Software health reportschema 0.16.0 · metrics 1.13.0 · 2026-07-21 02:53 UTC

feyninc / chonkie

🦛 CHONK docs with Chonkie ✨ — The lightweight ingestion library for fast, efficient and robust RAG pipelines

PythonMIT★ 4,538 stars⑂ 332 forkssince Mar 2025View on GitHub ↗

#rag #chonkie #chunker #chunking-algorithm #retrieval-systems #semantic-chunker #similarity-search #text-splitter #ai #llms #splitting-algorithms

feyninc/chonkie holds a health index of 77 out of 100, placing it in the Good band. It scores highest on Vitality (99/100) and lowest on AI Readiness (47/100). It was last updated 3 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

FeynOrganization

146 followers16 public repossince Mar 2025

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	chonkiepoints to another repo — not scored	1.7.0	1,203,286	62	13 days ago	chunking rag retrieval-augmented-generation nlp natural-language-processing text-processing text-analysis text-chunking artificial-intelligence machine-learning

Metrics by category

Vitality

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

99Excellent · 22% of overall

Development activity

99Excellent

How it's scored

36/36	Push recency — last push 3 days ago
35.3/36	Commit cadence — 51/52 weeks with commits
18/18	Commit volume — 1,420 commits in the last year
10/10	OpenSSF Scorecard: Maintained — 30 commit(s) and 5 issue activity found in the last 90 days -- score normalized to 10

Inputs used

commits_last_year	1,420
human_commit_share	—
days_since_last_push	3
active_weeks_last_year	51

Release discipline

100Excellent

How it's scored

27/27	Ships releases — 45 releases published
36/36	Release recency — latest release 13 days ago
27/27	Release cadence — a release every ~12.3 days
0/10	OpenSSF Scorecard: Signed-Releases — no data

Inputs used

releases_count	45
latest_release_tag	v1.7.0
releases_from_tags	no
days_since_latest_release	13
mean_days_between_releases	12.3

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?

79Good · 18% of overall

Popularity & adoption

86Excellent

How it's scored

59.3/60	Stars — 4,538 stars
21/25	Forks — 332 forks
6.2/15	Watchers — 14 watchers

Inputs used

forks	332
stars	4,538
watchers	14
growth_state	unverified
growth_factor_pct	100
growth_unverified_reason	no_history

Community health

70Good

How it's scored

22.5/22.5	README
22.5/22.5	License — recognized license (MIT)
18/18	CONTRIBUTING guide
0/13.5	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	no
has_pull_request_template	no

Sustainability & Governance

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

62Moderate · 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
11.6/22.5	Commit distribution — top contributor authored 48% of commits
13.5/13.5	Contributor breadth — 38 contributors
10/10	OpenSSF Scorecard: Contributors — project has 15 contributing companies or organizations

Inputs used

bus_factor	2
contributors_sampled	38
top_contributor_share	0.485

Issue & PR responsiveness

71Good

How it's scored

38.2/46.8	Issue resolution — 82% of issues closed
33.2/38.3	PR acceptance — 392/451 decided PRs merged
0/15	OpenSSF Scorecard: Code-Review — Found 0/8 approved changesets -- score normalized to 0

Inputs used

merged_prs	392
open_issues	26
closed_issues	116
issue_closed_ratio	0.817
closed_unmerged_prs	59

Ownership & stewardship

57Moderate

How it's scored

30/30	Ownership backing — organization-owned
0/20	Verified domain
15.6/25	Owner reach — 146 followers of feyninc
11.6/25	Track record — 16 public repos, account ~1 yr old

Inputs used

followers	146
owner_type	Organization
is_verified	—
owner_login	feyninc
public_repos	16
account_age_days	479

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 — 8 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 — 9 out of 9 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://docs.chonkie.ai
10/10	Repository description
10/10	Topics — 11 topics
0/10	Wiki

Inputs used

topics	rag, chonkie, chunker, chunking-algorithm, retrieval-systems, semantic-chunker, similarity-search, text-splitter, ai, llms, splitting-algorithms
has_wiki	no
homepage	https://docs.chonkie.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?

