enable the AWS Common Runtime (CRT) for botocore to improve\ntransfer performance and enable CRT-based features.\n\nCo-authored-by: Abhimanyu Siwach <siwabhi@amazon.com>",
          "is_bot": false,
          "headline": "Add CRT extra to botocore dependency (#465)",
          "author_name": "Abhimanyu Siwach",
          "author_login": "siwachabhi",
          "committed_at": "2026-03-18T01:23:55Z",
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          "is_bot": true,
          "headline": "chore: bump version to 0.3.3 (#481)",
          "author_name": "github-actions[bot]",
          "author_login": "github-actions[bot]",
          "committed_at": "2026-03-11T18:11:24Z",
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        },
        {
          "oid": "d40c0cf8eda79f4e333878020b375aa3a26afadd",
          "body": "Add AGUI as a supported server protocol alongside HTTP, MCP, and A2A.\nAGUI uses port 8080 and /invocations path (same as HTTP) for SSE\nstreaming, with /ws for WebSocket bidirectional communication.\n\nChanges:\nAdd AGUI to RuntimeProtocol constants and CreateRuntimeProtocol type\nAdd AGUI to ProtocolConfiguration schema validator\nUpdate CLI, notebook API, and IaC protocol validation checks\nUpdate help text and docstrings\n\nCo-authored-by: Sundar Raghavan <sdraghav@amazon.com>",
          "is_bot": false,
          "headline": "feat: add AG-UI protocol support to starter toolkit (#480)",
          "author_name": "Sundar Raghavan",
          "author_login": "sundargthb",
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          "oid": "88f83177abf413d10c31a1ebf40de3bd7b4fb60b",
          "body": "* Fix memoryStrategyId field name in modifyMemoryStrategies payload (#452)\n\nThe update_memory_strategies method was sending strategyId instead of\nmemoryStrategyId in the modifyMemoryStrategies payload, causing a\nValidationException from the API. Changed to use the correct field name\nthat matches the API contract.\n\n* Apply ruff format to test file",
          "is_bot": false,
          "headline": "Fix memoryStrategyId field name in modifyMemoryStrategies payload (#479)",
          "author_name": "Tejas Kashinath",
          "author_login": "tejaskash",
          "committed_at": "2026-03-10T20:57:38Z",
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        },
        {
          "oid": "fcad8de712583c7634f574a12951bb34ed618d7a",
          "body": "… (#478)\n\n* Add boto3 and botocore to generated project deps for Bedrock provider (#460)\n\nWhen agentcore create scaffolds a project with Bedrock as the model provider,\nboto3 and botocore are now automatically included in the generated\ndependencies. These are required at runtime by SDKs like strands-agents\nand langchain_aws to call the Bedrock API.\n\n* Fix ruff B023 lint error: bind loop variable in lambda",
          "is_bot": false,
          "headline": "Add boto3 and botocore to generated project deps for Bedrock provider…",
          "author_name": "Tejas Kashinath",
          "author_login": "tejaskash",
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          "oid": "07b31071e93f1c9d7bff52cf7d55620238cb8c6e",
          "body": "* Fix --ecr with repository name only causing empty repositoryName (#463)\n\nWhen using --ecr with just a repository name (no full URI), the deploy\ncommand failed because repo_name extraction assumed a '/' was present.\nAdd _resolve_ecr_repo_name_to_uri() to look up bare repo names via\necr.describe_repositories and persist the resolved full URI back to config.\n\n* Apply ruff format to test file",
          "is_bot": false,
          "headline": "Fix --ecr with repository name only causing empty repositoryName (#477)",
          "author_name": "Tejas Kashinath",
          "author_login": "tejaskash",
          "committed_at": "2026-03-10T20:57:32Z",
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        {
          "oid": "75515fcd195d7990b492e19d15dbe47de8700bd4",
          "body": "* Fix duplicate ECR Repository text in configuration success pane (#472)\n\nRemove hardcoded ECR Repository line that was always displayed regardless\nof deployment type. The conditional config_info variable already correctly\nhandles showing ECR Repository for container deploys and S3 Bucket for\ndirect_code_deploy.\n\n* Apply ruff format to test file",
          "is_bot": false,
          "headline": "Fix duplicate ECR Repository text in configuration success pane (#476)",
          "author_name": "Tejas Kashinath",
          "author_login": "tejaskash",
          "committed_at": "2026-03-10T20:57:15Z",
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        {
          "oid": "f7f1cd9b09f94d524d27164f67a7cd8149b0f478",
          "body": "* Fix hardcoded shebang paths in packaged dependency scripts (#474)\n\nAdd _fix_shebangs_in_bin_dir() to CodeZipPackager that replaces hardcoded\nlocal Python paths (e.g. /Users/.../venv/bin/python3) with portable\n#!/usr/bin/env python3 shebangs. This runs automatically during dependency\npackaging to prevent runtime failures on AgentCore.\n\n* Apply ruff format to test file",
          "is_bot": false,
          "headline": "Fix hardcoded shebang paths in packaged dependency scripts (#475)",
          "author_name": "Tejas Kashinath",
          "author_login": "tejaskash",
          "committed_at": "2026-03-10T20:57:12Z",
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          "body": null,
          "is_bot": false,
          "headline": "Add daily Slack notification for open PRs (#473)",
