Software health reportschema 0.27.0 · metrics 1.13.0 · 2026-07-25 16:16 UTC
griptape-ai / griptape

Modular Python framework for AI agents and workflows with chain-of-thought reasoning, tools, and memory.
PythonApache-2.0★ 2,564 stars⑂ 253 forkssince Jan 2023View on GitHub ↗
#gpt #llm #openai #ai #python #huggingface #anthropic #claude
griptape-ai/griptape holds a health index of 79 out of 100, placing it in the Good band. It scores highest on Vitality (92/100) and lowest on AI Readiness (67/100). It was last updated 4 days ago. 2 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

GriptapeOrganization
188 followers92 public repossince Jan 2023
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	griptape	1.11.0	-	147	10 days ago
Metrics by category

Vitality

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

87Excellent
How it's scored
36/36	Push recency — last push 4 days ago
22.8/36	Commit cadence — 33/52 weeks with commits
18/18	Commit volume — 126 commits in the last year
10/10	OpenSSF Scorecard: Maintained — 28 commit(s) and 4 issue activity found in the last 90 days -- score normalized to 10
Inputs used
commits_last_year	126
human_commit_share	0.49
days_since_last_push	4
active_weeks_last_year	33
Release discipline

100Excellent
How it's scored
27/27	Ships releases — 100 releases published
36/36	Release recency — latest release 10 days ago
27/27	Release cadence — a release every ~20.2 days
0/10	OpenSSF Scorecard: Signed-Releases — no data
Inputs used
releases_count	100
latest_release_tag	v1.11.0
releases_from_tags	no
days_since_latest_release	10
mean_days_between_releases	20.2
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?
80Good · 18% of overall
Popularity & adoption

83Good
How it's scored
55.3/60	Stars — 2,564 stars
20/25	Forks — 253 forks
8/15	Watchers — 28 watchers
Inputs used
forks	253
stars	2,564
watchers	28
growth_state	unverified
growth_factor_pct	100
growth_unverified_reason	no_history
Community health

77Good
How it's scored
22.5/22.5	README
22.5/22.5	License — recognized license (Apache-2.0)
18/18	CONTRIBUTING guide
0/13.5	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	no
has_pull_request_template	yes
Sustainability & Governance

Will the project survive its people — bus factor, responsiveness, who backs it, and package upkeep?
76Good · 24% of overall
Maintainer resilience (bus factor)

60Moderate
How it's scored
25.2/54	Bus factor — 2 contributor(s) cover half of all commits
11.4/22.5	Commit distribution — top contributor authored 49% of commits
13.5/13.5	Contributor breadth — 41 contributors
10/10	OpenSSF Scorecard: Contributors — project has 8 contributing companies or organizations
Inputs used
bus_factor	2
contributors_sampled	41
top_contributor_share	0.492
Issue & PR responsiveness

88Excellent
How it's scored
41.2/46.8	Issue resolution — 88% of issues closed
31.3/38.3	PR acceptance — 1,310/1,601 decided PRs merged
15/15	OpenSSF Scorecard: Code-Review — all changesets reviewed
Inputs used
merged_prs	1,310
open_issues	65
closed_issues	479
issue_closed_ratio	0.881
closed_unmerged_prs	291
Ownership & stewardship

66Moderate
How it's scored
30/30	Ownership backing — organization-owned
0/20	Verified domain
16.4/25	Owner reach — 188 followers of griptape-ai
20/25	Track record — 92 public repos, account ~3 yr old
Inputs used
followers	188
owner_type	Organization
is_verified	—
owner_login	griptape-ai
public_repos	92
account_age_days	1,281
Package maintenance

100Excellent
How it's scored
25/25	Published & resolvable — 1 package(s) on pypi
35/35	Publish recency — latest publish 10 days ago
20/20	Version history — 147 published versions
20/20	Not deprecated — active, not deprecated or yanked
Inputs used
packages	griptape
ecosystems	pypi
any_deprecated	no
min_days_since_publish	10
Engineering Quality

Are baseline engineering and documentation practices in place?
77Good · 20% of overall
Engineering practices

68Moderate
How it's scored
24/24	CI workflows — 6 workflow(s)
24/24	Tests present
0/16	Linter config
0/9.6	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	no
has_precommit_config	no
Documentation

90Excellent
How it's scored
30/30	README
25/25	Documentation directory
15/15	Documentation / homepage site — https://www.griptape.ai
10/10	Repository description
10/10	Topics — 8 topics
0/10	Wiki
Inputs used
topics	gpt, llm, openai, ai, python, huggingface, anthropic, claude
has_wiki	no
homepage	https://www.griptape.ai
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?
70Good · 16% of overall
Security posture

62Moderate
How it's scored
7.5/7.5	Binary-Artifacts — no binaries found in the repo
6/7.5	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 8 contributing companies or organizations
10/10	Dangerous-Workflow — no 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 — 28 commit(s) and 4 issue activity found in the last 90 days -- score normalized to 10
0/5	Packaging — no data
0/5	Pinned-Dependencies — dependency not pinned by hash detected -- score normalized to 0
4/5	SAST — SAST tool is not run on all commits -- score normalized to 8
0/5	Security-Policy — security policy file not detected
0/7.5	Signed-Releases — no data
0/7.5	Token-Permissions — detected GitHub workflow tokens with excessive permissions
0/7.5	Vulnerabilities — 92 existing vulnerabilities detected
Inputs used
source	openssf_scorecard
checks_evaluated	16
scorecard_version	v5.5.0
checks_inconclusive	2
scorecard_aggregate	6.2
Excluded from scoring (no data or not applicable): packaging, signed_releases. Remaining weights renormalized.
Dependency advisories

100Excellent
How it's scored
35/35	Direct dependencies free of known advisories — no direct dependency carries a known advisory
25/25	Indirect dependencies free of known advisories — no indirect dependency carries a known advisory
0/40	No advisories left outstanding — no advisory carries a publication date
Inputs used
source	osv
advisories	0
affected_packages	0
assessed_packages	39
unassessed_packages	0
affected_by_severity	none
direct_affected_packages	0
Excluded from scoring (no data or not applicable): No advisories left outstanding. Remaining weights renormalized. Matched the pypi:griptape@1.11.0 runtime dependency closure — what installing the published package pulls in — 39 packages. 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.
67Moderate · 0% of overall
Agent context & guidance

85Excellent
How it's scored
45/45	Agent instructions — docs/griptape-framework/structures/agents.md
0/15	Machine-readable docs (llms.txt)
40/40	Legible commit history — 49 of 49 human commits state their intent (structured subject or explanatory body)
Inputs used
has_llms_txt	no
legible_history_share	1
agent_instruction_files	docs/griptape-framework/structures/agents.md
agent_instruction_max_bytes	1,036
Verify loop (build / test / typecheck)

68Moderate
How it's scored
18/18	One-command bootstrap — Makefile
22/22	Automated tests
0/11	Lint / format config
0/11	Static type checking
10/10	Reproducible environment — Dockerfile, lockfile
10/10	Demonstrated agent practice — 26 of the last 100 commits agent-authored or agent-credited
8/8	Automated maintenance — 48 of the last 100 commits are automated dependency updates
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	uv.lock
has_dockerfile	yes
typed_language	no
bootstrap_files	Makefile
has_devcontainer	no
has_linter_config	no
typecheck_configs	—
agent_commit_share	0.26
toolchain_manifests	—
dependency_bot_commit_share	0.48
Code legibility for models

55Moderate
How it's scored
0/45	Type-checkable code — Python without a type-check config
54.9/55	Manageable file sizes — 2/1,230 source files over 60KB
Inputs used
primary_language	Python
largest_source_bytes	1,400,087
source_files_sampled	1,230
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 — recipes
Inputs used
example_dirs	recipes
has_mcp_signal	no
api_schema_files	—
Key facts

2,564GitHub stars
41contributors
126commits, last 12 months
4days since last push
100releases
2bus factor
65open issues
PyPIpackage ecosystems
Data collection warnings

Star history unavailable: GitHub GraphQL error: Resource not accessible by personal access token
More detail