68Moderate · 16% of overall

Security posture

60Moderate

How it's scored

7.5/7.5	Binary-Artifacts — no binaries found in the repo
4.5/7.5	Branch-Protection — branch protection is not maximal on development and all release branches
2.5/2.5	CI-Tests — 9 out of 9 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
0/7.5	Code-Review — Found 0/8 approved changesets -- score normalized to 0
2.5/2.5	Contributors — project has 15 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 — 30 commit(s) and 5 issue activity found in the last 90 days -- score normalized to 10
5/5	Packaging — packaging workflow detected
0/5	Pinned-Dependencies — dependency not pinned by hash detected -- score normalized to 0
5/5	SAST — SAST tool is run on all commits
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
3.8/7.5	Vulnerabilities — 5 existing vulnerabilities detected

Inputs used

source	openssf_scorecard
checks_evaluated	17
scorecard_version	v5.5.0
checks_inconclusive	1
scorecard_aggregate	6

Excluded from scoring (no data or not applicable): 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	11
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:chonkie@1.7.0 runtime dependency closure — what installing the published package pulls in — 11 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.

47At risk · 0% of overall

Agent context & guidance

25Critical

How it's scored

0/45	Agent instructions — no CLAUDE.md / AGENTS.md / editor rules
15/15	Machine-readable docs (llms.txt) — llms.txt present
0/40	Legible commit history — no data

Inputs used

has_llms_txt	yes
legible_history_share	—
agent_instruction_files	—
agent_instruction_max_bytes	—

Excluded from scoring (no data or not applicable): Legible commit history. Remaining weights renormalized.

Verify loop (build / test / typecheck)

53Moderate

How it's scored

0/18	One-command bootstrap
22/22	Automated tests
0/11	Lint / format config
11/11	Static type checking — docs/tsconfig.json, src/chonkie/py.typed
10/10	Reproducible environment — Dockerfile, lockfile
0/10	Demonstrated agent practice — no data
5/8	Automated maintenance — dependency automation configured, none observed in the sampled commits
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	pnpm-lock.yaml, uv.lock
has_dockerfile	yes
typed_language	no
bootstrap_files	—
has_devcontainer	no
has_linter_config	no
typecheck_configs	docs/tsconfig.json, src/chonkie/py.typed
agent_commit_share	—
toolchain_manifests	—
dependency_bot_commit_share	0

Excluded from scoring (no data or not applicable): Demonstrated agent practice. Remaining weights renormalized.

Code legibility for models

82Good

How it's scored

27/45	Type-checkable code — Python with type-check config (docs/tsconfig.json, src/chonkie/py.typed)
55/55	Manageable file sizes — 0/242 source files over 60KB

Inputs used

primary_language	Python
largest_source_bytes	45,374
source_files_sampled	242
oversized_source_files	0

Machine-readable interfaces

40At risk

How it's scored

0/40	API schema (OpenAPI/GraphQL/proto)
0/20	MCP server
40/40	Runnable examples — samples

Inputs used

example_dirs	samples
has_mcp_signal	no
api_schema_files	—

Key facts

4,538GitHub stars

38contributors

1,420commits, last 12 months

3days since last push

45releases

2bus factor

26open issues

npm, PyPIpackage ecosystems

Data collection warnings

pypi package 'chonkie' points at a different repository (https://github.com/chonkie-inc/chonkie); excluded from ecosystem scoring

More detail

OpenSSF Scorecard 6.0 / 10

6.0aggregate

Independent, tool-agnostic security assessment from the open-source OpenSSF Scorecard. Each check rewards a security practice, not a specific vendor's tool. Checks Scorecard could not determine are marked n/a and excluded from the security score (never counted as zero).Scorecard v5.5.0 · 2026-07-21 02:53 UTC