          "author_name": "Trirmadura J Ariyawansa",
          "author_login": "jariy17",
          "committed_at": "2026-03-10T18:33:15Z",
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          "is_bot": true,
          "headline": "chore: bump version to 0.3.2 (#470)",
          "author_name": "github-actions[bot]",
          "author_login": "github-actions[bot]",
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        {
          "oid": "976255152e3a0f8adea06976eb0151421a60836f",
          "body": "* Improve error messages for auth failures during agent invocation\n\n- Catch 401/403 HTTP errors in _handle_http_response and raise ValueError\n  with actionable message instead of raw traceback\n- Catch AccessDeniedException from boto3 in invoke_endpoint and surface\n  friendly re-login guidance\n- Fix \n[…]\n treated as a dict (missing isinstance check)\n\n* Fix ruff line length violation in error handler\n\n* Apply ruff format to error handler\n\n---------\n\nCo-authored-by: Abhimanyu Siwach <siwabhi@amazon.com>",
          "is_bot": false,
          "headline": "Improve error messages for auth failures during invoke (#469)",
          "author_name": "Abhimanyu Siwach",
          "author_login": "siwachabhi",
          "committed_at": "2026-03-04T22:32:20Z",
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        },
        {
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          "body": "Co-authored-by: github-actions[bot] <github-actions[bot]@users.noreply.github.com>",
          "is_bot": true,
          "headline": "chore: bump version to 0.3.1 (#467)",
          "author_name": "github-actions[bot]",
          "author_login": "github-actions[bot]",
          "committed_at": "2026-03-03T18:47:18Z",
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          "is_coding_agent": false
        },
        {
          "oid": "0aecfb642d986c9c60a80b5b022704014b7327a5",
          "body": "* Add GA features for AgentCore Policy\n\n* Add GA features for AgentCore Policy\n\n* Add GA features for AgentCore Policy\n\n* Add GA features for AgentCore Policy",
          "is_bot": false,
          "headline": "Policy in AgentCore GA (#466)",
          "author_name": "Sidharth Gulati",
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          "body": "…t (#451)\n\nAdd a new 'agentcore memory browse' command that provides an interactive\nterminal UI for exploring AgentCore Memory content.\n\nFeatures:\n- Navigate through actors, sessions, events (STM) and namespaces, records (LTM)\n- Keyboard navigation: ↑↓ navigate, Enter select, b back, h home, v verbo\n[…]\nservation when navigating back\n\nAlso includes:\n- Pagination support for list_actors and list_sessions APIs\n- Tests to maintain 88% coverage threshold\n\nCo-authored-by: Roger Konlog <rkonlog@amazon.com>",
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          "is_bot": false,
          "headline": "Update README to remove subtitle and add note (#454)",
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          "headline": "fix: export Memory class from package root (#449)",
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          "author_name": "Minoru Onda（みのるん）",
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          "headline": "fix: escape special characters in Slack notification payload (#441)",
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          "is_bot": false,
          "headline": "fix(configure): infer language from entrypoint extension before packa…",
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          "is_bot": false,
          "headline": "feat: add Slack notification workflow for new issues (#437)",
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          "headline": "feat(memory): add memory visualization CLI commands (#434)",
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          "is_bot": false,
          "headline": "fix(typescript): exclude node_modules from S3 upload and simplify Doc…",
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          "is_bot": false,
          "headline": "feat(runtime): Add TypeScript/Node.js container deployment support fo…",
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          "headline": "fix: agent version isolation - use unique image tags instead of :late…",
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          "is_bot": false,
          "headline": "Policy docs: enhance llms.txt policy headings with comprehensive desc…",
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          "is_bot": false,
          "headline": "MCP Server docs add terraform and evaluation quickstart to mcp (#418)",
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          "headline": "fix: resolve double-encoded execution policy causing MalformedPolicyD…",
          "author_name": "Marcin Belczewski",
          "author_login": "marcinbelczewski",
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          "headline": "chore: bump version to 0.2.3 (#401)",
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          "is_bot": false,
          "headline": "feat: Printing localhost and local network addresses for local dev co…",
          "author_name": "Tejas Kashinath",
          "author_login": "tejaskash",
          "committed_at": "2025-12-09T19:07:59Z",
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          "is_bot": false,
          "headline": "fix: container building doesn't work when dependencies are in a subdi…",