Star and fork history 0 ★ / 253 ⇿
0Stars
253Forks
100Releases
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 1Minor 28Patch 71
Each point covers 4 days.
OpenSSF Scorecard 6.2 / 10
6.2aggregate
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).Scorecard v5.5.0 · 2026-07-25 16:16 UTC
10	Binary-Artifacts	no binaries found in the repo
8	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 8 contributing companies or organizations
10	Dangerous-Workflow	no dangerous workflow patterns detected
10	Dependency-Update-Tool	update tool detected
0	Fuzzing	project is not fuzzed
10	License	license file detected
10	Maintained	28 commit(s) and 4 issue activity found in the last 90 days -- score normalized to 10
n/a	Packaging	packaging workflow not detected
0	Pinned-Dependencies	dependency not pinned by hash detected -- score normalized to 0
8	SAST	SAST tool is not run on all commits -- score normalized to 8
0	Security-Policy	security policy file not detected
n/a	Signed-Releases	no releases found
0	Token-Permissions	detected GitHub workflow tokens with excessive permissions
0	Vulnerabilities	92 existing vulnerabilities detected
Direct dependencies 18
Registry	Package	Version constraint	Manifest
PyPI	openai	`>=1.1.1`	pyproject.toml
PyPI	attrs	`>=24.3.0`	pyproject.toml
PyPI	jinja2	`>=3.1.4`	pyproject.toml
PyPI	marshmallow	`>=3.21.3,<4`	pyproject.toml
PyPI	marshmallow-enum	`>=1.5.1`	pyproject.toml
PyPI	tiktoken	`>=0.12`	pyproject.toml
PyPI	rich	`>=13.7.1`	pyproject.toml
PyPI	schema	`>=0.7.7`	pyproject.toml
PyPI	pyyaml	`>=6.0.1`	pyproject.toml
PyPI	tenacity	`>=8.5.0`	pyproject.toml
PyPI	numpy	`>=1.26.4,<3`	pyproject.toml
PyPI	requests	`>=2.32.0`	pyproject.toml
PyPI	filetype	`>=1.2`	pyproject.toml
PyPI	urllib3	`>=1.25.4,!=2.2.0,<3`	pyproject.toml
PyPI	pydantic	`>=2.7.4`	pyproject.toml
PyPI	wrapt	`>=1.16.0`	pyproject.toml
PyPI	pip	`>=25.0.1`	pyproject.toml
PyPI	json-schema-to-pydantic	`>=0.4.6`	pyproject.toml
All dependencies 288
Full resolved dependency set from the GitHub dependency graph: 18 direct and 270 indirect (transitive) packages. The transitive closure is complete when the repository commits a lockfile.
Registry	Package	Version	Relation
PyPI	attrs	`26.1.0`	direct
PyPI	filetype	`1.2.0`	direct
PyPI	jinja2	`3.1.6`	direct
PyPI	json-schema-to-pydantic	`0.4.6`	direct
PyPI	marshmallow	`3.26.2`	direct
PyPI	marshmallow-enum	`1.5.1`	direct
PyPI	numpy	`2.2.3`	direct
PyPI	openai	`1.79.0`	direct
PyPI	pip	`26.1`	direct
PyPI	pydantic	`2.11.4`	direct
PyPI	pyyaml	`6.0.2`	direct
PyPI	requests	`2.33.1`	direct
PyPI	rich	`14.0.0`	direct
PyPI	schema	`0.7.7`	direct
PyPI	tenacity	`9.1.2`	direct
PyPI	tiktoken	`0.12.0`	direct
PyPI	urllib3	`2.7.0`	direct
PyPI	wrapt	`1.17.2`	direct
PyPI	aiohappyeyeballs	`2.6.1`	indirect
PyPI	aiohttp	`3.13.4`	indirect
PyPI	aiolimiter	`1.2.1`	indirect
PyPI	aiosignal	`1.4.0`	indirect
PyPI	annotated-types	`0.7.0`	indirect
PyPI	anthropic	`0.51.0`	indirect
PyPI	anyio	`4.8.0`	indirect
PyPI	asn1crypto	`1.5.1`	indirect
PyPI	astrapy	`2.0.1`	indirect
PyPI	async-timeout	`5.0.1`	indirect
PyPI	babel	`2.17.0`	indirect
PyPI	backports-tarfile	`1.2.0`	indirect
PyPI	backrefs	`5.8`	indirect
PyPI	beautifulsoup4	`4.13.4`	indirect
PyPI	boto3	`—`	indirect
PyPI	boto3	`1.38.18`	indirect
PyPI	boto3-stubs	`1.37.12`	indirect
PyPI	botocore	`1.38.18`	indirect
PyPI	botocore-stubs	`1.37.11`	indirect
PyPI	brotli	`1.2.0`	indirect
PyPI	brotlicffi	`1.2.0.1`	indirect
PyPI	certifi	`2025.1.31`	indirect
PyPI	cffi	`2.0.0`	indirect
PyPI	cfgv	`3.4.0`	indirect
PyPI	charset-normalizer	`3.4.1`	indirect
PyPI	click	`8.1.8`	indirect
PyPI	cohere	`5.15.0`	indirect
PyPI	colorama	`0.4.6`	indirect
PyPI	courlan	`1.3.2`	indirect
PyPI	coverage	`7.13.5`	indirect
PyPI	cryptography	`46.0.7`	indirect
PyPI	cuda-bindings	`13.2.0`	indirect
PyPI	cuda-pathfinder	`1.5.2`	indirect
PyPI	cuda-toolkit	`13.0.2`	indirect
PyPI	dateparser	`—`	indirect
PyPI	dateparser	`1.2.1`	indirect
PyPI	ddgs	`9.14.4`	indirect
PyPI	deprecated	`1.2.18`	indirect
PyPI	deprecation	`2.1.0`	indirect
PyPI	diffusers	`0.33.1`	indirect
PyPI	distlib	`0.3.9`	indirect
PyPI	distro	`1.9.0`	indirect
PyPI	dnspython	`2.7.0`	indirect
PyPI	docker	`—`	indirect
PyPI	docker	`7.1.0`	indirect
PyPI	docutils	`0.21.2`	indirect
PyPI	elevenlabs	`1.59.0`	indirect
PyPI	events	`0.5`	indirect
PyPI	exa-py	`1.13.1`	indirect
PyPI	exceptiongroup	`—`	indirect
PyPI	exceptiongroup	`1.2.2`	indirect
PyPI	execnet	`2.1.1`	indirect
PyPI	fake-useragent	`2.2.0`	indirect
PyPI	fastavro	`1.10.0`	indirect
PyPI	filelock	`3.25.2`	indirect
PyPI	frozenlist	`1.5.0`	indirect
PyPI	fsspec	`2025.3.0`	indirect
PyPI	fuzzywuzzy	`0.18.0`	indirect
PyPI	ghp-import	`2.1.0`	indirect
PyPI	google-auth	`2.49.2`	indirect
PyPI	google-genai	`1.73.1`	indirect
PyPI	googleapis-common-protos	`1.69.1`	indirect
PyPI	greenlet	`3.1.1`	indirect
PyPI	griffe	`1.6.0`	indirect
PyPI	griptape	`1.11.0`	indirect
PyPI	grpcio	`1.71.0`	indirect
PyPI	h11	`0.16.0`	indirect
PyPI	h2	`4.3.0`	indirect
PyPI	hpack	`4.1.0`	indirect
PyPI	htmldate	`1.9.4`	indirect
PyPI	httpcore	`1.0.9`	indirect
PyPI	httpx	`0.28.1`	indirect
PyPI	httpx-sse	`0.4.0`	indirect
PyPI	huggingface-hub	`0.31.4`	indirect
PyPI	hyperframe	`6.1.0`	indirect
PyPI	id	`1.5.0`	indirect
PyPI	identify	`2.6.9`	indirect
PyPI	idna	`3.10`	indirect
PyPI	importlib-metadata	`8.6.1`	indirect
PyPI	iniconfig	`2.0.0`	indirect
PyPI	ipaddress	`1.0.23`	indirect
PyPI	jaraco-classes	`3.4.0`	indirect
PyPI	jaraco-context	`6.0.1`	indirect
PyPI	jaraco-functools	`4.1.0`	indirect
PyPI	jeepney	`0.9.0`	indirect
PyPI	jiter	`0.9.0`	indirect
PyPI	jmespath	`1.0.1`	indirect
PyPI	justext	`3.0.2`	indirect
PyPI	keyring	`25.6.0`	indirect
PyPI	lxml	`6.1.0`	indirect
PyPI	lxml-html-clean	`0.4.4`	indirect
PyPI	mail-parser	`4.1.2`	indirect
PyPI	markdown	`3.8.1`	indirect
PyPI	markdown-it-py	`3.0.0`	indirect
PyPI	markdownify	`1.1.0`	indirect
PyPI	markupsafe	`3.0.2`	indirect
PyPI	marqo	`3.13.0`	indirect
PyPI	mcp	`—`	indirect
PyPI	mdformat	`1.0.0`	indirect
PyPI	mdformat-footnote	`0.1.3`	indirect
PyPI	mdformat-frontmatter	`2.1.2`	indirect
PyPI	mdformat-gfm	`1.0.0`	indirect
PyPI	mdformat-mkdocs	`5.1.4`	indirect
PyPI	mdit-py-plugins	`0.4.2`	indirect
PyPI	mdurl	`0.1.2`	indirect
PyPI	mergedeep	`1.3.4`	indirect
PyPI	mkdocs	`1.6.1`	indirect
PyPI	mkdocs-autorefs	`1.4.4`	indirect
PyPI	mkdocs-gen-files	`0.6.1`	indirect
PyPI	mkdocs-get-deps	`0.2.0`	indirect
PyPI	mkdocs-glightbox	`0.5.2`	indirect
PyPI	mkdocs-literate-nav	`0.6.3`	indirect
PyPI	mkdocs-material	`9.7.6`	indirect
PyPI	mkdocs-material-extensions	`1.3.1`	indirect
PyPI	mkdocs-section-index	`0.3.12`	indirect
PyPI	mkdocstrings	`0.29.0`	indirect
PyPI	mkdocstrings-python	`1.16.5`	indirect
PyPI	mongomock	`4.3.0`	indirect
PyPI	more-itertools	`10.6.0`	indirect
PyPI	moto	`5.1.1`	indirect
PyPI	mpmath	`1.3.0`	indirect
PyPI	multidict	`6.1.0`	indirect
PyPI	mypy-boto3-bedrock-agent-runtime	`1.37.22`	indirect
PyPI	mypy-boto3-bedrock-runtime	`1.37.30`	indirect
PyPI	mypy-boto3-dynamodb	`1.37.12`	indirect
PyPI	mypy-boto3-iam	`1.37.0`	indirect
PyPI	mypy-boto3-iot-data	`1.37.0`	indirect
PyPI	mypy-boto3-opensearch	`1.37.0`	indirect
PyPI	mypy-boto3-redshift-data	`1.37.8`	indirect
PyPI	mypy-boto3-s3	`1.37.0`	indirect
PyPI	mypy-boto3-sagemaker-runtime	`1.37.0`	indirect
PyPI	mypy-boto3-sqs	`1.37.0`	indirect
PyPI	ndg-httpsclient	`0.5.1`	indirect
PyPI	networkx	`3.4.2`	indirect
PyPI	nh3	`0.2.21`	indirect
PyPI	nodeenv	`1.9.1`	indirect
PyPI	numexpr	`—`	indirect
PyPI	nvidia-cublas	`13.1.0.3`	indirect
PyPI	nvidia-cuda-cupti	`13.0.85`	indirect
PyPI	nvidia-cuda-nvrtc	`13.0.88`	indirect
PyPI	nvidia-cuda-runtime	`13.0.96`	indirect
PyPI	nvidia-cudnn-cu13	`9.20.0.48`	indirect
PyPI	nvidia-cufft	`12.0.0.61`	indirect
PyPI	nvidia-cufile	`1.15.1.6`	indirect
PyPI	nvidia-curand	`10.4.0.35`	indirect
PyPI	nvidia-cusolver	`12.0.4.66`	indirect
PyPI	nvidia-cusparse	`12.6.3.3`	indirect
PyPI	nvidia-cusparselt-cu13	`0.8.1`	indirect
PyPI	nvidia-nccl-cu13	`2.29.7`	indirect
PyPI	nvidia-nvjitlink	`13.0.88`	indirect
PyPI	nvidia-nvshmem-cu13	`3.4.5`	indirect
PyPI	nvidia-nvtx	`13.0.85`	indirect
PyPI	ollama	`0.4.8`	indirect
PyPI	opensearch-py	`2.8.0`	indirect
PyPI	opentelemetry-api	`1.33.1`	indirect
PyPI	opentelemetry-exporter-otlp-proto-common	`1.33.1`	indirect
PyPI	opentelemetry-exporter-otlp-proto-http	`1.33.1`	indirect
PyPI	opentelemetry-instrumentation	`0.54b1`	indirect
PyPI	opentelemetry-instrumentation-threading	`0.54b1`	indirect
PyPI	opentelemetry-proto	`1.33.1`	indirect
PyPI	opentelemetry-sdk	`1.33.1`	indirect
PyPI	opentelemetry-semantic-conventions	`0.54b1`	indirect
PyPI	packaging	`24.2`	indirect
PyPI	paginate	`0.5.7`	indirect
PyPI	pandas	`—`	indirect
PyPI	pandas	`2.2.3`	indirect
PyPI	pathspec	`0.12.1`	indirect
PyPI	pgvector	`0.4.1`	indirect
PyPI	pillow	`12.2.0`	indirect