10	Binary-Artifacts	no binaries found in the repo
6	Branch-Protection	branch protection is not maximal on development and all release branches
10	CI-Tests	9 out of 9 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
0	Code-Review	Found 0/8 approved changesets -- score normalized to 0
10	Contributors	project has 15 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	30 commit(s) and 5 issue activity found in the last 90 days -- score normalized to 10
10	Packaging	packaging workflow detected
0	Pinned-Dependencies	dependency not pinned by hash detected -- score normalized to 0
10	SAST	SAST tool is run on all commits
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
5	Vulnerabilities	5 existing vulnerabilities detected

Direct dependencies 6

Registry	Package	Version constraint	Manifest
PyPI	tqdm	`>=4.64.0`	pyproject.toml
PyPI	numpy	`>=2.0.0`	pyproject.toml
PyPI	chonkie-core	`>=0.10.2`	pyproject.toml
PyPI	tenacity	`>=8.0.0`	pyproject.toml
PyPI	httpx	`>=0.28.1`	pyproject.toml
PyPI	tokie	`>=0.0.10`	pyproject.toml

All dependencies 676

Full resolved dependency set from the GitHub dependency graph: 8 direct and 668 indirect (transitive) packages. The transitive closure is complete when the repository commits a lockfile.

Registry	Package	Version	Relation
PyPI	chonkie-core	`0.10.2`	direct
PyPI	httpx	`0.28.1`	direct
PyPI	numpy	`2.2.6`	direct
PyPI	numpy	`2.4.6`	direct
PyPI	numpy	`2.5.1`	direct
PyPI	tenacity	`9.1.4`	direct
PyPI	tokie	`0.0.10`	direct
PyPI	tqdm	`4.68.3`	direct
npm	@alloc/quick-lru	`5.2.0`	indirect
npm	@emnapi/runtime	`1.11.1`	indirect
npm	@esbuild/aix-ppc64	`0.28.1`	indirect
npm	@esbuild/android-arm	`0.28.1`	indirect
npm	@esbuild/android-arm64	`0.28.1`	indirect
npm	@esbuild/android-x64	`0.28.1`	indirect
npm	@esbuild/darwin-arm64	`0.28.1`	indirect
npm	@esbuild/darwin-x64	`0.28.1`	indirect
npm	@esbuild/freebsd-arm64	`0.28.1`	indirect
npm	@esbuild/freebsd-x64	`0.28.1`	indirect
npm	@esbuild/linux-arm	`0.28.1`	indirect
npm	@esbuild/linux-arm64	`0.28.1`	indirect
npm	@esbuild/linux-ia32	`0.28.1`	indirect
npm	@esbuild/linux-loong64	`0.28.1`	indirect
npm	@esbuild/linux-mips64el	`0.28.1`	indirect
npm	@esbuild/linux-ppc64	`0.28.1`	indirect
npm	@esbuild/linux-riscv64	`0.28.1`	indirect
npm	@esbuild/linux-s390x	`0.28.1`	indirect
npm	@esbuild/linux-x64	`0.28.1`	indirect
npm	@esbuild/netbsd-arm64	`0.28.1`	indirect
npm	@esbuild/netbsd-x64	`0.28.1`	indirect
npm	@esbuild/openbsd-arm64	`0.28.1`	indirect
npm	@esbuild/openbsd-x64	`0.28.1`	indirect
npm	@esbuild/openharmony-arm64	`0.28.1`	indirect
npm	@esbuild/sunos-x64	`0.28.1`	indirect
npm	@esbuild/win32-arm64	`0.28.1`	indirect
