Software health reportschema 0.27.0 · metrics 1.14.0 · 2026-07-30 09:55 UTC
ScrapeGraphAI / Scrapegraph-ai

Python scraper based on AI
PythonMIT★ 28,790 stars⑂ 2,807 forkssince Jan 2024View on GitHub ↗
ScrapeGraphAI/Scrapegraph-ai holds a health index of 81 out of 100, placing it in the Good band. It scores highest on Community & Adoption (91/100) and lowest on AI Readiness (55/100). It was last updated 9 days ago. A single contributor accounts 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

ScrapeGraphAIOrganization
532 followers30 public repossince May 2024
This repository is backed by an organization — shared, accountable stewardship that can outlive any single maintainer.
Package ecosystems

Registry	Package	Version	Downloads / mo	Versions	Last publish	Tags
PyPI	scrapegraphai	2.1.6	-	475	9 days ago	ai artificial-intelligence gpt graph langchain llm machine-learning natural-language-processing nlp openai rag scrapegraph scrapegraphai scraping web-scraping web-scraping-library web-scraping-tool webscraping
Metrics by category

Vitality

Is the project alive — is code being written and are releases shipping?
89Excellent · 22% of overall
Development activity

82Good
How it's scored
28.8/36	Push recency — last push 9 days ago
25.6/36	Commit cadence — 37/52 weeks with commits
18/18	Commit volume — 134 commits in the last year
10/10	OpenSSF Scorecard: Maintained — 24 commit(s) and 3 issue activity found in the last 90 days -- score normalized to 10
Inputs used
commits_last_year	134
human_commit_share	0.95
days_since_last_push	9
active_weeks_last_year	37
Release discipline

100Excellent
How it's scored
27/27	Ships releases — 100 releases published
36/36	Release recency — latest release 9 days ago
27/27	Release cadence — a release every ~7.2 days
0/10	OpenSSF Scorecard: Signed-Releases — no data
Inputs used
releases_count	100
latest_release_tag	v2.1.6
releases_from_tags	no
days_since_latest_release	9
mean_days_between_releases	7.2
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?
91Excellent · 18% of overall
Popularity & adoption

97Excellent
How it's scored
60/60	Stars — 28,790 stars
25/25	Forks — 2,807 forks
12.3/15	Watchers — 166 watchers
Inputs used
forks	2,807
stars	28,790
watchers	166
growth_state	unverified
growth_factor_pct	100
growth_unverified_reason	no_history
Community health

85Excellent
How it's scored
22.5/22.5	README
22.5/22.5	License — recognized license (MIT)
18/18	CONTRIBUTING guide
13.5/13.5	Code of conduct
0/7.2	Issue template
0/6.3	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	no
Sustainability & Governance

Will the project survive its people — bus factor, responsiveness, who backs it, and package upkeep?
70Good · 24% of overall
Maintainer resilience (bus factor)

43At risk
How it's scored
9/54	Bus factor — 1 contributor(s) cover half of all commits
10.8/22.5	Commit distribution — top contributor authored 52% of commits
13.5/13.5	Contributor breadth — 97 contributors
10/10	OpenSSF Scorecard: Contributors — project has 10 contributing companies or organizations
Inputs used
bus_factor	1
contributors_sampled	97
top_contributor_share	0.521
Issue & PR responsiveness

82Good
How it's scored
46.1/46.8	Issue resolution — 99% of issues closed
33/38.3	PR acceptance — 510/591 decided PRs merged
3/15	OpenSSF Scorecard: Code-Review — Found 5/25 approved changesets -- score normalized to 2
Inputs used
merged_prs	510
open_issues	6
closed_issues	430
issue_closed_ratio	0.986
closed_unmerged_prs	81
Ownership & stewardship

65Moderate
How it's scored
30/30	Ownership backing — organization-owned
0/20	Verified domain
19.6/25	Owner reach — 532 followers of ScrapeGraphAI
15.2/25	Track record — 30 public repos, account ~2 yr old
Inputs used
followers	532
owner_type	Organization
is_verified	—
owner_login	ScrapeGraphAI
public_repos	30
account_age_days	793
Package maintenance

100Excellent
How it's scored
25/25	Published & resolvable — 1 package(s) on pypi
35/35	Publish recency — latest publish 9 days ago
20/20	Version history — 475 published versions
20/20	Not deprecated — active, not deprecated or yanked
Inputs used
packages	scrapegraphai
ecosystems	pypi
any_deprecated	no
min_days_since_publish	9
Engineering Quality

Are baseline engineering and documentation practices in place?
90Excellent · 20% of overall
Engineering practices

90Excellent
How it's scored
24/24	CI workflows — 4 workflow(s)
24/24	Tests present
16/16	Linter config
9.6/9.6	Pre-commit hooks
0/6.4	.editorconfig
16/20	OpenSSF Scorecard: CI-Tests — 12 out of 14 merged PRs checked by a CI test -- score normalized to 8
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://scrapegraphai.com
10/10	Repository description
10/10	Topics — 20 topics
0/10	Wiki
Inputs used
topics	scraping, scraping-python, llm, web-crawler, web-scraping, ai-scraping, crawler, markdown, rag, web-crawlers, ai-crawler, ai-search, large-language-model, web-data-extraction, web-search, web-scraper, data-extraction, web-data, webscraping, firecrawl-alternative
has_wiki	no
homepage	https://scrapegraphai.com
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?
65Moderate · 16% of overall
Security posture

56Moderate
How it's scored
7.5/7.5	Binary-Artifacts — no binaries found in the repo
0/7.5	Branch-Protection — no data
2/2.5	CI-Tests — 12 out of 14 merged PRs checked by a CI test -- score normalized to 8
0/2.5	CII-Best-Practices — no effort to earn an OpenSSF best practices badge detected
1.5/7.5	Code-Review — Found 5/25 approved changesets -- score normalized to 2
2.5/2.5	Contributors — project has 10 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 — 24 commit(s) and 3 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
2/5	SAST — SAST tool is not run on all commits -- score normalized to 4
5/5	Security-Policy — security policy file detected
0/7.5	Signed-Releases — no data
0/7.5	Token-Permissions — detected GitHub workflow tokens with excessive permissions
0/7.5	Vulnerabilities — 119 existing vulnerabilities detected
Inputs used
source	openssf_scorecard
checks_evaluated	15
scorecard_version	v5.5.0
checks_inconclusive	3
scorecard_aggregate	5.6
Excluded from scoring (no data or not applicable): branch_protection, 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	100
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:scrapegraphai@2.1.6 runtime dependency closure — what installing the published package pulls in — 100 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.
55Moderate · 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 — 77 of 95 human commits state their intent (structured subject or explanatory body)
Inputs used
has_llms_txt	no
legible_history_share	0.811
agent_instruction_files	—
agent_instruction_max_bytes	—
Verify loop (build / test / typecheck)

71Good
How it's scored
18/18	One-command bootstrap — Makefile
22/22	Automated tests
11/11	Lint / format config
0/11	Static type checking
10/10	Reproducible environment — Dockerfile, lockfile
10/10	Demonstrated agent practice — 19 of the last 100 commits agent-authored or agent-credited
0/8	Automated maintenance — no automated dependency updates observed
0/10	OpenSSF Scorecard: Pinned-Dependencies — dependency not pinned by hash detected -- score normalized to 0
Inputs used
has_nix	no
has_tests	yes
lockfiles	uv.lock
has_dockerfile	yes
typed_language	no
bootstrap_files	Makefile
has_devcontainer	no
has_linter_config	yes
typecheck_configs	—
agent_commit_share	0.19
toolchain_manifests	—
dependency_bot_commit_share	0
Code legibility for models

55Moderate
How it's scored
0/45	Type-checkable code — Python without a type-check config
54.8/55	Manageable file sizes — 1/263 source files over 60KB
Inputs used
primary_language	Python
largest_source_bytes	76,219
source_files_sampled	263
oversized_source_files	1
Machine-readable interfaces

40At risk
How it's scored
0/40	API schema (OpenAPI/GraphQL/proto)
0/20	MCP server
40/40	Runnable examples — examples, notebooks
Inputs used
example_dirs	examples, notebooks
has_mcp_signal	no
api_schema_files	—
Key facts