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PyPI	pinecone-plugin-interface	`0.0.7`	indirect
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PyPI	playwright	`1.52.0`	indirect
PyPI	pluggy	`1.5.0`	indirect
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PyPI	pre-commit	`4.6.0`	indirect
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PyPI	propcache	`0.3.0`	indirect
PyPI	properdocs	`1.6.7`	indirect
PyPI	protobuf	`5.29.6`	indirect
PyPI	psycopg2-binary	`2.9.10`	indirect
PyPI	pusher	`3.3.3`	indirect
PyPI	py-partiql-parser	`0.6.1`	indirect
PyPI	pyasn1	`0.6.3`	indirect
PyPI	pyasn1-modules	`0.4.1`	indirect
PyPI	pycparser	`2.22`	indirect
PyPI	pydantic-core	`2.33.2`	indirect
PyPI	pyee	`13.0.0`	indirect
PyPI	pygments	`2.20.0`	indirect
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PyPI	pytest	`9.0.3`	indirect
PyPI	pytest-clarity	`1.0.1`	indirect
PyPI	pytest-cov	`7.1.0`	indirect
PyPI	pytest-env	`1.6.0`	indirect
PyPI	pytest-mock	`3.15.1`	indirect
PyPI	pytest-xdist	`3.8.0`	indirect
PyPI	python-dateutil	`2.9.0.post0`	indirect
PyPI	python-dotenv	`1.2.2`	indirect
PyPI	pytz	`2025.1`	indirect
PyPI	pywin32	`309`	indirect
PyPI	pywin32-ctypes	`0.2.3`	indirect
PyPI	pyyaml-env-tag	`0.1`	indirect
PyPI	qdrant-client	`1.14.2`	indirect
PyPI	readme-renderer	`44.0`	indirect
PyPI	redis	`6.2.0`	indirect
PyPI	regex	`2024.11.6`	indirect
PyPI	requests-toolbelt	`1.0.0`	indirect
PyPI	responses	`0.25.7`	indirect
PyPI	rfc3986	`2.0.0`	indirect
PyPI	ruamel-yaml	`0.18.10`	indirect
PyPI	ruamel-yaml-clib	`0.2.12`	indirect
PyPI	ruff	`0.15.15`	indirect
PyPI	s3transfer	`0.12.0`	indirect
PyPI	safetensors	`0.5.3`	indirect
PyPI	secretstorage	`3.3.3`	indirect
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PyPI	sentinels	`1.0.0`	indirect
PyPI	setuptools	`78.1.1`	indirect
PyPI	six	`1.17.0`	indirect
PyPI	sniffio	`1.3.1`	indirect
PyPI	snowflake	`1.5.0`	indirect
PyPI	snowflake-connector-python	`4.4.0`	indirect
PyPI	snowflake-core	`1.5.0`	indirect
PyPI	snowflake-legacy	`1.0.0`	indirect
PyPI	snowflake-sqlalchemy	`1.9.0`	indirect
PyPI	socksio	`1.0.0`	indirect
PyPI	sortedcontainers	`2.4.0`	indirect
PyPI	soupsieve	`2.6`	indirect
PyPI	sqlalchemy	`2.0.41`	indirect
PyPI	stringcase	`—`	indirect
PyPI	sympy	`1.14.0`	indirect
PyPI	tavily-python	`0.7.2`	indirect
PyPI	tld	`0.13`	indirect
PyPI	tokenizers	`0.21.1`	indirect
PyPI	toml	`0.10.2`	indirect
PyPI	tomli	`2.2.1`	indirect
PyPI	tomli	`2.4.1`	indirect
PyPI	tomlkit	`0.13.2`	indirect
PyPI	torch	`—`	indirect
PyPI	torch	`2.12.0`	indirect
PyPI	tqdm	`4.67.1`	indirect
PyPI	trafilatura	`2.0.0`	indirect
PyPI	transformers	`4.53.0`	indirect
PyPI	triton	`3.7.0`	indirect
PyPI	twine	`6.2.0`	indirect
PyPI	types-awscrt	`0.24.1`	indirect
PyPI	types-requests	`2.32.0.20250306`	indirect
PyPI	types-s3transfer	`0.11.4`	indirect
PyPI	typing-extensions	`4.15.0`	indirect
PyPI	typing-inspection	`0.4.0`	indirect
PyPI	typos	`1.47.0`	indirect
PyPI	tzdata	`2025.1`	indirect
PyPI	tzlocal	`5.3.1`	indirect
PyPI	uuid6	`2024.7.10`	indirect
PyPI	virtualenv	`20.36.1`	indirect
PyPI	voyageai	`0.3.2`	indirect
PyPI	watchdog	`6.0.0`	indirect
PyPI	wcwidth	`0.2.13`	indirect
PyPI	websockets	`15.0.1`	indirect
PyPI	werkzeug	`3.1.6`	indirect
PyPI	xmltodict	`0.14.2`	indirect
PyPI	yarl	`1.18.3`	indirect
PyPI	zipp	`3.21.0`	indirect
Dependency advisories 0
Installing pypi:griptape@1.11.0 pulls in 39 packages, direct and transitive: 0 carry known advisories, of which 0 are direct dependencies.
No known advisories affect the assessed dependencies.
An advisory means the version recorded in the dependency graph falls inside an advisory’s affected range. Reachability is not analysed, and the graph includes development and test pins — a finding may concern tooling rather than shipped software.
Raw JSON report machine-readable
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          "body": "Bumps [actions/checkout](https://github.com/actions/checkout) from 6 to 7.\n- [Release notes](https://github.com/actions/checkout/releases)\n- [Changelog](https://github.com/actions/checkout/blob/main/CHANGELOG.md)\n- [Commits](https://github.com/actions/checkout/compare/v6...v7)\n\n---\nupdated-dependenc\n[…]\nirect:production\n  update-type: version-update:semver-major\n...\n\nSigned-off-by: dependabot[bot] <support@github.com>\nCo-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>",
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          "body": "… ddgs (#2201)\n\nThe `duckduckgo_search` package was renamed to `ddgs`; the old name is now\nan empty stub that emits a deprecation warning and returns no results, so\n`DuckDuckGoWebSearchDriver.search()` silently yielded zero results.\n\nPoint the import and the `drivers-web-search-duckduckgo` extra (an\n[…]\n Updated the test mock targets and docs accordingly.\n\nCloses #2198\n\nCo-authored-by: griptapeops[bot] <griptapeops[bot]@users.noreply.github.com>\nCo-authored-by: Claude Opus 4.8 <noreply@anthropic.com>",
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          "headline": "fix(drivers-web-search-duckduckgo): migrate from duckduckgo_search to…",
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          "body": "…m (#2200)\n\nThe Exa API removed support for the `use_autoprompt` request parameter\nand now returns `Invalid option: 'use_autoprompt'`, making\nExaWebSearchDriver non-functional. Drop the parameter from the\nsearch_and_contents call. The `use_autoprompt` field is retained for\nbackwards compatibility but now emits a DeprecationWarning when set and\nis no longer forwarded to the API.\n\nCloses #2199\n\nCo-authored-by: griptapeops[bot] <griptapeops[bot]@users.noreply.github.com>",
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          "headline": "fix(drivers-web-search-exa): stop sending removed use_autoprompt para…",
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          "body": "… 4 updates (#2191)\n\nBumps the development-dependencies group with 4 updates in the / directory: [ruff](https://github.com/astral-sh/ruff), [pyright](https://github.com/RobertCraigie/pyright-python), [typos](https://github.com/crate-ci/typos) and [mdformat-frontmatter](https://github.com/butler54/md\n[…]\ne:semver-minor\n  dependency-group: development-dependencies\n...\n\nSigned-off-by: dependabot[bot] <support@github.com>\nCo-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>",
          "is_bot": true,
          "headline": "deps: bump the development-dependencies group across 1 directory with…",
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          "headline": "chore: bump v1.10.2 (#2188)",
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          "author_login": "collindutter",
          "committed_at": "2026-05-28T01:04:21Z",
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          "headline": "fix(anthropic): accept ImageUrlArtifact in tool results (#2187)",
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          "author_login": "collindutter",
          "committed_at": "2026-05-28T00:48:12Z",
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          "body": "Bumps the development-dependencies group with 4 updates: [torch](https://github.com/pytorch/pytorch), [ruff](https://github.com/astral-sh/ruff), [typos](https://github.com/crate-ci/typos) and [pymdown-extensions](https://github.com/facelessuser/pymdown-extensions).\n\n\nUpdates `torch` from 2.11.0 to 2\n[…]\ne:semver-patch\n  dependency-group: development-dependencies\n...\n\nSigned-off-by: dependabot[bot] <support@github.com>\nCo-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>",
          "is_bot": true,
          "headline": "deps: bump the development-dependencies group with 4 updates (#2180)",
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          "committed_at": "2026-05-19T16:57:27Z",
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          "body": "… 4 updates (#2162)\n\n* deps: bump the development-dependencies group across 1 directory with 4 updates\n\nBumps the development-dependencies group with 4 updates in the / directory: [ruff](https://github.com/astral-sh/ruff), [pyright](https://github.com/RobertCraigie/pyright-python), [pre-commit](http\n[…]\ny: dependabot[bot] <support@github.com>\nCo-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>\nCo-authored-by: griptapeops[bot] <griptapeops[bot]@users.noreply.github.com>",
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          "headline": "deps: bump the development-dependencies group across 1 directory with…",