npm	@esbuild/win32-ia32	`0.28.1`	indirect
npm	@esbuild/win32-x64	`0.28.1`	indirect
npm	@floating-ui/core	`1.7.5`	indirect
npm	@floating-ui/dom	`1.7.6`	indirect
npm	@floating-ui/react-dom	`2.1.8`	indirect
npm	@floating-ui/utils	`0.2.11`	indirect
npm	@fuma-translate/react	`1.0.2`	indirect
npm	@fumadocs/tailwind	`0.0.5`	indirect
npm	@img/colour	`1.1.0`	indirect
npm	@img/sharp-darwin-arm64	`0.34.5`	indirect
npm	@img/sharp-darwin-x64	`0.34.5`	indirect
npm	@img/sharp-libvips-darwin-arm64	`1.2.4`	indirect
npm	@img/sharp-libvips-darwin-x64	`1.2.4`	indirect
npm	@img/sharp-libvips-linux-arm	`1.2.4`	indirect
npm	@img/sharp-libvips-linux-arm64	`1.2.4`	indirect
npm	@img/sharp-libvips-linux-ppc64	`1.2.4`	indirect
npm	@img/sharp-libvips-linux-riscv64	`1.2.4`	indirect
npm	@img/sharp-libvips-linux-s390x	`1.2.4`	indirect
npm	@img/sharp-libvips-linux-x64	`1.2.4`	indirect
npm	@img/sharp-libvips-linuxmusl-arm64	`1.2.4`	indirect
npm	@img/sharp-libvips-linuxmusl-x64	`1.2.4`	indirect
npm	@img/sharp-linux-arm	`0.34.5`	indirect
npm	@img/sharp-linux-arm64	`0.34.5`	indirect
npm	@img/sharp-linux-ppc64	`0.34.5`	indirect
npm	@img/sharp-linux-riscv64	`0.34.5`	indirect
npm	@img/sharp-linux-s390x	`0.34.5`	indirect
npm	@img/sharp-linux-x64	`0.34.5`	indirect
npm	@img/sharp-linuxmusl-arm64	`0.34.5`	indirect
npm	@img/sharp-linuxmusl-x64	`0.34.5`	indirect
npm	@img/sharp-wasm32	`0.34.5`	indirect
npm	@img/sharp-win32-arm64	`0.34.5`	indirect
npm	@img/sharp-win32-ia32	`0.34.5`	indirect
npm	@img/sharp-win32-x64	`0.34.5`	indirect
npm	@jridgewell/gen-mapping	`0.3.13`	indirect
npm	@jridgewell/remapping	`2.3.5`	indirect
npm	@jridgewell/resolve-uri	`3.1.2`	indirect
npm	@jridgewell/sourcemap-codec	`1.5.5`	indirect
npm	@jridgewell/trace-mapping	`0.3.31`	indirect
npm	@mdx-js/mdx	`3.1.1`	indirect
npm	@next/env	`16.2.9`	indirect
npm	@next/swc-darwin-arm64	`16.2.9`	indirect
npm	@next/swc-darwin-x64	`16.2.9`	indirect
npm	@next/swc-linux-arm64-gnu	`16.2.9`	indirect
npm	@next/swc-linux-arm64-musl	`16.2.9`	indirect
npm	@next/swc-linux-x64-gnu	`16.2.9`	indirect
npm	@next/swc-linux-x64-musl	`16.2.9`	indirect
npm	@next/swc-win32-arm64-msvc	`16.2.9`	indirect
npm	@next/swc-win32-x64-msvc	`16.2.9`	indirect
npm	@orama/orama	`3.1.18`	indirect
npm	@radix-ui/number	`1.1.2`	indirect
npm	@radix-ui/primitive	`1.1.4`	indirect
npm	@radix-ui/react-accordion	`1.2.14`	indirect
npm	@radix-ui/react-arrow	`1.1.10`	indirect
npm	@radix-ui/react-collapsible	`1.1.14`	indirect
npm	@radix-ui/react-collection	`1.1.10`	indirect
npm	@radix-ui/react-compose-refs	`1.1.3`	indirect
npm	@radix-ui/react-context	`1.1.4`	indirect
npm	@radix-ui/react-dialog	`1.1.17`	indirect