          "author_name": "Tejas Kashinath",
          "author_login": "tejaskash",
          "committed_at": "2025-12-09T19:04:56Z",
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          "body": "* feat: Scoping down policy statements\n\n* Removing redundant validate\n\n* Removing redundant memory_enabled parameter",
          "is_bot": false,
          "headline": "fix: Scoping down policy statements (#394)",
          "author_name": "Tejas Kashinath",
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          "headline": "chore: bump version to 0.2.2 (#393)",
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                "key": "pinned_dependencies",
                "name": "Pinned-Dependencies",
                "detail": "internal error: internal error: invalid Dockerfile: Syntax error - can't find = in \"if\". Must be of the form: name=value",
                "points": 0,
                "status": "excluded",
                "details": [
                  {
                    "code": "no_data",
                    "params": {}
                  }
                ],
                "max_points": 5
              },
              {
                "key": "sast",
                "name": "SAST",
                "detail": "SAST tool is not run on all commits -- score normalized to 8",
                "points": 4,
                "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": "Project has not signed or included provenance with any releases.",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 7.5
              },
              {
                "key": "token_permissions",
                "name": "Token-Permissions",
                "detail": "detected GitHub workflow tokens with excessive permissions",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 7.5
              },
              {
                "key": "vulnerabilities",
                "name": "Vulnerabilities",
                "detail": "18 existing vulnerabilities detected",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 7.5
              }
            ]
          },
          {
            "key": "dependency_advisories",
            "band": "moderate",
            "name": "Dependency advisories",
            "note": "Excluded from scoring (no data or not applicable): Indirect dependencies free of known advisories. Remaining weights renormalized. Matched 142 resolved dependencies against OSV. This repository publishes no package the index resolves, so the repository dependency graph was assessed instead. That graph mixes development and test pins with shipped dependencies, so only the declared runtime dependencies are scored; transitive findings are reported as context and excluded from the score. Reachability is not analyzed.",
            "notes": [
              {
                "code": "excluded_no_data",
                "params": {
                  "components": [
                    "indirect_dependencies_free_of_known_advisories"
                  ]
                }
              },
              {
                "code": "weights_renormalized",
                "params": {}
              },
              {
                "code": "advisories_scope_repository",
                "params": {
                  "assessed": 142
                }
              },
              {
                "code": "advisories_repo_graph_caveat",
                "params": {}
              },
              {
                "code": "advisories_reachability",
                "params": {}
              }
            ],
            "value": 64,
            "inputs": {
              "source": "osv",
              "advisories": 33,
              "affected_packages": 12,
              "assessed_packages": 142,
              "unassessed_packages": 0,
              "affected_by_severity": "high 3, moderate 8, low 1",
              "direct_affected_packages": 2
            },
            "components": [
              {
                "key": "direct_dependencies_free_of_known_advisories",
                "name": "Direct dependencies free of known advisories",
                "detail": "2 affected: bedrock-agentcore 1.1.1 (high 7.3), requests 2.32.5 (moderate 5.5)",
                "points": 12.8,
                "status": "partial",
                "details": [
                  {
                    "code": "advisories_affected",
                    "params": {
                      "count": 2,
                      "packages": "bedrock-agentcore 1.1.1 (high 7.3), requests 2.32.5 (moderate 5.5)"
                    }
                  }
                ],
                "max_points": 35
              },
              {
                "key": "indirect_dependencies_free_of_known_advisories",
                "name": "Indirect dependencies free of known advisories",
                "detail": "transitive set not separable from development and test dependencies in this scope",
                "points": 0,
                "status": "excluded",
                "details": [
                  {
                    "code": "advisories_scope_not_separable",
                    "params": {}
                  }
                ],
                "max_points": 25
              },
              {
                "key": "no_advisories_left_outstanding",
                "name": "No advisories left outstanding",
                "detail": "1 advisory-carrying package(s) unaddressed past 90 days; oldest published 125 days ago",
                "points": 35.2,
                "status": "partial",
                "details": [