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          "body": "Bumps [lxml](https://github.com/lxml/lxml) from 5.3.1 to 6.1.0.\n- [Release notes](https://github.com/lxml/lxml/releases)\n- [Changelog](https://github.com/lxml/lxml/blob/master/CHANGES.txt)\n- [Commits](https://github.com/lxml/lxml/compare/lxml-5.3.1...lxml-6.1.0)\n\n---\nupdated-dependencies:\n- dependen\n[…]\nxml\n  dependency-version: 6.1.0\n  dependency-type: indirect\n...\n\nSigned-off-by: dependabot[bot] <support@github.com>\nCo-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>",
          "is_bot": true,
          "headline": "deps: bump lxml from 5.3.1 to 6.1.0 (#2175)",
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          "body": "Bumps [urllib3](https://github.com/urllib3/urllib3) from 2.5.0 to 2.7.0.\n- [Release notes](https://github.com/urllib3/urllib3/releases)\n- [Changelog](https://github.com/urllib3/urllib3/blob/main/CHANGES.rst)\n- [Commits](https://github.com/urllib3/urllib3/compare/2.5.0...2.7.0)\n\n---\nupdated-dependenc\n[…]\nendency-version: 2.7.0\n  dependency-type: direct:production\n...\n\nSigned-off-by: dependabot[bot] <support@github.com>\nCo-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>",
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          "headline": "deps: bump urllib3 from 2.5.0 to 2.7.0 (#2174)",
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          "body": "Bumps [pip](https://github.com/pypa/pip) from 26.0 to 26.1.\n- [Changelog](https://github.com/pypa/pip/blob/main/NEWS.rst)\n- [Commits](https://github.com/pypa/pip/compare/26.0...26.1)\n\n---\nupdated-dependencies:\n- dependency-name: pip\n  dependency-version: '26.1'\n  dependency-type: direct:production\n...\n\nSigned-off-by: dependabot[bot] <support@github.com>\nCo-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>",
          "is_bot": true,
          "headline": "deps: bump pip from 26.0 to 26.1 (#2176)",
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          "body": "tiktoken 0.11 ships no cp314 wheel, so installing griptape[all] on\nPython 3.14 falls back to an sdist build that requires Rust. tiktoken\n0.12 adds cp314_win_amd64 wheels.\n\nCo-authored-by: griptapeops[bot] <griptapeops[bot]@users.noreply.github.com>",
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          "headline": "deps: bump tiktoken floor to 0.12 (#2172)",
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          "headline": "chore: bump v1.10.1 (#2168)",
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          "body": "…-7 (#2163)\n\n* fix: omit sampling params for models that deprecate them (claude-opus-4-7)\n\nCo-Authored-By: Claude Sonnet 4.6 <noreply@anthropic.com>\n\n* refactor(anthropic): gate sampling params via supports_* properties\n\nMirrors the OpenAI driver convention by exposing supports_temperature, supports\n[…]\nuality check. Uses startswith(\"claude-opus-4-7\") so dated variants are covered.\n\n---------\n\nCo-authored-by: Claude Sonnet 4.6 <noreply@anthropic.com>\nCo-authored-by: Collin Dutter <collin@griptape.ai>",
          "is_bot": false,
          "headline": "fix(drivers-prompt-anthropic): omit sampling params for claude-opus-4…",
          "author_name": "Ian Massingham",
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          "body": "- Mock trafilatura.fetch_url in tests/unit/tools/test_web_scraper.py so the\n  unit test no longer makes a real HTTP request to github.com, mirroring the\n  pattern already used in tests/unit/loaders/test_web_loader.py.\n- Register image/webp in griptape/utils/file_utils.py so mimetypes.guess_type\n  resolves .webp consistently on platforms (notably Windows) where it is not\n  registered by default.",
          "is_bot": false,
          "headline": "fix(tests): stop hitting network and register .webp mime type (#2166)",
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          "author_login": "collindutter",
          "committed_at": "2026-05-06T19:45:39Z",
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          "body": "* feat(drivers-prompt-google): migrate GooglePromptDriver to google-genai SDK\n\nRewrites GooglePromptDriver against the new unified `google-genai` SDK (`from\ngoogle import genai`). The client is now `genai.Client(api_key=...)`, calls go\nthrough `client.models.generate_content` and `generate_content_s\n[…]\niver's client.\n\nCo-Authored-By: Claude Opus 4.7 <noreply@anthropic.com>\n\n---------\n\nCo-authored-by: cjkindel <cjkindel@users.noreply.github.com>\nCo-authored-by: Claude Opus 4.7 <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "refactor(google): migrate all Google drivers to google-genai SDK (#2155)",
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          "body": "Bumps the development-dependencies group with 2 updates: [ruff](https://github.com/astral-sh/ruff) and [mkdocs-section-index](https://github.com/oprypin/mkdocs-section-index).\n\n\nUpdates `ruff` from 0.15.10 to 0.15.11\n- [Release notes](https://github.com/astral-sh/ruff/releases)\n- [Changelog](https:/\n[…]\ne:semver-patch\n  dependency-group: development-dependencies\n...\n\nSigned-off-by: dependabot[bot] <support@github.com>\nCo-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>",
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          "headline": "deps: bump the development-dependencies group with 2 updates (#2159)",
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          "oid": "c176edd22d61b3d940a2c33e3d5efaf9a2dc5e61",
          "body": "* fix: pass GH_RELEASE_PAT via token input in release workflow\n\nCo-Authored-By: Claude Opus 4.7 <noreply@anthropic.com>\n\n* feat: allow manual dispatch of stable release workflow\n\nCo-Authored-By: Claude Opus 4.7 <noreply@anthropic.com>\n\n* feat: allow manual dispatch of publish workflow\n\nCo-Authored-By: Claude Opus 4.7 <noreply@anthropic.com>\n\n---------\n\nCo-authored-by: Claude Opus 4.7 <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "fix: pass GH_RELEASE_PAT via token input in release workflow (#2158)",
          "author_name": "Collin Dutter",
          "author_login": "collindutter",
          "committed_at": "2026-04-20T19:55:49Z",
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        },
        {
          "oid": "b1205238604272eac24e3c65a58daf600516fdf7",
          "body": null,
          "is_bot": false,
          "headline": "chore: bump v1.10.0 (#2157)",
          "author_name": "Collin Dutter",
          "author_login": "collindutter",
          "committed_at": "2026-04-20T19:00:07Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "8d01156b530272b7ef0a0c6bcd24385feb123362",
          "body": "Bumps [pypdf](https://github.com/py-pdf/pypdf) from 6.10.0 to 6.10.2.\n- [Release notes](https://github.com/py-pdf/pypdf/releases)\n- [Changelog](https://github.com/py-pdf/pypdf/blob/main/CHANGELOG.md)\n- [Commits](https://github.com/py-pdf/pypdf/compare/6.10.0...6.10.2)\n\n---\nupdated-dependencies:\n- de\n[…]\nndency-version: 6.10.2\n  dependency-type: direct:production\n...\n\nSigned-off-by: dependabot[bot] <support@github.com>\nCo-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>",
          "is_bot": true,
          "headline": "deps: bump pypdf from 6.10.0 to 6.10.2 (#2156)",
          "author_name": "dependabot[bot]",
          "author_login": "dependabot[bot]",
          "committed_at": "2026-04-17T22:49:44Z",
          "body_truncated": true,
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        },
        {
          "oid": "867e3efc38c512a7eccc8570de7e9594bc048d4f",
          "body": "* fix(tasks): remove `values` envelope from LLM-facing tool schema\n\nThe `@activity` decorator unpacks `params[\"values\"]` into kwargs, so the\ntool schema wrapped the activity schema in `{\"values\": ...}`. LLMs\noccasionally re-wrapped their arguments to match, producing double-wrapped\ninputs like `{\"va\n[…]\nOpus 4.7 <noreply@anthropic.com>\n\n* style: apply ruff lint and format fixes\n\nCo-Authored-By: Claude Opus 4.7 <noreply@anthropic.com>\n\n---------\n\nCo-authored-by: Claude Opus 4.7 <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "fix(tasks): remove `values` envelope from LLM-facing tool schema (#2154)",
          "author_name": "Collin Dutter",
          "author_login": "collindutter",
          "committed_at": "2026-04-17T19:17:03Z",
          "body_truncated": true,
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        {
          "oid": "24ecf85982c3b445ff5ae8482caec77a07e3cc09",
          "body": "…153)\n\nMCP servers commonly expose tools with hyphens (e.g. `get-sum` on\n`@modelcontextprotocol/server-everything`), which fail Griptape's\nactivity-name regex when a prompt driver serializes the tool schema.\nReplace any non `[a-zA-Z0-9_]` character with `_` when registering the\nactivity, while preserving the original name for the MCP call itself.",
          "is_bot": false,