28,790GitHub stars
97contributors
134commits, last 12 months
9days since last push
100releases
1bus factor
6open 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 ★ / 2,807 ⇿
0Stars
2,807Forks
32Releases
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.
Only the most recent history is shown — this repository exceeds the collection window, so the earliest history is not captured.
Major 1Minor 12Patch 10
OpenSSF Scorecard 5.6 / 10
5.6aggregate
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 · 2026-07-30 09:54 UTC
10	Binary-Artifacts	no binaries found in the repo
n/a	Branch-Protection	internal error: error during GetBranch(pre/beta): error during branchesHandler.query: internal error: some github tokens can't read classic branch protection rules: https://github.com/ossf/scorecard-action/blob/main/docs/authentication/fine-grained-auth-token.md
8	CI-Tests	12 out of 14 merged PRs checked by a CI test -- score normalized to 8
0	CII-Best-Practices	no effort to earn an OpenSSF best practices badge detected
2	Code-Review	Found 5/25 approved changesets -- score normalized to 2
10	Contributors	project has 10 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	24 commit(s) and 3 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
4	SAST	SAST tool is not run on all commits -- score normalized to 4
10	Security-Policy	security policy file detected
n/a	Signed-Releases	no releases found
0	Token-Permissions	detected GitHub workflow tokens with excessive permissions
0	Vulnerabilities	119 existing vulnerabilities detected
Direct dependencies 23
Registry	Package	Version constraint	Manifest
PyPI	langchain	`>=1.2.0`	pyproject.toml
PyPI	langchain-classic	`>=1.0.0`	pyproject.toml
PyPI	langchain-openai	`>=1.1.6`	pyproject.toml
PyPI	langchain-mistralai	`>=1.1.1`	pyproject.toml
PyPI	langchain_community	`>=0.4.0`	pyproject.toml
PyPI	langchain-aws	`>=1.1.0`	pyproject.toml
PyPI	langchain-ollama	`>=1.0.1`	pyproject.toml
PyPI	html2text	`>=2025.4.15`	pyproject.toml
PyPI	beautifulsoup4	`>=4.14.3`	pyproject.toml
PyPI	python-dotenv	`>=1.2.1`	pyproject.toml
PyPI	tiktoken	`>=0.12.0`	pyproject.toml
PyPI	tqdm	`>=4.67.1`	pyproject.toml
PyPI	minify-html	`>=0.18.1`	pyproject.toml
PyPI	free-proxy	`>=1.1.3`	pyproject.toml
PyPI	playwright	`>=1.57.0`	pyproject.toml
PyPI	undetected-playwright	`>=0.3.0`	pyproject.toml
PyPI	semchunk	`>=3.2.5`	pyproject.toml
PyPI	async-timeout	`>=4.0.0`	pyproject.toml
PyPI	simpleeval	`>=1.0.3`	pyproject.toml
PyPI	jsonschema	`>=4.25.1`	pyproject.toml
PyPI	ddgs	`>=9.0.0`	pyproject.toml
PyPI	pydantic	`>=2.12.5`	pyproject.toml
PyPI	scrapegraph-py	`>=2.0.0`	pyproject.toml
All dependencies 227
Full resolved dependency set from the GitHub dependency graph: 23 direct and 204 indirect (transitive) packages. The transitive closure is complete when the repository commits a lockfile.
Registry	Package	Version	Relation
PyPI	async-timeout	`5.0.1`	direct
PyPI	beautifulsoup4	`4.14.3`	direct
PyPI	ddgs	`9.14.4`	direct
PyPI	free-proxy	`1.1.3`	direct
PyPI	html2text	`2025.4.15`	direct
PyPI	jsonschema	`4.25.1`	direct
PyPI	langchain	`1.2.0`	direct
PyPI	langchain-aws	`1.1.0`	direct
PyPI	langchain-classic	`1.0.0`	direct
PyPI	langchain-community	`0.4.1`	direct
PyPI	langchain-mistralai	`1.1.1`	direct
PyPI	langchain-ollama	`1.0.1`	direct
PyPI	langchain-openai	`1.1.6`	direct
PyPI	minify-html	`0.18.1`	direct
PyPI	playwright	`1.57.0`	direct
PyPI	pydantic	`2.12.5`	direct
PyPI	python-dotenv	`1.2.1`	direct
PyPI	scrapegraph-py	`2.1.0`	direct
PyPI	semchunk	`3.2.5`	direct
PyPI	simpleeval	`1.0.3`	direct
PyPI	tiktoken	`0.12.0`	direct
PyPI	tqdm	`4.67.1`	direct
PyPI	undetected-playwright	`0.3.0`	direct
PyPI	aiofiles	`25.1.0`	indirect
PyPI	aiohappyeyeballs	`2.6.1`	indirect
PyPI	aiohttp	`3.13.2`	indirect
PyPI	aiosignal	`1.4.0`	indirect
PyPI	altair	`6.0.0`	indirect
PyPI	annotated-doc	`0.0.4`	indirect
PyPI	annotated-types	`0.7.0`	indirect
PyPI	anyio	`4.12.0`	indirect
PyPI	astroid	`4.0.2`	indirect
PyPI	asttokens	`3.0.1`	indirect
PyPI	attrs	`25.4.0`	indirect
PyPI	black	`25.12.0`	indirect
PyPI	blinker	`1.9.0`	indirect
PyPI	boto3	`1.42.13`	indirect
PyPI	botocore	`1.42.13`	indirect
PyPI	brotli	`1.2.0`	indirect
PyPI	brotlicffi	`1.2.0.1`	indirect
PyPI	burr	`0.22.1`	indirect
PyPI	cachetools	`6.2.4`	indirect
PyPI	certifi	`2025.11.12`	indirect
PyPI	cffi	`2.0.0`	indirect
PyPI	cfgv	`3.5.0`	indirect
PyPI	charset-normalizer	`3.4.4`	indirect
PyPI	click	`8.3.1`	indirect
PyPI	colorama	`0.4.6`	indirect
PyPI	comm	`0.2.3`	indirect
PyPI	contourpy	`1.3.3`	indirect
PyPI	coverage	`7.13.0`	indirect
PyPI	cycler	`0.12.1`	indirect
PyPI	dataclasses-json	`0.6.7`	indirect
PyPI	decorator	`5.2.1`	indirect
PyPI	dill	`0.4.0`	indirect
PyPI	distlib	`0.4.0`	indirect
PyPI	distro	`1.9.0`	indirect
PyPI	einops	`0.8.1`	indirect
PyPI	executing	`2.2.1`	indirect
PyPI	fake-useragent	`2.2.0`	indirect
PyPI	fastapi	`0.125.0`	indirect
PyPI	fastapi-pagination	`0.15.3`	indirect
PyPI	filelock	`3.20.1`	indirect
PyPI	filetype	`1.2.0`	indirect
PyPI	fonttools	`4.61.1`	indirect
PyPI	frozenlist	`1.8.0`	indirect
PyPI	fsspec	`2025.12.0`	indirect
PyPI	gitdb	`4.0.12`	indirect
PyPI	gitpython	`3.1.45`	indirect
PyPI	graphviz	`0.21`	indirect
PyPI	greenlet	`3.3.0`	indirect
PyPI	h11	`0.16.0`	indirect
PyPI	h2	`4.3.0`	indirect
PyPI	hf-xet	`1.2.0`	indirect
PyPI	hpack	`4.1.0`	indirect
PyPI	httpcore	`1.0.9`	indirect
PyPI	httpx	`0.28.1`	indirect
PyPI	httpx-sse	`0.4.3`	indirect
PyPI	huggingface-hub	`0.36.0`	indirect
PyPI	hyperframe	`6.1.0`	indirect
PyPI	identify	`2.6.15`	indirect
PyPI	idna	`3.11`	indirect
PyPI	iniconfig	`2.3.0`	indirect
PyPI	ipython	`9.8.0`	indirect
PyPI	ipython-pygments-lexers	`1.1.1`	indirect
PyPI	ipywidgets	`8.1.8`	indirect
PyPI	isort	`7.0.0`	indirect
PyPI	jedi	`0.19.2`	indirect
PyPI	jinja2	`3.1.6`	indirect
PyPI	jiter	`0.12.0`	indirect
PyPI	jmespath	`1.0.1`	indirect
PyPI	jsonpatch	`1.33`	indirect
PyPI	jsonpointer	`3.0.0`	indirect
PyPI	jsonschema-specifications	`2025.9.1`	indirect
PyPI	jupyterlab-widgets	`3.0.16`	indirect
PyPI	kiwisolver	`1.4.9`	indirect
PyPI	langchain-core	`1.2.3`	indirect
PyPI	langchain-nvidia-ai-endpoints	`1.0.0`	indirect
PyPI	langchain-text-splitters	`1.1.0`	indirect
PyPI	langgraph	`1.0.5`	indirect
PyPI	langgraph-checkpoint	`3.0.1`	indirect
PyPI	langgraph-prebuilt	`1.0.5`	indirect
PyPI	langgraph-sdk	`0.3.1`	indirect
PyPI	langsmith	`0.5.0`	indirect
PyPI	librt	`0.7.4`	indirect
PyPI	loguru	`0.7.3`	indirect
PyPI	lxml	`6.0.2`	indirect
PyPI	markupsafe	`3.0.3`	indirect
PyPI	marshmallow	`3.26.1`	indirect
PyPI	matplotlib	`3.10.8`	indirect
PyPI	matplotlib-inline	`0.2.1`	indirect
PyPI	mccabe	`0.7.0`	indirect
PyPI	mpire	`2.10.2`	indirect
PyPI	mpmath	`1.3.0`	indirect
PyPI	multidict	`6.7.0`	indirect
PyPI	multiprocess	`0.70.18`	indirect
PyPI	mypy	`1.19.1`	indirect
PyPI	mypy-extensions	`1.1.0`	indirect
PyPI	narwhals	`2.14.0`	indirect
PyPI	networkx	`3.6.1`	indirect
PyPI	nodeenv	`1.9.1`	indirect
PyPI	numpy	`2.3.5`	indirect
PyPI	nvidia-cublas-cu12	`12.8.4.1`	indirect
PyPI	nvidia-cuda-cupti-cu12	`12.8.90`	indirect
PyPI	nvidia-cuda-nvrtc-cu12	`12.8.93`	indirect
PyPI	nvidia-cuda-runtime-cu12	`12.8.90`	indirect
PyPI	nvidia-cudnn-cu12	`9.10.2.21`	indirect
PyPI	nvidia-cufft-cu12	`11.3.3.83`	indirect
PyPI	nvidia-cufile-cu12	`1.13.1.3`	indirect
PyPI	nvidia-curand-cu12	`10.3.9.90`	indirect
PyPI	nvidia-cusolver-cu12	`11.7.3.90`	indirect
PyPI	nvidia-cusparse-cu12	`12.5.8.93`	indirect
PyPI	nvidia-cusparselt-cu12	`0.7.1`	indirect
PyPI	nvidia-nccl-cu12	`2.27.5`	indirect
PyPI	nvidia-nvjitlink-cu12	`12.8.93`	indirect
PyPI	nvidia-nvshmem-cu12	`3.3.20`	indirect
PyPI	nvidia-nvtx-cu12	`12.8.90`	indirect
PyPI	ollama	`0.6.1`	indirect
PyPI	openai	`2.13.0`	indirect
PyPI	opencv-python-headless	`4.11.0.86`	indirect
PyPI	orjson	`3.11.5`	indirect
PyPI	ormsgpack	`1.12.1`	indirect
PyPI	packaging	`25.0`	indirect
PyPI	pandas	`2.3.3`	indirect
PyPI	parso	`0.8.5`	indirect
PyPI	pastel	`0.2.1`	indirect
PyPI	pathspec	`0.12.1`	indirect
PyPI	pexpect	`4.9.0`	indirect
PyPI	pillow	`10.4.0`	indirect
PyPI	platformdirs	`4.5.1`	indirect
PyPI	pluggy	`1.6.0`	indirect
PyPI	poethepoet	`0.38.0`	indirect
PyPI	pre-commit	`4.5.1`	indirect
PyPI	primp	`1.3.1`	indirect
PyPI	prompt-toolkit	`3.0.52`	indirect
PyPI	propcache	`0.4.1`	indirect
PyPI	protobuf	`6.33.2`	indirect
PyPI	ptyprocess	`0.7.0`	indirect
PyPI	pure-eval	`0.2.3`	indirect
PyPI	pyarrow	`22.0.0`	indirect
PyPI	pycparser	`3.0`	indirect
PyPI	pydantic-core	`2.41.5`	indirect
PyPI	pydantic-settings	`2.12.0`	indirect
PyPI	pydeck	`0.9.1`	indirect
PyPI	pyee	`13.0.0`	indirect
PyPI	pygments	`2.19.2`	indirect
PyPI	pylint	`4.0.4`	indirect
PyPI	pyparsing	`3.2.5`	indirect
PyPI	pypdfium2	`4.30.0`	indirect
PyPI	pytest	`9.0.2`	indirect
PyPI	pytest-asyncio	`1.3.0`	indirect
PyPI	pytest-cov	`7.0.0`	indirect
PyPI	pytest-mock	`3.15.1`	indirect
PyPI	pytest-sugar	`1.1.1`	indirect
PyPI	python-dateutil	`2.9.0.post0`	indirect
PyPI	pytokens	`0.3.0`	indirect
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PyPI	urllib3	`2.6.2`	indirect
PyPI	uuid-utils	`0.12.0`	indirect
PyPI	uvicorn	`0.38.0`	indirect
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Dependency advisories 0
Installing pypi:scrapegraphai@2.1.6 pulls in 100 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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          "oid": "c9e0bd036a1f5def8ac92759cda90ba52e3b35e5",