npm	@radix-ui/react-direction	`1.1.2`	indirect
npm	@radix-ui/react-dismissable-layer	`1.1.13`	indirect
npm	@radix-ui/react-focus-guards	`1.1.4`	indirect
npm	@radix-ui/react-focus-scope	`1.1.10`	indirect
npm	@radix-ui/react-id	`1.1.2`	indirect
npm	@radix-ui/react-navigation-menu	`1.2.16`	indirect
npm	@radix-ui/react-popover	`1.1.17`	indirect
npm	@radix-ui/react-popper	`1.3.1`	indirect
npm	@radix-ui/react-portal	`1.1.12`	indirect
npm	@radix-ui/react-presence	`1.1.6`	indirect
npm	@radix-ui/react-primitive	`2.1.6`	indirect
npm	@radix-ui/react-roving-focus	`1.1.13`	indirect
npm	@radix-ui/react-scroll-area	`1.2.12`	indirect
npm	@radix-ui/react-slot	`1.3.0`	indirect
npm	@radix-ui/react-tabs	`1.1.15`	indirect
npm	@radix-ui/react-use-callback-ref	`1.1.2`	indirect
npm	@radix-ui/react-use-controllable-state	`1.2.3`	indirect
npm	@radix-ui/react-use-effect-event	`0.0.3`	indirect
npm	@radix-ui/react-use-escape-keydown	`1.1.2`	indirect
npm	@radix-ui/react-use-layout-effect	`1.1.2`	indirect
npm	@radix-ui/react-use-previous	`1.1.2`	indirect
npm	@radix-ui/react-use-rect	`1.1.2`	indirect
npm	@radix-ui/react-use-size	`1.1.2`	indirect
npm	@radix-ui/react-visually-hidden	`1.2.6`	indirect
npm	@radix-ui/rect	`1.1.2`	indirect
npm	@shikijs/core	`4.2.0`	indirect
npm	@shikijs/engine-javascript	`4.2.0`	indirect
npm	@shikijs/engine-oniguruma	`4.2.0`	indirect
npm	@shikijs/langs	`4.2.0`	indirect
npm	@shikijs/primitive	`4.2.0`	indirect
npm	@shikijs/themes	`4.2.0`	indirect
npm	@shikijs/types	`4.2.0`	indirect
npm	@shikijs/vscode-textmate	`10.0.2`	indirect
npm	@standard-schema/spec	`1.1.0`	indirect
npm	@swc/helpers	`0.5.15`	indirect
npm	@tailwindcss/node	`4.3.1`	indirect
npm	@tailwindcss/oxide	`4.3.1`	indirect
npm	@tailwindcss/oxide-android-arm64	`4.3.1`	indirect
npm	@tailwindcss/oxide-darwin-arm64	`4.3.1`	indirect
npm	@tailwindcss/oxide-darwin-x64	`4.3.1`	indirect
npm	@tailwindcss/oxide-freebsd-x64	`4.3.1`	indirect
npm	@tailwindcss/oxide-linux-arm-gnueabihf	`4.3.1`	indirect
npm	@tailwindcss/oxide-linux-arm64-gnu	`4.3.1`	indirect
npm	@tailwindcss/oxide-linux-arm64-musl	`4.3.1`	indirect
npm	@tailwindcss/oxide-linux-x64-gnu	`4.3.1`	indirect
npm	@tailwindcss/oxide-linux-x64-musl	`4.3.1`	indirect
npm	@tailwindcss/oxide-wasm32-wasi	`4.3.1`	indirect
npm	@tailwindcss/oxide-win32-arm64-msvc	`4.3.1`	indirect
npm	@tailwindcss/oxide-win32-x64-msvc	`4.3.1`	indirect
npm	@tailwindcss/postcss	`4.3.1`	indirect
npm	@types/debug	`4.1.13`	indirect
npm	@types/estree	`1.0.9`	indirect
npm	@types/estree-jsx	`1.0.5`	indirect
npm	@types/hast	`3.0.4`	indirect
npm	@types/mdast	`4.0.4`	indirect
npm	@types/mdx	`2.0.14`	indirect