          "headline": "fix(tools-mcp): sanitize MCP tool names into valid activity names (#2…",
          "author_name": "Collin Dutter",
          "author_login": "collindutter",
          "committed_at": "2026-04-16T20:13:25Z",
          "body_truncated": false,
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        {
          "oid": "70000dd9cc316e2581635ffc7b982f50ac3d9dc3",
          "body": "…$id` (#2151)\n\nCo-authored-by: Claude Opus 4.7 <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "fix(drivers-prompt-openai): pass valid URI-reference as tool schema `…",
          "author_name": "Collin Dutter",
          "author_login": "collindutter",
          "committed_at": "2026-04-16T19:05:51Z",
          "body_truncated": false,
          "is_coding_agent": true
        },
        {
          "oid": "7b2dc4d7e124aef6308e9fbf79db8c567269a294",
          "body": "Bumps [pypdf](https://github.com/py-pdf/pypdf) from 6.9.2 to 6.10.0.\n- [Release notes](https://github.com/py-pdf/pypdf/releases)\n- [Changelog](https://github.com/py-pdf/pypdf/blob/main/CHANGELOG.md)\n- [Commits](https://github.com/py-pdf/pypdf/compare/6.9.2...6.10.0)\n\n---\nupdated-dependencies:\n- depe\n[…]\nndency-version: 6.10.0\n  dependency-type: direct:production\n...\n\nSigned-off-by: dependabot[bot] <support@github.com>\nCo-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>",
          "is_bot": true,
          "headline": "deps: bump pypdf from 6.9.2 to 6.10.0 (#2145)",
          "author_name": "dependabot[bot]",
          "author_login": "dependabot[bot]",
          "committed_at": "2026-04-13T20:17:34Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "2eaf4645c767973d31495691dc724230d58571c6",
          "body": "Bumps [cryptography](https://github.com/pyca/cryptography) from 46.0.6 to 46.0.7.\n- [Changelog](https://github.com/pyca/cryptography/blob/main/CHANGELOG.rst)\n- [Commits](https://github.com/pyca/cryptography/compare/46.0.6...46.0.7)\n\n---\nupdated-dependencies:\n- dependency-name: cryptography\n  dependency-version: 46.0.7\n  dependency-type: indirect\n...\n\nSigned-off-by: dependabot[bot] <support@github.com>\nCo-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>",
          "is_bot": true,
          "headline": "deps: bump cryptography from 46.0.6 to 46.0.7 (#2146)",
          "author_name": "dependabot[bot]",
          "author_login": "dependabot[bot]",
          "committed_at": "2026-04-13T20:17:22Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "04ef28302a98ff4e33909d4586ea22acf1f1a400",
          "body": "Bumps [pillow](https://github.com/python-pillow/Pillow) from 12.1.1 to 12.2.0.\n- [Release notes](https://github.com/python-pillow/Pillow/releases)\n- [Changelog](https://github.com/python-pillow/Pillow/blob/main/CHANGES.rst)\n- [Commits](https://github.com/python-pillow/Pillow/compare/12.1.1...12.2.0)\n[…]\nndency-version: 12.2.0\n  dependency-type: direct:production\n...\n\nSigned-off-by: dependabot[bot] <support@github.com>\nCo-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>",
          "is_bot": true,
          "headline": "deps: bump pillow from 12.1.1 to 12.2.0 (#2144)",
          "author_name": "dependabot[bot]",
          "author_login": "dependabot[bot]",
          "committed_at": "2026-04-13T20:02:48Z",
          "body_truncated": true,
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        },
        {
          "oid": "9123322969bc65cf39af28185e0a92f7c72cd806",
          "body": "…ests (re-opened) (#2140)\n\nsecurity: harden CommandRunner against shell injection and add unit tests",
          "is_bot": false,
          "headline": "security: harden CommandRunner against shell injection and add unit t…",
          "author_name": "Rin",
          "author_login": "RinZ27",
          "committed_at": "2026-04-13T19:27:31Z",
          "body_truncated": false,
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        },
        {
          "oid": "5645f09e2b9bf0e0cac4cd428c0137f38d69fcff",
          "body": "Bumps the development-dependencies group with 3 updates: [pytest](https://github.com/pytest-dev/pytest), [ruff](https://github.com/astral-sh/ruff) and [typos](https://github.com/crate-ci/typos).\n\n\nUpdates `pytest` from 9.0.2 to 9.0.3\n- [Release notes](https://github.com/pytest-dev/pytest/releases)\n-\n[…]\ne:semver-patch\n  dependency-group: development-dependencies\n...\n\nSigned-off-by: dependabot[bot] <support@github.com>\nCo-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>",
          "is_bot": true,
          "headline": "deps: bump the development-dependencies group with 3 updates (#2142)",
          "author_name": "dependabot[bot]",
          "author_login": "dependabot[bot]",
          "committed_at": "2026-04-13T19:24:53Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "a67816c6f5a9afab60336b75534a7403b9e834d7",
          "body": "Bumps [softprops/action-gh-release](https://github.com/softprops/action-gh-release) from 2 to 3.\n- [Release notes](https://github.com/softprops/action-gh-release/releases)\n- [Changelog](https://github.com/softprops/action-gh-release/blob/master/CHANGELOG.md)\n- [Commits](https://github.com/softprops/\n[…]\nirect:production\n  update-type: version-update:semver-major\n...\n\nSigned-off-by: dependabot[bot] <support@github.com>\nCo-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>",
          "is_bot": true,
          "headline": "chore(deps): bump softprops/action-gh-release from 2 to 3 (#2141)",
          "author_name": "dependabot[bot]",
          "author_login": "dependabot[bot]",
          "committed_at": "2026-04-13T19:20:13Z",
          "body_truncated": true,
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        {
          "oid": "8090cfc8b6c41c81f024eebc9f5b88bf86a3e034",
          "body": "… 22 updates (#2138)\n\n* deps: bump the development-dependencies group across 1 directory with 22 updates\n\nBumps the development-dependencies group with 19 updates in the / directory:\n\n| Package | From | To |\n| --- | --- | --- |\n| [pytest](https://github.com/pytest-dev/pytest) | `8.3.5` | `9.0.2` |\n|\n[…]\nthub.com>\nCo-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>\nCo-authored-by: Collin Dutter <collin@griptape.ai>\nCo-authored-by: Claude Opus 4.6 <noreply@anthropic.com>",
          "is_bot": true,
          "headline": "deps: bump the development-dependencies group across 1 directory with…",
          "author_name": "dependabot[bot]",
          "author_login": "dependabot[bot]",
          "committed_at": "2026-04-07T16:04:44Z",
          "body_truncated": true,
          "is_coding_agent": true
        },
        {
          "oid": "65ce09a9b6e52ea40fc5d0af2b3a2484fcdf8d6e",
          "body": "Bumps [pillow](https://github.com/python-pillow/Pillow) from 11.3.0 to 12.1.1.\n- [Release notes](https://github.com/python-pillow/Pillow/releases)\n- [Changelog](https://github.com/python-pillow/Pillow/blob/main/CHANGES.rst)\n- [Commits](https://github.com/python-pillow/Pillow/compare/11.3.0...12.1.1)\n[…]\nndency-version: 12.1.1\n  dependency-type: direct:production\n...\n\nSigned-off-by: dependabot[bot] <support@github.com>\nCo-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>",
          "is_bot": true,
          "headline": "deps: bump pillow from 11.3.0 to 12.1.1 (#2134)",
          "author_name": "dependabot[bot]",
          "author_login": "dependabot[bot]",
          "committed_at": "2026-04-06T23:34:09Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "8792147559261d46824a73eee8189054a4b68986",
          "body": "---\nupdated-dependencies:\n- dependency-name: aiohttp\n  dependency-version: 3.13.4\n  dependency-type: indirect\n...\n\nSigned-off-by: dependabot[bot] <support@github.com>\nCo-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>",
          "is_bot": true,
          "headline": "deps: bump aiohttp from 3.11.13 to 3.13.4 (#2135)",
          "author_name": "dependabot[bot]",
          "author_login": "dependabot[bot]",
          "committed_at": "2026-04-06T23:33:53Z",
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        {
          "oid": "f231230129d62cfc29eb0d7e703e55bd620019c5",
          "body": "…(#2133)\n\nCo-authored-by: Claude Opus 4.6 <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "fix: pin pymdown-extensions>=10.17 for pygments 2.20.0 compatibility …",
          "author_name": "Collin Dutter",
          "author_login": "collindutter",
          "committed_at": "2026-04-06T23:23:55Z",
          "body_truncated": false,
          "is_coding_agent": true
        },
        {
          "oid": "4b3e2fe35683bf0b0a33d1ffdf147b733ef997b7",