          "body": "## [2.1.5](https://github.com/ScrapeGraphAI/Scrapegraph-ai/compare/v2.1.4...v2.1.5) (2026-07-08)\n\n### Bug Fixes\n\n* pop model_tokens so it is not forwarded to the model client ([#1100](https://github.com/ScrapeGraphAI/Scrapegraph-ai/issues/1100)) ([d2b970c](https://github.com/ScrapeGraphAI/Scrapegrap\n[…]\n Test Suite workflow ([#1095](https://github.com/ScrapeGraphAI/Scrapegraph-ai/issues/1095)) ([037a42e](https://github.com/ScrapeGraphAI/Scrapegraph-ai/commit/037a42ed73354c8b3eabd9dcc28236152602ef9e))",
          "is_bot": false,
          "headline": "ci(release): 2.1.5 [skip ci]",
          "author_name": "semantic-release-bot",
          "author_login": "semantic-release-bot",
          "committed_at": "2026-07-08T15:42:34Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "d2b970ca77da64b6b6b91fa2353f2e41b9cfe105",
          "body": "On the plain llm-config path, _create_llm read model_tokens but never\nremoved it from llm_params, so it was splatted into init_chat_model and\nforwarded to the client. With ChatOpenAI (any OpenAI-compatible base_url)\nthis surfaced as: Completions.create() got an unexpected keyword argument\n'model_tokens'. Pop the key after consuming it, matching the model_instance\npath which already returns before the key can leak.\n\nCo-authored-by: Claude Opus 4.8 <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "fix: pop model_tokens so it is not forwarded to the model client (#1100)",
          "author_name": "Dylan Firn",
          "author_login": "dylanpfirn",
          "committed_at": "2026-07-08T15:41:14Z",
          "body_truncated": false,
          "is_coding_agent": true
        },
        {
          "oid": "9ad7e8496ae2f9f399392cab80118d5c74dc41bc",
          "body": null,
          "is_bot": false,
          "headline": "Update README.md",
          "author_name": "Marco Vinciguerra",
          "author_login": "VinciGit00",
          "committed_at": "2026-06-25T07:51:20Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "ef3523b1e1c62052b5c0e6b14cebe7933441a7e5",
          "body": "Add a comparison table and guidance clarifying the difference between\nthe open-source library and the managed cloud API (Python/JS SDKs),\nso users can pick the right option.\n\nCo-authored-by: Claude Opus 4.8 (1M context) <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "docs(readme): add Open Source vs Managed API comparison (#1091)",
          "author_name": "Marco Vinciguerra",
          "author_login": "VinciGit00",
          "committed_at": "2026-06-25T07:50:35Z",
          "body_truncated": false,
          "is_coding_agent": true
        },
        {
          "oid": "037a42ed73354c8b3eabd9dcc28236152602ef9e",
          "body": "The Unit Tests job ran the entire tests/ tree, which includes provider\ngraph tests (tests/graphs/*), integration tests and browser/network\nsuites. Without API keys these fail, and tests/test_chromium.py launches\na real headless browser that hangs forever — the last run was killed at\nGitHub's 6h limi\n[…]\nture hang can't burn the full runner budget. The excluded suites\nshould be re-added once mocked or gated behind markers + secrets.\n\nCo-authored-by: Claude Opus 4.8 (1M context) <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "ci: run only deterministic unit suites in Test Suite workflow (#1095)",
          "author_name": "Marco Vinciguerra",
          "author_login": "VinciGit00",
          "committed_at": "2026-06-25T07:50:16Z",
          "body_truncated": true,
          "is_coding_agent": true
        },
        {
          "oid": "7fc9c57a0bb861d829f38ed672e35c5ba0e6c79c",
          "body": "## [2.1.4](https://github.com/ScrapeGraphAI/Scrapegraph-ai/compare/v2.1.3...v2.1.4) (2026-06-23)\n\n### Bug Fixes\n\n* lazy imports to prevent torchcodec FFmpeg DLL crash on Windows ([#1089](https://github.com/ScrapeGraphAI/Scrapegraph-ai/issues/1089)) ([#1092](https://github.com/ScrapeGraphAI/Scrapegra\n[…]\nafb14197ec6c))\n\n### Docs\n\n* swap Integrations infographic for new API banner; fix CTA links ([71ab440](https://github.com/ScrapeGraphAI/Scrapegraph-ai/commit/71ab4406867ef02c22349c2dedc18c57d8bdfdec))",
          "is_bot": false,
          "headline": "ci(release): 2.1.4 [skip ci]",
          "author_name": "semantic-release-bot",
          "author_login": "semantic-release-bot",
          "committed_at": "2026-06-23T09:00:18Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "e5c2a4292174bae948731379c88aafb14197ec6c",
          "body": "…#1089) (#1092)\n\nRemove BaseLoader inheritance from ChromiumLoader and use lazy imports\nfor PyPDFLoader and AsyncChromiumLoader to avoid triggering the\nsentence_transformers -> torchcodec -> FFmpeg native DLL loading chain\nat import time, which crashes on systems where FFmpeg DLLs are not\navailable.\n[…]\nasmateLoader\n- fetch_node.py: lazy PyPDFLoader import\n- robots_node.py: lazy AsyncChromiumLoader import\n- conftest.py: torchcodec module mock\n\nCo-authored-by: Ege BULUT <egebulut.iletisim@outlook.com>",
          "is_bot": false,
          "headline": "fix: lazy imports to prevent torchcodec FFmpeg DLL crash on Windows (…",
          "author_name": "Marco Vinciguerra",
          "author_login": "VinciGit00",
          "committed_at": "2026-06-23T08:58:55Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "71ab4406867ef02c22349c2dedc18c57d8bdfdec",
          "body": "Replace the sgai-hero infographic with the rebuilt API banner (linked\nto scrapegraphai.com) and point the CTA links at scrapegraphai.com.\n\nCo-Authored-By: Claude Opus 4.8 (1M context) <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "docs: swap Integrations infographic for new API banner; fix CTA links",
          "author_name": "Marco Vinciguerra",
          "author_login": "VinciGit00",
          "committed_at": "2026-06-09T07:28:00Z",
          "body_truncated": false,
          "is_coding_agent": true
        },
        {
          "oid": "cfb815fb0bba3dfc8262a24a7ddab28e22e13893",
          "body": "## [2.1.3](https://github.com/ScrapeGraphAI/Scrapegraph-ai/compare/v2.1.2...v2.1.3) (2026-06-02)\n\n### Bug Fixes\n\n* **search:** restore SearchGraph by migrating DuckDuckGo backend to ddgs ([#1083](https://github.com/ScrapeGraphAI/Scrapegraph-ai/issues/1083)) ([2139e37](https://github.com/ScrapeGraphA\n[…]\nh-ai/commit/2139e37c0addfb9039e3b985bb33801f20e4e05b)), closes [#1082](https://github.com/ScrapeGraphAI/Scrapegraph-ai/issues/1082) [#1082](https://github.com/ScrapeGraphAI/Scrapegraph-ai/issues/1082)",
          "is_bot": false,
          "headline": "ci(release): 2.1.3 [skip ci]",
          "author_name": "semantic-release-bot",
          "author_login": "semantic-release-bot",
          "committed_at": "2026-06-02T08:37:17Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "2139e37c0addfb9039e3b985bb33801f20e4e05b",
          "body": "…dgs (#1083)\n\nThe 'duckduckgo-search' package was renamed to 'ddgs'. Recent\nlangchain-community releases import 'from ddgs import DDGS' in their\nDuckDuckGoSearchResults tool, so with the old dependency installed the\ndefault SearchGraph path raised ImportError and returned no results\n(GH #1082).\n\nRep\n[…]\n 'href' field instead of regex-parsing a formatted string.\nSwap the 'duckduckgo-search' dependency for 'ddgs>=9.0.0'.\n\nFixes #1082\n\nCo-authored-by: Claude Opus 4.8 (1M context) <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "fix(search): restore SearchGraph by migrating DuckDuckGo backend to d…",
          "author_name": "Marco Vinciguerra",
          "author_login": "VinciGit00",
          "committed_at": "2026-06-02T08:36:02Z",
          "body_truncated": true,
          "is_coding_agent": true
        },
        {
          "oid": "bdf69f6ce0d76fcca98e00c4005546294710c67d",
          "body": "* feat: add OpenAI Batch API support for SmartScraperMultiGraph (#1036)\n\nAdd SmartScraperMultiBatchGraph that uses the OpenAI Batch API for LLM\ncalls, providing ~50% cost savings when real-time results aren't needed.\n\nKey features:\n- SmartScraperMultiBatchGraph: 3-phase pipeline (fetch/parse → batch\n[…]\nl.com>\nCo-authored-by: Claude Opus 4.6 (1M context) <noreply@anthropic.com>\nCo-authored-by: Gabriele Maria Bellavia <gabriele.bellavia.m@gmail.com>\nCo-authored-by: Octopus <liyuan851277048@icloud.com>",
          "is_bot": false,
          "headline": "Pre/beta (#1081)",
          "author_name": "Marco Vinciguerra",
          "author_login": "VinciGit00",
          "committed_at": "2026-06-02T08:26:41Z",
          "body_truncated": true,
          "is_coding_agent": true
        },
        {
          "oid": "210c99280048863774fa27053412185a5c18150d",
          "body": "## [2.1.2](https://github.com/ScrapeGraphAI/Scrapegraph-ai/compare/v2.1.1...v2.1.2) (2026-06-01)\n\n### Bug Fixes\n\n* **nodes:** update outdated ChatOllama import path to langchain_ollama ([#1076](https://github.com/ScrapeGraphAI/Scrapegraph-ai/issues/1076)) ([e6054cb](https://github.com/ScrapeGraphAI/\n[…]\ns translated READMEs ([#1074](https://github.com/ScrapeGraphAI/Scrapegraph-ai/issues/1074)) ([458d36a](https://github.com/ScrapeGraphAI/Scrapegraph-ai/commit/458d36a6b83f4a412206cdbe9935a059e9d47f57))",