                  {
                    "code": "advisories_stale",
                    "params": {
                      "days": 90,
                      "count": 1,
                      "oldest": 125
                    }
                  }
                ],
                "max_points": 40
              }
            ]
          },
          {
            "key": "malicious_dependencies",
            "band": "excellent",
            "name": "Malicious dependencies",
            "note": null,
            "notes": [],
            "value": 100,
            "inputs": {
              "source": "osv",
              "meaning": "reported as a malicious package by the OpenSSF corpus; the remedy is removal or moving off the compromised name, never an upgrade of the same artifact. Versions the registry has since pulled are listed but not scored",
              "packages": [],
              "red_flag": false,
              "assessed_packages": 142,
              "malicious_packages": 0,
              "direct_malicious_packages": 0,
              "withdrawn_malicious_packages": 0,
              "installable_malicious_packages": 0
            },
            "components": [
              {
                "key": "no_dependency_reported_as_a_malicious_package",
                "name": "No dependency reported as a malicious package",
                "detail": "no dependency is reported as a malicious package",
                "points": 100,
                "status": "met",
                "details": [
                  {
                    "code": "no_malicious_dependencies",
                    "params": {}
                  }
                ],
                "max_points": 100
              }
            ]
          },
          {
            "key": "high_risk_jurisdiction_exposure",
            "band": "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": "moderate",
        "name": "AI Readiness",
        "value": 53,
        "weight": 0,
        "metrics": [
          {
            "key": "ai_agent_context",
            "band": "at_risk",
            "name": "Agent context & guidance",
            "note": null,
            "notes": [],
            "value": 40,
            "inputs": {
              "has_llms_txt": false,
              "legible_history_share": 1,
              "agent_instruction_files": [],
              "agent_instruction_max_bytes": null
            },
            "components": [
              {
                "key": "agent_instructions",
                "name": "Agent instructions",
                "detail": "no CLAUDE.md / AGENTS.md / editor rules",
                "points": 0,
                "status": "missed",
                "details": [
                  {
                    "code": "no_agent_instructions",
                    "params": {}
                  }
                ],
                "max_points": 45
              },
              {
                "key": "machine_readable_docs_llms_txt",
                "name": "Machine-readable docs (llms.txt)",
                "detail": null,
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 15
              },
              {
                "key": "legible_commit_history",
                "name": "Legible commit history",
                "detail": "71 of 71 human commits state their intent (structured subject or explanatory body)",
                "points": 40,
                "status": "met",
                "details": [
                  {
                    "code": "legible_history",
                    "params": {
                      "legible": 71,
                      "sampled": 71
                    }
                  }
                ],
                "max_points": 40
              }
            ]
          },
          {
            "key": "ai_verify_loop",
            "band": "moderate",
            "name": "Verify loop (build / test / typecheck)",
            "note": "Excluded from scoring (no data or not applicable): OpenSSF Scorecard: Pinned-Dependencies. Remaining weights renormalized.",
            "notes": [
              {
                "code": "excluded_no_data",
                "params": {
                  "components": [
                    "openssf_scorecard_pinned_dependencies"
                  ]
                }
              },
              {
                "code": "weights_renormalized",
                "params": {}
              }
            ],
            "value": 59,
            "inputs": {
              "has_nix": false,
              "has_tests": true,
              "lockfiles": [
                "uv.lock"
              ],
              "has_dockerfile": true,
              "typed_language": false,
              "bootstrap_files": [],
              "has_devcontainer": false,
              "has_linter_config": true,
              "typecheck_configs": [],
              "agent_commit_share": 0.01,
              "toolchain_manifests": [],
              "dependency_bot_commit_share": 0.08
            },
            "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": 11,
                "status": "met",
                "details": [],
                "max_points": 11
              },
              {
                "key": "static_type_checking",
                "name": "Static type checking",
                "detail": null,
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 11
              },
              {
                "key": "reproducible_environment",
                "name": "Reproducible environment",