          "body": "* chore: drop Python 3.9, set minimum to Python 3.10\n\nCo-Authored-By: Claude Opus 4.6 <noreply@anthropic.com>\n\n* ci: update workflows from Python 3.9 to 3.10\n\nCo-Authored-By: Claude Opus 4.6 <noreply@anthropic.com>\n\n* fix: handle types.UnionType in schema union detection\n\nCo-Authored-By: Claude Opus\n[…]\nh invocation now creates\nits own copy of the captured context under a lock.\n\nCo-Authored-By: Claude Opus 4.6 <noreply@anthropic.com>\n\n---------\n\nCo-authored-by: Claude Opus 4.6 <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "chore: drop Python 3.9 support, set minimum to Python 3.10 (#2129)",
          "author_name": "Collin Dutter",
          "author_login": "collindutter",
          "committed_at": "2026-04-06T23:17:44Z",
          "body_truncated": true,
          "is_coding_agent": true
        },
        {
          "oid": "bd4f1c53c89424dc13a803db042eb48ce185f57f",
          "body": "Bumps [redis](https://github.com/redis/redis-py) from 5.2.1 to 6.2.0.\n- [Release notes](https://github.com/redis/redis-py/releases)\n- [Changelog](https://github.com/redis/redis-py/blob/master/CHANGES)\n- [Commits](https://github.com/redis/redis-py/compare/v5.2.1...v6.2.0)\n\n---\nupdated-dependencies:\n-\n[…]\nirect:production\n  update-type: version-update:semver-major\n...\n\nSigned-off-by: dependabot[bot] <support@github.com>\nCo-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>",
          "is_bot": true,
          "headline": "deps: bump redis from 5.2.1 to 6.2.0 (#1978)",
          "author_name": "dependabot[bot]",
          "author_login": "dependabot[bot]",
          "committed_at": "2026-04-03T20:59:55Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "76605ba8442251818d1cec99125d61e7112238ce",
          "body": "Co-authored-by: Claude Opus 4.6 <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "deps: bump requests from 2.32.4 to 2.33.1 (#2127)",
          "author_name": "Collin Dutter",
          "author_login": "collindutter",
          "committed_at": "2026-04-03T19:44:10Z",
          "body_truncated": false,
          "is_coding_agent": true
        },
        {
          "oid": "ae04f31f2d763997fa0fa172018b65bec5dfc5c8",
          "body": "---\nupdated-dependencies:\n- dependency-name: aiohttp\n  dependency-version: 3.13.4\n  dependency-type: indirect\n...\n\nSigned-off-by: dependabot[bot] <support@github.com>\nCo-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>",
          "is_bot": true,
          "headline": "deps: bump aiohttp from 3.11.13 to 3.13.4 (#2101)",
          "author_name": "dependabot[bot]",
          "author_login": "dependabot[bot]",
          "committed_at": "2026-04-03T18:11:04Z",
          "body_truncated": false,
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        {
          "oid": "f7d8bc4f6d9fcac8f40d051e4a0f9ad9951898bb",
          "body": "Co-authored-by: Claude Opus 4.6 <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "deps: bump urllib3 from 2.5.0 to 2.6.3 (#2126)",
          "author_name": "Collin Dutter",
          "author_login": "collindutter",
          "committed_at": "2026-04-03T18:08:59Z",
          "body_truncated": false,
          "is_coding_agent": true
        },
        {
          "oid": "3c23388c686195255ad820fe059489aca1d7fa60",
          "body": "Bumps [pip](https://github.com/pypa/pip) from 25.1.1 to 26.0.\n- [Changelog](https://github.com/pypa/pip/blob/main/NEWS.rst)\n- [Commits](https://github.com/pypa/pip/compare/25.1.1...26.0)\n\n---\nupdated-dependencies:\n- dependency-name: pip\n  dependency-version: '26.0'\n  dependency-type: direct:production\n...\n\nSigned-off-by: dependabot[bot] <support@github.com>\nCo-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>",
          "is_bot": true,
          "headline": "deps: bump pip from 25.1.1 to 26.0 (#2122)",
          "author_name": "dependabot[bot]",
          "author_login": "dependabot[bot]",
          "committed_at": "2026-04-03T17:42:07Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "02804488b4e3d16d1a3c2724b7ee75dd5f3e49fa",
          "body": "Bumps [pygments](https://github.com/pygments/pygments) from 2.19.1 to 2.20.0.\n- [Release notes](https://github.com/pygments/pygments/releases)\n- [Changelog](https://github.com/pygments/pygments/blob/master/CHANGES)\n- [Commits](https://github.com/pygments/pygments/compare/2.19.1...2.20.0)\n\n---\nupdate\n[…]\nts\n  dependency-version: 2.20.0\n  dependency-type: indirect\n...\n\nSigned-off-by: dependabot[bot] <support@github.com>\nCo-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>",
          "is_bot": true,
          "headline": "deps: bump pygments from 2.19.1 to 2.20.0 (#2124)",
          "author_name": "dependabot[bot]",
          "author_login": "dependabot[bot]",
          "committed_at": "2026-04-03T17:40:33Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "94dc852619ce563c48aa0c16651c71bcff0886ca",
          "body": "Bumps [pynacl](https://github.com/pyca/pynacl) from 1.5.0 to 1.6.2.\n- [Changelog](https://github.com/pyca/pynacl/blob/main/CHANGELOG.rst)\n- [Commits](https://github.com/pyca/pynacl/compare/1.5.0...1.6.2)\n\n---\nupdated-dependencies:\n- dependency-name: pynacl\n  dependency-version: 1.6.2\n  dependency-type: indirect\n...\n\nSigned-off-by: dependabot[bot] <support@github.com>\nCo-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>",
          "is_bot": true,
          "headline": "deps: bump pynacl from 1.5.0 to 1.6.2 (#2107)",
          "author_name": "dependabot[bot]",
          "author_login": "dependabot[bot]",
          "committed_at": "2026-04-03T17:40:07Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "42b4bdfc595c285bf9721b07fa118b499202ca47",
          "body": "Bumps [werkzeug](https://github.com/pallets/werkzeug) from 3.1.3 to 3.1.6.\n- [Release notes](https://github.com/pallets/werkzeug/releases)\n- [Changelog](https://github.com/pallets/werkzeug/blob/main/CHANGES.rst)\n- [Commits](https://github.com/pallets/werkzeug/compare/3.1.3...3.1.6)\n\n---\nupdated-depe\n[…]\neug\n  dependency-version: 3.1.6\n  dependency-type: indirect\n...\n\nSigned-off-by: dependabot[bot] <support@github.com>\nCo-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>",
          "is_bot": true,
          "headline": "deps: bump werkzeug from 3.1.3 to 3.1.6 (#2121)",
          "author_name": "dependabot[bot]",
          "author_login": "dependabot[bot]",
          "committed_at": "2026-04-03T17:39:55Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "39586ec9a586ca7cc9894b5b7037e6f33ddcdfd8",
          "body": "Bumps [marshmallow](https://github.com/marshmallow-code/marshmallow) from 3.26.1 to 3.26.2.\n- [Changelog](https://github.com/marshmallow-code/marshmallow/blob/dev/CHANGELOG.rst)\n- [Commits](https://github.com/marshmallow-code/marshmallow/compare/3.26.1...3.26.2)\n\n---\nupdated-dependencies:\n- dependen\n[…]\nndency-version: 3.26.2\n  dependency-type: direct:production\n...\n\nSigned-off-by: dependabot[bot] <support@github.com>\nCo-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>",
          "is_bot": true,
          "headline": "deps: bump marshmallow from 3.26.1 to 3.26.2 (#2123)",
          "author_name": "dependabot[bot]",
          "author_login": "dependabot[bot]",
          "committed_at": "2026-04-03T17:39:47Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "ec749b982c702f7901b1062fb836447661fdb8b0",
          "body": "…missions (#2113)\n\nCo-authored-by: Copilot Autofix powered by AI <62310815+github-advanced-security[bot]@users.noreply.github.com>",
          "is_bot": false,
          "headline": "fix: resolve code scanning alert no. 8: Workflow does not contain per…",
          "author_name": "Collin Dutter",
          "author_login": "collindutter",
          "committed_at": "2026-04-03T17:28:54Z",
          "body_truncated": false,
          "is_coding_agent": true
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          "is_bot": true,
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          "is_bot": false,
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                "key": "editorconfig",
                "name": ".editorconfig",
                "detail": null,
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 6.4
              },
              {
                "key": "openssf_scorecard_ci_tests",
                "name": "OpenSSF Scorecard: CI-Tests",
                "detail": "30 out of 30 merged PRs checked by a CI test -- score normalized to 10",
                "points": 20,
                "status": "met",
                "details": [],
                "max_points": 20
              }
            ]
          },
          {
            "key": "documentation",
            "band": "excellent",