          "is_bot": false,
          "headline": "ci(release): 2.1.2 [skip ci]",
          "author_name": "semantic-release-bot",
          "author_login": "semantic-release-bot",
          "committed_at": "2026-06-01T16:28:30Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "e6054cbf19a7fe940899ea70b30706f676f86fa7",
          "body": "…a (#1076)\n\nCo-authored-by: bond <DELL@DESKTOP-KF74FPE>",
          "is_bot": false,
          "headline": "fix(nodes): update outdated ChatOllama import path to langchain_ollam…",
          "author_name": "wangjianjun",
          "author_login": "handsome-bond",
          "committed_at": "2026-06-01T16:27:03Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "458d36a6b83f4a412206cdbe9935a059e9d47f57",
          "body": "* docs: add Spanish documentation, update links, and add hero image to docs\n\n- Add new `spanish.md` documentation file inside `docs/`.\n- Update the \"[Español]\" link in all markdown files (including main `README.md`) to point to the new Spanish doc.\n- Add a hero image snippet after line 37 in all REA\n[…]\nks\n\n---------\n\nCo-authored-by: google-labs-jules[bot] <161369871+google-labs-jules[bot]@users.noreply.github.com>\nCo-authored-by: EmiGM-noobsaibot <182028823+EmiGM-noobsaibot@users.noreply.github.com>",
          "is_bot": false,
          "headline": "docs: 📚 Standardize and fix links across translated READMEs (#1074)",
          "author_name": "Emiliano García",
          "author_login": "EmiGM-noobsaibot",
          "committed_at": "2026-05-21T16:40:47Z",
          "body_truncated": true,
          "is_coding_agent": true
        },
        {
          "oid": "ebbf0e088b04b3d39121fc3fa1578ba84a86bd9c",
          "body": "* feat: add OpenAI Batch API support for SmartScraperMultiGraph (#1036)\n\nAdd SmartScraperMultiBatchGraph that uses the OpenAI Batch API for LLM\ncalls, providing ~50% cost savings when real-time results aren't needed.\n\nKey features:\n- SmartScraperMultiBatchGraph: 3-phase pipeline (fetch/parse → batch\n[…]\net>\nCo-authored-by: khadyottakale <khadyottakale@gmail.com>\nCo-authored-by: Claude Opus 4.6 (1M context) <noreply@anthropic.com>\nCo-authored-by: Gabriele Maria Bellavia <gabriele.bellavia.m@gmail.com>",
          "is_bot": false,
          "headline": "Add Italian README translation and fix outdated links (#1070) (#1071)",
          "author_name": "Marco Vinciguerra",
          "author_login": "VinciGit00",
          "committed_at": "2026-05-17T07:07:36Z",
          "body_truncated": true,
          "is_coding_agent": true
        },
        {
          "oid": "4dea92ed73f8e118668f647b84710b330cb3a9e5",
          "body": "## [2.1.1](https://github.com/ScrapeGraphAI/Scrapegraph-ai/compare/v2.1.0...v2.1.1) (2026-05-10)\n\n### Bug Fixes\n\n* **ci:** clean stale dist artifacts before semantic-release publish ([fe5b818](https://github.com/ScrapeGraphAI/Scrapegraph-ai/commit/fe5b818cfe9f8d5d26d5043c55c0e66a6ed392de))",
          "is_bot": false,
          "headline": "ci(release): 2.1.1 [skip ci]",
          "author_name": "semantic-release-bot",
          "author_login": "semantic-release-bot",
          "committed_at": "2026-05-10T13:56:10Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "fe5b818cfe9f8d5d26d5043c55c0e66a6ed392de",
          "body": "The release job restored a cached ./dist from the build job (built with\nthe pre-bump version) and then semantic-release-pypi rebuilt the package\nwith the new version into the same directory. Twine then attempted to\nupload both versions; PyPI rejected the older (deleted) filename and the\nwhole upload\n[…]\n after restoring the cache and before semantic-release runs,\nso semantic-release-pypi builds and uploads only the current version.\n\nCo-Authored-By: Claude Opus 4.7 (1M context) <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "fix(ci): clean stale dist artifacts before semantic-release publish",
          "author_name": "Marco Vinciguerra",
          "author_login": "VinciGit00",
          "committed_at": "2026-05-10T13:54:43Z",
          "body_truncated": true,
          "is_coding_agent": true
        },
        {
          "oid": "8c0abaf1988d4f46cfd0b5f28821e411c55177b2",
          "body": "## [2.1.0](https://github.com/ScrapeGraphAI/Scrapegraph-ai/compare/v2.0.0...v2.1.0) (2026-05-10)\n\n### Features\n\n* **models:** add OpenAI gpt-5.4 and gpt-5.5 family support ([c2c436d](https://github.com/ScrapeGraphAI/Scrapegraph-ai/commit/c2c436d25c2f4dcad539ea1ab6dcda48e98a31c6))\n\n### chore\n\n* **docs:** drop Sphinx/RTD setup, point doc links to docs.scrapegraphai.com ([efe336e](https://github.com/ScrapeGraphAI/Scrapegraph-ai/commit/efe336ec3f88da90dcc4923776e7da088278147b))",
          "is_bot": false,
          "headline": "ci(release): 2.1.0 [skip ci]",
          "author_name": "semantic-release-bot",
          "author_login": "semantic-release-bot",
          "committed_at": "2026-05-10T13:48:55Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "c2c436d25c2f4dcad539ea1ab6dcda48e98a31c6",
          "body": "Add token-context entries for the latest OpenAI frontier models in both\nopenai and azure_openai registries:\n- gpt-5.5, gpt-5.5-pro (1.05M ctx) + dated snapshots (2026-04-23)\n- gpt-5.4, gpt-5.4-pro (1.05M ctx) + dated snapshots (2026-03-05)\n- gpt-5.4-mini, gpt-5.4-nano (400K ctx) + dated snapshots (2026-03-17)\n- gpt-5.3-codex (400K ctx)\n- gpt-5.3-chat-latest (128K ctx)\n- gpt-5-2025-08-07 dated snapshot\n\nCo-Authored-By: Claude Opus 4.7 (1M context) <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "feat(models): add OpenAI gpt-5.4 and gpt-5.5 family support",
          "author_name": "Marco Vinciguerra",
          "author_login": "VinciGit00",
          "committed_at": "2026-05-10T13:47:15Z",
          "body_truncated": false,
          "is_coding_agent": true
        },
        {
          "oid": "d4b8f69dbd61234e794f2d2e127cbe56cd8666e0",
          "body": "chore(docs): drop Sphinx/RTD setup, point links to docs.scrapegraphai.com",
          "is_bot": false,
          "headline": "Merge pull request #1067 from ScrapeGraphAI/chore/remove-sphinx-docs",
          "author_name": "Marco Vinciguerra",
          "author_login": "VinciGit00",
          "committed_at": "2026-05-04T15:55:30Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "efe336ec3f88da90dcc4923776e7da088278147b",
          "body": "…phai.com\n\nDocumentation has moved to https://docs.scrapegraphai.com/introduction. This\nremoves the now-unused Sphinx source tree, ReadTheDocs configs, and the\ntop-level requirements*.txt files (which only held Sphinx build deps), drops\nthe `docs` extra from pyproject.toml, and updates every documentation link\nin the README, translated READMEs, examples and test docs to the new URL.\n\nCo-Authored-By: Claude Opus 4.7 (1M context) <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "chore(docs): drop Sphinx/RTD setup, point doc links to docs.scrapegra…",
          "author_name": "Marco Vinciguerra",
          "author_login": "VinciGit00",
          "committed_at": "2026-05-04T15:39:58Z",
          "body_truncated": false,
          "is_coding_agent": true
        },
        {
          "oid": "af1229e12ce04f7cea6aee7fb1a15e085ade4f3f",
          "body": "## [2.0.0](https://github.com/ScrapeGraphAI/Scrapegraph-ai/compare/v1.76.0...v2.0.0) (2026-04-19)\n\n### ⚠ BREAKING CHANGES\n\n* requires scrapegraph-py v2.0.0+\n\nCo-Authored-By: Claude Opus 4.6 (1M context) <noreply@anthropic.com>\n\n### Features\n\n* add scrapegraph-py PR [#84](https://github.com/ScrapeGra\n[…]\napeGraphAI/scrapegraph-py/issues/82)\n\n### CI\n\n* bump min Python to 3.12 and trim test suite ([5fda03f](https://github.com/ScrapeGraphAI/Scrapegraph-ai/commit/5fda03fb6bd774dee4e89661dd1eaa0ef2d2c4ed))",
          "is_bot": false,
          "headline": "ci(release): 2.0.0 [skip ci]",
          "author_name": "semantic-release-bot",
          "author_login": "semantic-release-bot",
          "committed_at": "2026-04-19T08:02:17Z",
          "body_truncated": true,
          "is_coding_agent": true
        },
        {
          "oid": "90de842b1089dfe877358da7eb5b104af22f87eb",
          "body": "…ph-py-v2\n\nfeat!: migrate to scrapegraph-py v2 API surface",
          "is_bot": false,
          "headline": "Merge pull request #1058 from ScrapeGraphAI/feat/migrate-to-scrapegra…",
          "author_name": "Marco Vinciguerra",
          "author_login": "VinciGit00",
          "committed_at": "2026-04-19T08:01:04Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "39b2152ea4a454ef418417148825b1adb541c6c2",
          "body": "Co-Authored-By: Claude Opus 4.7 (1M context) <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "Add banner image to README",
          "author_name": "Marco Vinciguerra",
          "author_login": "VinciGit00",
          "committed_at": "2026-04-19T08:00:35Z",
          "body_truncated": false,
          "is_coding_agent": true