npm	@types/ms	`2.1.0`	indirect
npm	@types/node	`22.19.21`	indirect
npm	@types/react	`19.2.17`	indirect
npm	@types/react-dom	`19.2.3`	indirect
npm	@types/unist	`2.0.11`	indirect
npm	@types/unist	`3.0.3`	indirect
npm	@ungap/structured-clone	`1.3.1`	indirect
npm	acorn	`8.17.0`	indirect
npm	acorn-jsx	`5.3.2`	indirect
npm	argparse	`2.0.1`	indirect
npm	aria-hidden	`1.2.6`	indirect
npm	astring	`1.9.0`	indirect
npm	bail	`2.0.2`	indirect
npm	baseline-browser-mapping	`2.10.38`	indirect
npm	caniuse-lite	`1.0.30001799`	indirect
npm	ccount	`2.0.1`	indirect
npm	character-entities	`2.0.2`	indirect
npm	character-entities-html4	`2.1.0`	indirect
npm	character-entities-legacy	`3.0.0`	indirect
npm	character-reference-invalid	`2.0.1`	indirect
npm	chokidar	`5.0.0`	indirect
npm	class-variance-authority	`0.7.1`	indirect
npm	client-only	`0.0.1`	indirect
npm	clsx	`2.1.1`	indirect
npm	collapse-white-space	`2.1.0`	indirect
npm	comma-separated-tokens	`2.0.3`	indirect
npm	compute-scroll-into-view	`3.1.1`	indirect
npm	csstype	`3.2.3`	indirect
npm	debug	`4.4.3`	indirect
npm	decode-named-character-reference	`1.3.0`	indirect
npm	dequal	`2.0.3`	indirect
npm	detect-libc	`2.1.2`	indirect
npm	detect-node-es	`1.1.0`	indirect
npm	devlop	`1.1.0`	indirect
npm	enhanced-resolve	`5.21.6`	indirect
npm	entities	`6.0.1`	indirect
npm	esast-util-from-estree	`2.0.0`	indirect
npm	esast-util-from-js	`2.0.1`	indirect
npm	esbuild	`0.28.1`	indirect
npm	escape-string-regexp	`5.0.0`	indirect
npm	estree-util-attach-comments	`3.0.0`	indirect
npm	estree-util-build-jsx	`3.0.1`	indirect
npm	estree-util-is-identifier-name	`3.0.0`	indirect
npm	estree-util-scope	`1.0.0`	indirect
npm	estree-util-to-js	`2.0.0`	indirect
npm	estree-util-value-to-estree	`3.5.0`	indirect
npm	estree-util-visit	`2.0.0`	indirect
npm	estree-walker	`3.0.3`	indirect
npm	extend	`3.0.2`	indirect
npm	fdir	`6.5.0`	indirect
npm	framer-motion	`12.40.0`	indirect
npm	fumadocs-core	`16.10.4`	indirect
npm	fumadocs-mdx	`15.0.12`	indirect
npm	fumadocs-ui	`16.10.4`	indirect
npm	get-nonce	`1.0.1`	indirect
npm	github-slugger	`2.0.0`	indirect
npm	graceful-fs	`4.2.11`	indirect
npm	hast-util-from-parse5	`8.0.3`	indirect
npm	hast-util-parse-selector	`4.0.0`	indirect
npm	hast-util-raw	`9.1.0`	indirect
npm	hast-util-to-estree	`3.1.3`	indirect
npm	hast-util-to-html	`9.0.5`	indirect
npm	hast-util-to-jsx-runtime	`2.3.6`	indirect
npm	hast-util-to-parse5	`8.0.1`	indirect
npm	hast-util-whitespace	`3.0.0`	indirect
npm	hastscript	`9.0.1`	indirect
npm	html-void-elements	`3.0.0`	indirect
npm	inline-style-parser	`0.2.7`	indirect
npm	is-alphabetical	`2.0.1`	indirect
npm	is-alphanumerical	`2.0.1`	indirect