            "name": "Documentation",
            "note": null,
            "notes": [],
            "value": 90,
            "inputs": {
              "topics": [
                "gpt",
                "llm",
                "openai",
                "ai",
                "python",
                "huggingface",
                "anthropic",
                "claude"
              ],
              "has_wiki": false,
              "homepage": "https://www.griptape.ai",
              "has_readme": true,
              "has_docs_dir": true,
              "has_description": true
            },
            "components": [
              {
                "key": "readme",
                "name": "README",
                "detail": null,
                "points": 30,
                "status": "met",
                "details": [],
                "max_points": 30
              },
              {
                "key": "documentation_directory",
                "name": "Documentation directory",
                "detail": null,
                "points": 25,
                "status": "met",
                "details": [],
                "max_points": 25
              },
              {
                "key": "documentation_homepage_site",
                "name": "Documentation / homepage site",
                "detail": "https://www.griptape.ai",
                "points": 15,
                "status": "met",
                "details": [],
                "max_points": 15
              },
              {
                "key": "repository_description",
                "name": "Repository description",
                "detail": null,
                "points": 10,
                "status": "met",
                "details": [],
                "max_points": 10
              },
              {
                "key": "topics",
                "name": "Topics",
                "detail": "8 topics",
                "points": 10,
                "status": "met",
                "details": [
                  {
                    "code": "topics_count",
                    "params": {
                      "count": 8
                    }
                  }
                ],
                "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": "good",
        "name": "Security",
        "value": 70,
        "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": 62,
            "inputs": {
              "source": "openssf_scorecard",
              "checks_evaluated": 16,
              "scorecard_version": "v5.5.0",
              "checks_inconclusive": 2,
              "scorecard_aggregate": 6.2
            },
            "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": 6,
                "status": "partial",
                "details": [],
                "max_points": 7.5
              },
              {
                "key": "ci_tests",
                "name": "CI-Tests",
                "detail": "30 out of 30 merged PRs checked by a CI test -- score normalized to 10",
                "points": 2.5,
                "status": "met",
                "details": [],
                "max_points": 2.5
              },
              {
                "key": "cii_best_practices",
                "name": "CII-Best-Practices",
                "detail": "no effort to earn an OpenSSF best practices badge detected",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 2.5
              },
              {
                "key": "code_review",
                "name": "Code-Review",
                "detail": "all changesets reviewed",
                "points": 7.5,
                "status": "met",
                "details": [],
                "max_points": 7.5
              },
              {
                "key": "contributors",
                "name": "Contributors",
                "detail": "project has 8 contributing companies or organizations",
                "points": 2.5,
                "status": "met",
                "details": [],
                "max_points": 2.5
              },
              {
                "key": "dangerous_workflow",
                "name": "Dangerous-Workflow",
                "detail": "no dangerous workflow patterns detected",
                "points": 10,
                "status": "met",
                "details": [],
                "max_points": 10
              },
              {
                "key": "dependency_update_tool",
                "name": "Dependency-Update-Tool",
                "detail": "update tool detected",
                "points": 7.5,
                "status": "met",
                "details": [],
                "max_points": 7.5
              },
              {
                "key": "fuzzing",
                "name": "Fuzzing",
                "detail": "project is 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": "28 commit(s) and 4 issue activity found in the last 90 days -- score normalized to 10",
                "points": 7.5,
                "status": "met",
                "details": [],
                "max_points": 7.5
              },
              {
                "key": "packaging",
                "name": "Packaging",
                "detail": "packaging workflow 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 8",
                "points": 4,
                "status": "partial",
                "details": [],
                "max_points": 5
              },
              {
                "key": "security_policy",
                "name": "Security-Policy",
                "detail": "security policy file not detected",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 5
              },
              {
                "key": "signed_releases",
                "name": "Signed-Releases",
                "detail": "no releases found",
                "points": 0,
                "status": "excluded",
                "details": [
                  {
                    "code": "no_data",
                    "params": {}
                  }
                ],
                "max_points": 7.5
              },
              {
                "key": "token_permissions",
                "name": "Token-Permissions",
                "detail": "detected GitHub workflow tokens with excessive permissions",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 7.5
              },
              {
                "key": "vulnerabilities",
                "name": "Vulnerabilities",
                "detail": "92 existing vulnerabilities detected",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 7.5
              }
            ]
          },
          {
            "key": "dependency_advisories",
            "band": "excellent",
            "name": "Dependency advisories",
            "note": "Excluded from scoring (no data or not applicable): No advisories left outstanding. Remaining weights renormalized. Matched the pypi:griptape@1.11.0 runtime dependency closure — what installing the published package pulls in — 39 packages. Reachability is not analyzed.",
            "notes": [
              {
                "code": "excluded_no_data",
                "params": {
                  "components": [
                    "no_advisories_left_outstanding"
                  ]
                }
              },
              {
                "code": "weights_renormalized",
                "params": {}
              },
              {
                "code": "advisories_scope_published",
                "params": {
                  "package": "pypi:griptape@1.11.0",
                  "assessed": 39
                }
              },
              {
                "code": "advisories_reachability",
                "params": {}
              }
            ],
            "value": 100,
            "inputs": {
              "source": "osv",
              "advisories": 0,
              "affected_packages": 0,
              "assessed_packages": 39,
              "unassessed_packages": 0,
              "affected_by_severity": "none",
              "direct_affected_packages": 0
            },
            "components": [
              {
                "key": "direct_dependencies_free_of_known_advisories",
                "name": "Direct dependencies free of known advisories",
                "detail": "no direct dependency carries a known advisory",
                "points": 35,
                "status": "met",
                "details": [
                  {
                    "code": "no_direct_advisories",
                    "params": {}
                  }
                ],
                "max_points": 35
              },
              {
                "key": "indirect_dependencies_free_of_known_advisories",