        },
        {
          "oid": "629fabc67180e984127ab2668ae50cfc7fe8559b",
          "body": "Removed the hero image section from the README.",
          "is_bot": false,
          "headline": "Remove hero image from README",
          "author_name": "Marco Vinciguerra",
          "author_login": "VinciGit00",
          "committed_at": "2026-04-19T07:58:30Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "f4a451278b5840a105ff8d1f2d6206be3ad5c792",
          "body": "Removed CodeQL badge from the README.",
          "is_bot": false,
          "headline": "Remove CodeQL badge from README",
          "author_name": "Marco Vinciguerra",
          "author_login": "VinciGit00",
          "committed_at": "2026-04-19T07:57:17Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "3958e3ddf0062c5419a0c8f2dd633ac2b8553cd7",
          "body": null,
          "is_bot": false,
          "headline": "Update README.md",
          "author_name": "Marco Vinciguerra",
          "author_login": "VinciGit00",
          "committed_at": "2026-04-19T07:55:49Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "5fda03fb6bd774dee4e89661dd1eaa0ef2d2c4ed",
          "body": "scrapegraph-py 2.0.0 requires Python >=3.12, so bump the project's\nrequires-python to match. Simplify the test workflow to a single\nunit-test job on Python 3.12 / ubuntu-latest.\n\nCo-Authored-By: Claude Opus 4.7 (1M context) <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "ci: bump min Python to 3.12 and trim test suite",
          "author_name": "Marco Vinciguerra",
          "author_login": "VinciGit00",
          "committed_at": "2026-04-19T07:54:09Z",
          "body_truncated": false,
          "is_coding_agent": true
        },
        {
          "oid": "69035c6b46dcf18bcf346d4d7956713799677e87",
          "body": null,
          "is_bot": false,
          "headline": "update images",
          "author_name": "Marco Vinciguerra",
          "author_login": "VinciGit00",
          "committed_at": "2026-04-17T08:17:52Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "e8b2a28f4708882ca6cedfdd979b37dda26ef6c2",
          "body": "Support both the v2 Client API (PR #82) and the newer ScrapeGraphAI API\n(PR #84) which uses Pydantic request models and ApiResult[T] wrappers.\n\n- Add scrapegraph_py_compat helper with runtime API detection\n- Route smart_scraper_graph through the compat layer\n- Add v3-style examples for extract, search, and scrape\n\nCo-Authored-By: Claude Opus 4.7 (1M context) <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "feat: add scrapegraph-py PR #84 SDK compatibility",
          "author_name": "Marco Vinciguerra",
          "author_login": "VinciGit00",
          "committed_at": "2026-04-17T07:55:47Z",
          "body_truncated": false,
          "is_coding_agent": true
        },
        {
          "oid": "c0f5fd592395f7f0e54bdf7367f3aff46bb6e420",
          "body": "- Pass output_schema to extract() so Pydantic schemas are forwarded to the v2 API\n- Use context manager pattern (with Client(...) as client) for proper resource cleanup\n- Simplify examples to match the v2 SDK style from scrapegraph-py\n- Remove unused sgai_logger import (v2 client handles its own logging)\n\nCo-Authored-By: Claude Opus 4.6 (1M context) <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "feat: align with scrapegraph-py v2 API surface from PR #82",
          "author_name": "Marco Vinciguerra",
          "author_login": "VinciGit00",
          "committed_at": "2026-04-09T09:46:16Z",
          "body_truncated": false,
          "is_coding_agent": true
        },
        {
          "oid": "e56a156f4eb12505958c23bb08bd57b6d98bd0d3",
          "body": "## [1.76.0](https://github.com/ScrapeGraphAI/Scrapegraph-ai/compare/v1.75.1...v1.76.0) (2026-04-09)\n\n### Features\n\n* add PlasmateLoader as lightweight scraping backend (no Chrome needed) ([9dd1fb5](https://github.com/ScrapeGraphAI/Scrapegraph-ai/commit/9dd1fb54ed2ad08e968444cde0cd052f0c32f60a)), clo\n[…]\npeGraphAI/Scrapegraph-ai/issues/1055)\n\n### CI\n\n* reduce GitHub Actions costs by ~85% on PRs ([403080a](https://github.com/ScrapeGraphAI/Scrapegraph-ai/commit/403080ad82c2097b111d3472cc0c6d4ee709c6fe))",
          "is_bot": false,
          "headline": "ci(release): 1.76.0 [skip ci]",
          "author_name": "semantic-release-bot",
          "author_login": "semantic-release-bot",
          "committed_at": "2026-04-09T09:40:58Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "1238738baf069d18d1bca8a24c401a21b087bc75",
          "body": "feat: add PlasmateLoader as lightweight scraping backend (no Chrome needed)",
          "is_bot": false,
          "headline": "Merge pull request #1062 from dbhurley/feat/plasmate-loader",
          "author_name": "Marco Vinciguerra",
          "author_login": "VinciGit00",
          "committed_at": "2026-04-09T09:39:33Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "9dd1fb54ed2ad08e968444cde0cd052f0c32f60a",
          "body": "…eeded)\n\nCloses #1055\n\nPlasmate (https://github.com/plasmate-labs/plasmate) is an open-source\nRust browser engine that outputs Structured Object Model (SOM) instead\nof raw HTML. It requires no Chrome process, uses ~64MB RAM per session\nvs ~300MB, and delivers 10-100x fewer tokens per page.\n\nChanges:\n[…]\ndocs = loader.load()\n\n  # Or via FetchNode config:\n  graph_config = {\n      'plasmate': {\n          'output_format': 'text',\n          'timeout': 30,\n          'fallback_to_chrome': False,\n      }\n  }",
          "is_bot": false,
          "headline": "feat: add PlasmateLoader as lightweight scraping backend (no Chrome n…",
          "author_name": "David Hurley",
          "author_login": "dbhurley",
          "committed_at": "2026-04-08T10:58:02Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "fd23bb0544b3bb867c34b009ed7bcecda86e3ac5",
          "body": "Update all SDK usage to match the new v2 API from ScrapeGraphAI/scrapegraph-py#82:\n- smartscraper() → extract(url=, prompt=)\n- searchscraper() → search(query=)\n- markdownify() → scrape(url=)\n- Bump dependency to scrapegraph-py>=2.0.0\n\nBREAKING CHANGE: requires scrapegraph-py v2.0.0+\n\nCo-Authored-By: Claude Opus 4.6 (1M context) <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "feat!: migrate to scrapegraph-py v2 API surface",
          "author_name": "Marco Vinciguerra",
          "author_login": "VinciGit00",
          "committed_at": "2026-03-31T16:41:37Z",
          "body_truncated": false,
          "is_coding_agent": true
        },
        {
          "oid": "7b5733daec918c8087b09b6282a52bb41e138956",
          "body": "ci: reduce GitHub Actions costs by ~85% on PRs",
          "is_bot": false,
          "headline": "Merge pull request #1054 from ScrapeGraphAI/ci/reduce-actions-costs",
          "author_name": "Marco Vinciguerra",
          "author_login": "VinciGit00",
          "committed_at": "2026-03-24T18:21:48Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "403080ad82c2097b111d3472cc0c6d4ee709c6fe",
          "body": "- Limit OS matrix to ubuntu-only on PRs (macOS/Windows on push only)\n- Reduce Python matrix from 3.10/3.11/3.12 to 3.10/3.12\n- Run benchmarks only on push to main\n- Run code-quality checks only on push events\n- Remove Playwright install from benchmark job\n- Delete duplicate code-quality.yml workflow\n\nCo-Authored-By: Claude Opus 4.6 (1M context) <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "ci: reduce GitHub Actions costs by ~85% on PRs",
          "author_name": "Marco Vinciguerra",
          "author_login": "VinciGit00",
          "committed_at": "2026-03-24T18:20:27Z",
          "body_truncated": false,
          "is_coding_agent": true
        },
        {
          "oid": "ed8685d4de332c56f574fb7440b612d1f1286a61",
          "body": "## [1.75.1](https://github.com/ScrapeGraphAI/Scrapegraph-ai/compare/v1.75.0...v1.75.1) (2026-03-24)\n\n### Bug Fixes\n\n* replace print() statements with proper logging across codebase ([1d9551a](https://github.com/ScrapeGraphAI/Scrapegraph-ai/commit/1d9551aaf20be6aa39ee4f8ddd93215faae183c0))",
          "is_bot": false,
          "headline": "ci(release): 1.75.1 [skip ci]",
          "author_name": "semantic-release-bot",
          "author_login": "semantic-release-bot",
          "committed_at": "2026-03-24T18:08:45Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "7208bff89c6beb84621bcc6e03770046df8d53d5",
          "body": "…logging\n\nfix: replace print() statements with proper logging across codebase",
          "is_bot": false,
          "headline": "Merge pull request #1053 from Vikrant-Khedkar/fix/replace-print-with-…",
          "author_name": "Marco Vinciguerra",
          "author_login": "VinciGit00",
          "committed_at": "2026-03-24T18:07:29Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "1d9551aaf20be6aa39ee4f8ddd93215faae183c0",
          "body": "  Library code should never write directly to stdout. Migrated all 13\n  print() calls to use the existing get_logger() infrastructure with\n  appropriate log levels (debug/info/warning).",
          "is_bot": false,