                "detail": "Dockerfile, lockfile",
                "points": 10,
                "status": "met",
                "details": [
                  {
                    "code": "file_list",
                    "params": {
                      "files": "Dockerfile, lockfile"
                    }
                  }
                ],
                "max_points": 10
              },
              {
                "key": "demonstrated_agent_practice",
                "name": "Demonstrated agent practice",
                "detail": "1 of the last 100 commits agent-authored or agent-credited",
                "points": 2,
                "status": "partial",
                "details": [
                  {
                    "code": "agent_authored_commits",
                    "params": {
                      "count": 1,
                      "sampled": 100
                    }
                  }
                ],
                "max_points": 10
              },
              {
                "key": "automated_maintenance",
                "name": "Automated maintenance",
                "detail": "8 of the last 100 commits are automated dependency updates",
                "points": 8,
                "status": "met",
                "details": [
                  {
                    "code": "dependency_bot_commits",
                    "params": {
                      "count": 8,
                      "sampled": 100
                    }
                  }
                ],
                "max_points": 8
              },
              {
                "key": "openssf_scorecard_pinned_dependencies",
                "name": "OpenSSF Scorecard: Pinned-Dependencies",
                "detail": "internal error: internal error: invalid Dockerfile: Syntax error - can't find = in \"if\". Must be of the form: name=value",
                "points": 0,
                "status": "excluded",
                "details": [
                  {
                    "code": "no_data",
                    "params": {}
                  }
                ],
                "max_points": 10
              }
            ]
          },
          {
            "key": "ai_code_legibility",
            "band": "moderate",
            "name": "Code legibility for models",
            "note": null,
            "notes": [],
            "value": 53,
            "inputs": {
              "primary_language": "Python",
              "largest_source_bytes": 203060,
              "source_files_sampled": 303,
              "oversized_source_files": 13
            },
            "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": "13/303 source files over 60KB",
                "points": 52.6,
                "status": "partial",
                "details": [
                  {
                    "code": "oversized_source_files",
                    "params": {
                      "kb": 60,
                      "sampled": 303,
                      "oversized": 13
                    }
                  }
                ],
                "max_points": 55
              }
            ]
          },
          {
            "key": "ai_interfaces",
            "band": "moderate",
            "name": "Machine-readable interfaces",
            "note": null,
            "notes": [],
            "value": 60,
            "inputs": {
              "example_dirs": [
                "notebooks"
              ],
              "has_mcp_signal": true,
              "api_schema_files": []
            },
            "components": [
              {
                "key": "api_schema_openapi_graphql_proto",
                "name": "API schema (OpenAPI/GraphQL/proto)",
                "detail": null,
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 40
              },
              {
                "key": "mcp_server",
                "name": "MCP server",
                "detail": null,
                "points": 20,
                "status": "met",
                "details": [],
                "max_points": 20
              },
              {
                "key": "runnable_examples",
                "name": "Runnable examples",
                "detail": "notebooks",
                "points": 40,
                "status": "met",
                "details": [
                  {
                    "code": "file_list",
                    "params": {
                      "files": "notebooks"
                    }
                  }
                ],
                "max_points": 40
              }
            ]
          }
        ],
        "description": "How well is the repo equipped to be developed and maintained with AI coding agents? An independent, experimental badge — weight 0.0, so it is surfaced on its own and does not affect the overall health score."
      }
    ],
    "metrics_version": "1.13.0"
  },
  "warnings": [
    "Star history unavailable: GitHub GraphQL error: Resource not accessible by personal access token",
    "deps.dev does not index pypi:bedrock-agentcore-starter-toolkit@0.3.11; advisories assessed against the repository dependency graph instead"
  ],
  "report_type": "repository",
  "generated_at": "2026-07-28T20:05:36.682353Z",
  "schema_version": "0.27.0",
  "badge_url": "https://raw.githubusercontent.com/inspect-software/badges/main/v1/a/aws/bedrock-agentcore-starter-toolkit.svg",
  "full_name": "aws/bedrock-agentcore-starter-toolkit",
  "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.
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