                "name": "Indirect dependencies free of known advisories",
                "detail": "no indirect dependency carries a known advisory",
                "points": 25,
                "status": "met",
                "details": [
                  {
                    "code": "no_indirect_advisories",
                    "params": {}
                  }
                ],
                "max_points": 25
              },
              {
                "key": "no_advisories_left_outstanding",
                "name": "No advisories left outstanding",
                "detail": "no advisory carries a publication date",
                "points": 0,
                "status": "excluded",
                "details": [
                  {
                    "code": "advisories_no_publication_date",
                    "params": {}
                  }
                ],
                "max_points": 40
              }
            ]
          },
          {
            "key": "malicious_dependencies",
            "band": "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": 39,
              "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": 15
            },
            "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": 67,
        "weight": 0,
        "metrics": [
          {
            "key": "ai_agent_context",
            "band": "excellent",
            "name": "Agent context & guidance",
            "note": null,
            "notes": [],
            "value": 85,
            "inputs": {
              "has_llms_txt": false,
              "legible_history_share": 1,
              "agent_instruction_files": [
                "docs/griptape-framework/structures/agents.md"
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              "agent_instruction_max_bytes": 1036
            },
            "components": [
              {
                "key": "agent_instructions",
                "name": "Agent instructions",
                "detail": "docs/griptape-framework/structures/agents.md",
                "points": 45,
                "status": "met",
                "details": [
                  {
                    "code": "file_list",
                    "params": {
                      "files": "docs/griptape-framework/structures/agents.md"
                    }
                  }
                ],
                "max_points": 45
              },
              {
                "key": "machine_readable_docs_llms_txt",
                "name": "Machine-readable docs (llms.txt)",
                "detail": null,
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 15
              },
              {
                "key": "legible_commit_history",
                "name": "Legible commit history",
                "detail": "49 of 49 human commits state their intent (structured subject or explanatory body)",
                "points": 40,
                "status": "met",
                "details": [
                  {
                    "code": "legible_history",
                    "params": {
                      "legible": 49,
                      "sampled": 49
                    }
                  }
                ],
                "max_points": 40
              }
            ]
          },
          {
            "key": "ai_verify_loop",
            "band": "moderate",
            "name": "Verify loop (build / test / typecheck)",
            "note": null,
            "notes": [],
            "value": 68,
            "inputs": {
              "has_nix": false,
              "has_tests": true,
              "lockfiles": [
                "uv.lock"
              ],
              "has_dockerfile": true,
              "typed_language": false,
              "bootstrap_files": [
                "Makefile"
              ],
              "has_devcontainer": false,
              "has_linter_config": false,
              "typecheck_configs": [],
              "agent_commit_share": 0.26,
              "toolchain_manifests": [],
              "dependency_bot_commit_share": 0.48
            },
            "components": [
              {
                "key": "one_command_bootstrap",
                "name": "One-command bootstrap",
                "detail": "Makefile",
                "points": 18,
                "status": "met",
                "details": [
                  {
                    "code": "file_list",
                    "params": {
                      "files": "Makefile"
                    }
                  }
                ],
                "max_points": 18
              },
              {
                "key": "automated_tests",
                "name": "Automated tests",
                "detail": null,
                "points": 22,
                "status": "met",
                "details": [],
                "max_points": 22
              },
              {
                "key": "lint_format_config",
                "name": "Lint / format config",
                "detail": null,
                "points": 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": "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": "26 of the last 100 commits agent-authored or agent-credited",
                "points": 10,
                "status": "met",
                "details": [
                  {
                    "code": "agent_authored_commits",
                    "params": {
                      "count": 26,
                      "sampled": 100
                    }
                  }
                ],
                "max_points": 10
              },
              {
                "key": "automated_maintenance",
                "name": "Automated maintenance",
                "detail": "48 of the last 100 commits are automated dependency updates",
                "points": 8,
                "status": "met",
                "details": [
                  {
                    "code": "dependency_bot_commits",
                    "params": {
                      "count": 48,
                      "sampled": 100
                    }
                  }
                ],
                "max_points": 8
              },
              {
                "key": "openssf_scorecard_pinned_dependencies",
                "name": "OpenSSF Scorecard: Pinned-Dependencies",
                "detail": "dependency not pinned by hash detected -- score normalized to 0",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 10
              }
            ]
          },
          {
            "key": "ai_code_legibility",
            "band": "moderate",
            "name": "Code legibility for models",
            "note": null,
            "notes": [],
            "value": 55,
            "inputs": {
              "primary_language": "Python",
              "largest_source_bytes": 1400087,
              "source_files_sampled": 1230,
              "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": "2/1230 source files over 60KB",
                "points": 54.9,
                "status": "partial",
                "details": [
                  {
                    "code": "oversized_source_files",
                    "params": {
                      "kb": 60,
                      "sampled": 1230,
                      "oversized": 2
                    }
                  }
                ],
                "max_points": 55
              }
            ]
          },
          {
            "key": "ai_interfaces",
            "band": "at_risk",
            "name": "Machine-readable interfaces",
            "note": null,
            "notes": [],
            "value": 40,
            "inputs": {
              "example_dirs": [
                "recipes"
              ],
              "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": "recipes",
                "points": 40,
                "status": "met",
                "details": [
                  {
                    "code": "file_list",
                    "params": {
                      "files": "recipes"
                    }
                  }
                ],
                "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"
  ],
  "report_type": "repository",
  "generated_at": "2026-07-25T16:16:57.499688Z",
  "schema_version": "0.27.0",
  "badge_url": "https://raw.githubusercontent.com/inspect-software/badges/main/v1/g/griptape-ai/griptape.svg",
  "full_name": "griptape-ai/griptape",
  "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.
Software health index

Score profile

Ownership

Package ecosystems

Metrics by category

Key facts

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