          "headline": "fix: replace print() statements with proper logging across codebase",
          "author_name": "Vikrant-Khedkar",
          "author_login": "Vikrant-Khedkar",
          "committed_at": "2026-03-24T10:02:08Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "cf9b87e942beedf6e9b0141600a2654e70b43239",
          "body": "## [1.75.0](https://github.com/ScrapeGraphAI/Scrapegraph-ai/compare/v1.74.0...v1.75.0) (2026-03-18)\n\n### Features\n\n* upgrade MiniMax default model to M2.7 ([f47be50](https://github.com/ScrapeGraphAI/Scrapegraph-ai/commit/f47be507e642f00f94a0ac6300c0142b81c57371))",
          "is_bot": false,
          "headline": "ci(release): 1.75.0 [skip ci]",
          "author_name": "semantic-release-bot",
          "author_login": "semantic-release-bot",
          "committed_at": "2026-03-18T23:54:47Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "b17e76beb44428a68d870e7888c3406a7a2b79d4",
          "body": "feat: upgrade MiniMax default model to M2.7",
          "is_bot": false,
          "headline": "Merge pull request #1047 from octo-patch/feature/upgrade-minimax-m27",
          "author_name": "Marco Vinciguerra",
          "author_login": "VinciGit00",
          "committed_at": "2026-03-18T23:53:22Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "f47be507e642f00f94a0ac6300c0142b81c57371",
          "body": "- Add MiniMax-M2.7 and MiniMax-M2.7-highspeed to model list\n- Set MiniMax-M2.7 as default model (first in list)\n- Keep all previous models as alternatives\n- Add unit tests for MiniMax model configuration",
          "is_bot": false,
          "headline": "feat: upgrade MiniMax default model to M2.7",
          "author_name": "octo-patch",
          "author_login": "octo-patch",
          "committed_at": "2026-03-18T09:32:53Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "1c21e5a836f00d44fc45ef000c7063bcafa47a2e",
          "body": null,
          "is_bot": false,
          "headline": "Update README.md",
          "author_name": "Marco Vinciguerra",
          "author_login": "VinciGit00",
          "committed_at": "2026-03-17T16:21:17Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "a264b4170d0d2c051c85cee59c2217b5496b4e4e",
          "body": "## [1.74.0](https://github.com/ScrapeGraphAI/Scrapegraph-ai/compare/v1.73.1...v1.74.0) (2026-03-15)\n\n### Features\n\n* add MiniMax as a supported LLM provider ([6a2f8ec](https://github.com/ScrapeGraphAI/Scrapegraph-ai/commit/6a2f8ecc7bdd271bc7da7bfec552c80f0e78f379))",
          "is_bot": false,
          "headline": "ci(release): 1.74.0 [skip ci]",
          "author_name": "semantic-release-bot",
          "author_login": "semantic-release-bot",
          "committed_at": "2026-03-15T04:58:26Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "d83ec571438b5a9a174d99ce20b632c080e6f4a7",
          "body": null,
          "is_bot": false,
          "headline": "Merge pull request #1046 from octo-patch/feature/add-minimax-provider",
          "author_name": "Marco Vinciguerra",
          "author_login": "VinciGit00",
          "committed_at": "2026-03-15T04:57:07Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "6a2f8ecc7bdd271bc7da7bfec552c80f0e78f379",
          "body": "MiniMax provides an OpenAI-compatible API, making integration\nstraightforward. This adds:\n\n- MiniMax model wrapper class (OpenAI-compatible)\n- Model token mappings for MiniMax-M1, M2, and M2.5 models\n- Provider routing in abstract_graph factory\n- README update listing MiniMax as a supported provider",
          "is_bot": false,
          "headline": "feat: add MiniMax as a supported LLM provider",
          "author_name": "octo-patch",
          "author_login": "octo-patch",
          "committed_at": "2026-03-14T14:54:38Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "09fa945144b409fd1fcaa324bb6caa1ef7222d5e",
          "body": null,
          "is_bot": false,
          "headline": "Merge pull request #1042 from ramanathnk/agentic-bench-recigcdpkcukczsgs",
          "author_name": "Marco Vinciguerra",
          "author_login": "VinciGit00",
          "committed_at": "2026-02-24T23:28:08Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "e4390214f7748bfb2440ecc6702aa455d37f2914",
          "body": null,
          "is_bot": false,
          "headline": "Add initial test file",
          "author_name": "ramanathnk",
          "author_login": "ramanathnk",
          "committed_at": "2026-02-23T00:10:38Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "c6fef1f2afe0c4a2ff68e362dded63ccd191867a",
          "body": "## [1.73.1](https://github.com/ScrapeGraphAI/Scrapegraph-ai/compare/v1.73.0...v1.73.1) (2026-02-16)\n\n### Bug Fixes\n\n* handle list content in telemetry event validation ([b17b154](https://github.com/ScrapeGraphAI/Scrapegraph-ai/commit/b17b154bff044f0042d9982eb3408a98fe9aed98))",
          "is_bot": false,
          "headline": "ci(release): 1.73.1 [skip ci]",
          "author_name": "semantic-release-bot",
          "author_login": "semantic-release-bot",
          "committed_at": "2026-02-16T14:01:43Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "abfa8f1fe77cf56375440c15a1919514d05b5e67",
          "body": "…point\n\nuse custom api for tracing",
          "is_bot": false,
          "headline": "Merge pull request #1038 from Vikrant-Khedkar/feat/custom-tracing-end…",
          "author_name": "Marco Vinciguerra",
          "author_login": "VinciGit00",
          "committed_at": "2026-02-16T13:30:33Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "96dc59c7971a9cdad6de4d677d016f1882cd7f60",
          "body": null,
          "is_bot": false,
          "headline": "remove client side validation to save cpu usage for user",
          "author_name": "Vikrant-Khedkar",
          "author_login": "Vikrant-Khedkar",
          "committed_at": "2026-02-16T10:11:32Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "b17b154bff044f0042d9982eb3408a98fe9aed98",
          "body": null,
          "is_bot": false,
          "headline": "fix: handle list content in telemetry event validation",
          "author_name": "Vikrant-Khedkar",
          "author_login": "Vikrant-Khedkar",
          "committed_at": "2026-02-16T09:50:04Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "518945dd75ed98d86c1c1706c4383123c5e24974",
          "body": null,
          "is_bot": false,
          "headline": "use custom api for tracing",
          "author_name": "Vikrant-Khedkar",
          "author_login": "Vikrant-Khedkar",
          "committed_at": "2026-02-16T07:54:45Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "7dc19567c379ba17eb468e511753dbbb5a9ee023",
          "body": "## [1.73.0](https://github.com/ScrapeGraphAI/Scrapegraph-ai/compare/v1.72.0...v1.73.0) (2026-01-30)\n\n### Features\n\n* update model tokens ([9c24ecc](https://github.com/ScrapeGraphAI/Scrapegraph-ai/commit/9c24ecc180926d3cb035d8c29463b63d8b7e5439))",
          "is_bot": false,
          "headline": "ci(release): 1.73.0 [skip ci]",
          "author_name": "semantic-release-bot",
          "author_login": "semantic-release-bot",
          "committed_at": "2026-01-30T15:47:17Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "9c24ecc180926d3cb035d8c29463b63d8b7e5439",
          "body": null,
          "is_bot": false,
          "headline": "feat: update model tokens",
          "author_name": "Marco Vinciguerra",
          "author_login": "VinciGit00",
          "committed_at": "2026-01-30T15:45:57Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "d3041bba4c662361bcbc1b9d86c1fd34bc90149b",
          "body": "## [1.72.0](https://github.com/ScrapeGraphAI/Scrapegraph-ai/compare/v1.71.0...v1.72.0) (2026-01-20)\n\n### Features\n\n* add new tests ([f315f3a](https://github.com/ScrapeGraphAI/Scrapegraph-ai/commit/f315f3a8c085892dd010fc1152b70f9b6a165671))",
          "is_bot": false,
          "headline": "ci(release): 1.72.0 [skip ci]",
          "author_name": "semantic-release-bot",
          "author_login": "semantic-release-bot",
          "committed_at": "2026-01-20T13:02:32Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "f315f3a8c085892dd010fc1152b70f9b6a165671",
          "body": null,
          "is_bot": false,
          "headline": "feat: add new tests",
          "author_name": "Marco Vinciguerra",
          "author_login": "VinciGit00",
          "committed_at": "2026-01-20T13:01:09Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "909a0c9873ec4e417a4dcdeecadfa7a2fce42b8a",
          "body": null,
          "is_bot": false,
          "headline": "add new readme",
          "author_name": "Marco Vinciguerra",
          "author_login": "VinciGit00",
          "committed_at": "2026-01-08T15:11:41Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "fb9029548ad1999f118031b810c7560386617cc9",
          "body": "Add format key to LLM configuration, solve bug.",
          "is_bot": false,
          "headline": "Merge pull request #1034 from adrienpacifico/patch-1",
          "author_name": "Marco Vinciguerra",
          "author_login": "VinciGit00",
          "committed_at": "2026-01-08T15:03:35Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "6ea2cbf7cc9aa8df059f18b26c1d8a1fc50e4b18",
          "body": "Example does not work with current configuration.\r\nAdding json format solve the issue for llama3.2.\r\n\r\n\r\nExemple is also curently long (1m26), small mods give the same results down to 10 sec on a M4 macbook.\r\n\r\n----\r\nError with  scrapegraphai v1.71.0, langchain-ollama v1.0.1 and langchain v1.2.1\r\n\r\n\n[…]\nmmunities, where users can find more information about ScrapeGraphAI and its community.\r\nFor troubleshooting, visit: https://docs.langchain.com/oss/python/langchain/errors/OUTPUT_PARSING_FAILURE \r\n```",
          "is_bot": false,
          "headline": "Add format key to LLM configuration, solve bug.",
          "author_name": "adrienpacifico",
          "author_login": "adrienpacifico",
          "committed_at": "2026-01-07T15:12:56Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "95e430be966e6f75acc1eb5107f307929882628a",
          "body": "## [1.71.0](https://github.com/ScrapeGraphAI/Scrapegraph-ai/compare/v1.70.0...v1.71.0) (2026-01-05)\n\n### Features\n\n* add langchain v1.0 ([2673c26](https://github.com/ScrapeGraphAI/Scrapegraph-ai/commit/2673c26b3406dcc04ac9d7797e55b1df55cc4c67))\n\n### Bug Fixes\n\n* update langchain imports for v1.0+ co\n[…]\nwer_node_k_level ([ebd909a](https://github.com/ScrapeGraphAI/Scrapegraph-ai/commit/ebd909ad7442e24bc3c8f49b8c56736672d4d9fb)), closes [#995](https://github.com/ScrapeGraphAI/Scrapegraph-ai/issues/995)",
          "is_bot": false,
          "headline": "ci(release): 1.71.0 [skip ci]",
          "author_name": "semantic-release-bot",
          "author_login": "semantic-release-bot",
          "committed_at": "2026-01-05T13:43:55Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "2673c26b3406dcc04ac9d7797e55b1df55cc4c67",
          "body": null,
          "is_bot": false,
          "headline": "feat: add langchain v1.0",
          "author_name": "Marco Vinciguerra",
          "author_login": "VinciGit00",
          "committed_at": "2026-01-05T13:42:38Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "5ca0e950d588198a901800e14e57cc50670d8eeb",
          "body": "fix: update langchain imports for v1.0+ compatibility",
          "is_bot": false,
          "headline": "Merge pull request #1033 from majiayu000/fix/langchain-v1-compatibility",
          "author_name": "Marco Vinciguerra",
          "author_login": "VinciGit00",
          "committed_at": "2026-01-05T13:41:42Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "ebd909ad7442e24bc3c8f49b8c56736672d4d9fb",
          "body": "The PromptTemplate expects 'content' variable but the code was passing\n'context', causing KeyError during graph execution.\n\nFixes #995\n\nSigned-off-by: majiayu000 <1835304752@qq.com>",
          "is_bot": false,
          "headline": "fix: use 'content' instead of 'context' in generate_answer_node_k_level",
          "author_name": "majiayu000",
          "author_login": "majiayu000",
          "committed_at": "2026-01-04T12:23:17Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "621d3a5bba6c48937e1f654b793d7316597e86c2",
          "body": "- Change ResponseSchema and StructuredOutputParser imports to use\n  langchain_classic.output_parsers instead of langchain_core.output_parsers\n- Change create_extraction_chain import to use langchain_classic.chains\n  instead of langchain.chains\n- Add langchain-classic>=1.0.0 as explicit dependency\n- Relax async-timeout requirement to >=4.0.0 for compatibility\n\nFixes #1017\n\nSigned-off-by: majiayu000 <1835304752@qq.com>",
          "is_bot": false,
          "headline": "fix: update langchain imports for v1.0+ compatibility",
          "author_name": "majiayu000",
          "author_login": "majiayu000",
          "committed_at": "2026-01-04T12:18:49Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
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                "key": "issue_resolution",
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              "followers": 532,
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                "key": "verified_domain",
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                "key": "owner_reach",
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                "detail": "532 followers of ScrapeGraphAI",
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                ],
                "max_points": 25
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              {
                "key": "track_record",
                "name": "Track record",
                "detail": "30 public repos, account ~2 yr old",
                "points": 15.2,
                "status": "partial",
                "details": [
                  {
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                  {
                    "code": "account_age_years",
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                "max_points": 25
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          {
            "key": "package_maintenance",
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            "name": "Package maintenance",
            "note": null,
            "notes": [],
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            "inputs": {
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              "ecosystems": "pypi",
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            "components": [
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                "key": "published_resolvable",
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                "detail": "1 package(s) on pypi",
                "points": 25,
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                "details": [
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                "max_points": 25
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                "key": "publish_recency",
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                "max_points": 35
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                "key": "version_history",
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                "points": 20,
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                "max_points": 20
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                "key": "not_deprecated",
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                "max_points": 20
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            ]
          }
        ],
        "description": "Will the project survive its people — bus factor, responsiveness, who backs it, and package upkeep?"
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      {
        "key": "engineering",
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        "name": "Engineering Quality",
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        "weight": 0.2,
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                "key": "ci_workflows",
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                "max_points": 24
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                "key": "linter_config",
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              {
                "key": "openssf_scorecard_ci_tests",
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          }
        ],
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            "value": 56,
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                "key": "code_review",
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              },
              {
                "key": "dependency_update_tool",
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              },
              {
                "key": "fuzzing",
                "name": "Fuzzing",
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                "points": 0,
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              {
                "key": "maintained",
                "name": "Maintained",
                "detail": "24 commit(s) and 3 issue activity found in the last 90 days -- score normalized to 10",
                "points": 7.5,
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                "key": "sast",
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                "key": "security_policy",
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                "key": "signed_releases",
                "name": "Signed-Releases",
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                "points": 0,
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                "details": [
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                ],
                "max_points": 7.5
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                "key": "token_permissions",
                "name": "Token-Permissions",
                "detail": "detected GitHub workflow tokens with excessive permissions",
                "points": 0,
                "status": "missed",
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              {
                "key": "vulnerabilities",
                "name": "Vulnerabilities",
                "detail": "119 existing vulnerabilities detected",
                "points": 0,
                "status": "missed",
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            ]
          },
          {
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            "note": "Excluded from scoring (no data or not applicable): No advisories left outstanding. Remaining weights renormalized. Matched the pypi:scrapegraphai@2.1.6 runtime dependency closure — what installing the published package pulls in — 100 packages. Reachability is not analyzed.",
            "notes": [
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                "code": "excluded_no_data",
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                "code": "weights_renormalized",
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                "code": "advisories_scope_published",
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                "code": "advisories_reachability",
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            ],
            "value": 100,
            "inputs": {
              "source": "osv",
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              "assessed_packages": 100,
              "unassessed_packages": 0,
              "affected_by_severity": "none",
              "direct_affected_packages": 0
            },
            "components": [
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                "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": [
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                ],
                "max_points": 35
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              {
                "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": [
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                    "code": "no_indirect_advisories",
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                ],
                "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",
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                ],
                "max_points": 40
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            ]
          },
          {
            "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": 100,
              "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"
              ],
              "commit_weight_rule": {
                "min_commits": 50,
                "min_commit_share": 0.1
              },
              "review_only_matches": 0,
              "below_threshold_exposures": [],
              "assessed_self_published_locations": 10
            },
            "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": 55,
        "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": 0.811,
              "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": "77 of 95 human commits state their intent (structured subject or explanatory body)",
                "points": 40,
                "status": "met",
                "details": [
                  {
                    "code": "legible_history",
                    "params": {
                      "legible": 77,
                      "sampled": 95
                    }
                  }
                ],
                "max_points": 40
              }
            ]
          },
          {
            "key": "ai_verify_loop",
            "band": "good",
            "name": "Verify loop (build / test / typecheck)",
            "note": null,
            "notes": [],
            "value": 71,
            "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": true,
              "typecheck_configs": [],
              "agent_commit_share": 0.19,
              "toolchain_manifests": [],
              "dependency_bot_commit_share": 0
            },
            "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": 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": "19 of the last 100 commits agent-authored or agent-credited",
                "points": 10,
                "status": "met",
                "details": [
                  {
                    "code": "agent_authored_commits",
                    "params": {
                      "count": 19,
                      "sampled": 100
                    }
                  }
                ],
                "max_points": 10
              },
              {
                "key": "automated_maintenance",
                "name": "Automated maintenance",
                "detail": "no automated dependency updates observed",
                "points": 0,
                "status": "missed",
                "details": [
                  {
                    "code": "no_dependency_automation",
                    "params": {}
                  }
                ],
                "max_points": 8
              },
              {
                "key": "openssf_scorecard_pinned_dependencies",
                "name": "OpenSSF Scorecard: Pinned-Dependencies",
                "detail": "dependency not pinned by hash detected -- score normalized to 0",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 10
              }
            ]
          },
          {
            "key": "ai_code_legibility",
            "band": "moderate",
            "name": "Code legibility for models",
            "note": null,
            "notes": [],
            "value": 55,
            "inputs": {
              "primary_language": "Python",
              "largest_source_bytes": 76219,
              "source_files_sampled": 263,
              "oversized_source_files": 1
            },
            "components": [
              {
                "key": "type_checkable_code",
                "name": "Type-checkable code",
                "detail": "Python without a type-check config",
                "points": 0,
                "status": "missed",
                "details": [
                  {
                    "code": "no_typecheck_config_language",
                    "params": {
                      "language": "Python"
                    }
                  }
                ],
                "max_points": 45
              },
              {
                "key": "manageable_file_sizes",
                "name": "Manageable file sizes",
                "detail": "1/263 source files over 60KB",
                "points": 54.8,
                "status": "partial",
                "details": [
                  {
                    "code": "oversized_source_files",
                    "params": {
                      "kb": 60,
                      "sampled": 263,
                      "oversized": 1
                    }
                  }
                ],
                "max_points": 55
              }
            ]
          },
          {
            "key": "ai_interfaces",
            "band": "at_risk",
            "name": "Machine-readable interfaces",
            "note": null,
            "notes": [],
            "value": 40,
            "inputs": {
              "example_dirs": [
                "examples",
                "notebooks"
              ],
              "has_mcp_signal": false,
              "api_schema_files": []
            },
            "components": [
              {
                "key": "api_schema_openapi_graphql_proto",
                "name": "API schema (OpenAPI/GraphQL/proto)",
                "detail": null,
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 40
              },
              {
                "key": "mcp_server",
                "name": "MCP server",
                "detail": null,
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 20
              },
              {
                "key": "runnable_examples",
                "name": "Runnable examples",
                "detail": "examples, notebooks",
                "points": 40,
                "status": "met",
                "details": [
                  {
                    "code": "file_list",
                    "params": {
                      "files": "examples, 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": "1.14.0"
  },
  "warnings": [
    "Star history unavailable: GitHub GraphQL error: Resource not accessible by personal access token"
  ],
  "report_type": "repository",
  "generated_at": "2026-07-30T09:55:02.659868Z",
  "schema_version": "0.27.0",
  "badge_url": "https://raw.githubusercontent.com/inspect-software/badges/main/v1/s/ScrapeGraphAI/Scrapegraph-ai.svg",
  "full_name": "ScrapeGraphAI/Scrapegraph-ai",
  "license_state": "standard",
  "license_spdx": "MIT"
}
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 v1.14.0, schema v0.27.0 — full methodology · metrics wiki.
How one result sits in the wider record: aggregate statistics — PyPI.
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Score profile

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