npm	is-decimal	`2.0.1`	indirect
npm	is-hexadecimal	`2.0.1`	indirect
npm	is-plain-obj	`4.1.0`	indirect
npm	jiti	`2.7.0`	indirect
npm	js-yaml	`4.2.0`	indirect
npm	lightningcss	`1.32.0`	indirect
npm	lightningcss-android-arm64	`1.32.0`	indirect
npm	lightningcss-darwin-arm64	`1.32.0`	indirect
npm	lightningcss-darwin-x64	`1.32.0`	indirect
npm	lightningcss-freebsd-x64	`1.32.0`	indirect
npm	lightningcss-linux-arm-gnueabihf	`1.32.0`	indirect
npm	lightningcss-linux-arm64-gnu	`1.32.0`	indirect
npm	lightningcss-linux-arm64-musl	`1.32.0`	indirect
npm	lightningcss-linux-x64-gnu	`1.32.0`	indirect
npm	lightningcss-linux-x64-musl	`1.32.0`	indirect
npm	lightningcss-win32-arm64-msvc	`1.32.0`	indirect
npm	lightningcss-win32-x64-msvc	`1.32.0`	indirect
npm	longest-streak	`3.1.0`	indirect
npm	lucide-react	`1.21.0`	indirect
npm	magic-string	`0.30.21`	indirect
npm	markdown-extensions	`2.0.0`	indirect
npm	markdown-table	`3.0.4`	indirect
npm	mdast-util-find-and-replace	`3.0.2`	indirect
npm	mdast-util-from-markdown	`2.0.3`	indirect
npm	mdast-util-gfm	`3.1.0`	indirect
npm	mdast-util-gfm-autolink-literal	`2.0.1`	indirect
npm	mdast-util-gfm-footnote	`2.1.0`	indirect
npm	mdast-util-gfm-strikethrough	`2.0.0`	indirect
npm	mdast-util-gfm-table	`2.0.0`	indirect
npm	mdast-util-gfm-task-list-item	`2.0.0`	indirect
npm	mdast-util-mdx	`3.0.0`	indirect
npm	mdast-util-mdx-expression	`2.0.1`	indirect
npm	mdast-util-mdx-jsx	`3.2.0`	indirect
npm	mdast-util-mdxjs-esm	`2.0.1`	indirect
npm	mdast-util-phrasing	`4.1.0`	indirect
npm	mdast-util-to-hast	`13.2.1`	indirect
npm	mdast-util-to-markdown	`2.1.2`	indirect
npm	mdast-util-to-string	`4.0.0`	indirect
npm	micromark	`4.0.2`	indirect
npm	micromark-core-commonmark	`2.0.3`	indirect
npm	micromark-extension-gfm	`3.0.0`	indirect
npm	micromark-extension-gfm-autolink-literal	`2.1.0`	indirect
npm	micromark-extension-gfm-footnote	`2.1.0`	indirect
npm	micromark-extension-gfm-strikethrough	`2.1.0`	indirect
npm	micromark-extension-gfm-table	`2.1.1`	indirect
npm	micromark-extension-gfm-tagfilter	`2.0.0`	indirect
npm	micromark-extension-gfm-task-list-item	`2.1.0`	indirect
npm	micromark-extension-mdx-expression	`3.0.1`	indirect
npm	micromark-extension-mdx-jsx	`3.0.2`	indirect
npm	micromark-extension-mdx-md	`2.0.0`	indirect
npm	micromark-extension-mdxjs	`3.0.0`	indirect
npm	micromark-extension-mdxjs-esm	`3.0.0`	indirect
npm	micromark-factory-destination	`2.0.1`	indirect
npm	micromark-factory-label	`2.0.1`	indirect
npm	micromark-factory-mdx-expression	`2.0.3`	indirect
npm	micromark-factory-space	`2.0.1`	indirect
npm	micromark-factory-title	`2.0.1`	indirect
npm	micromark-factory-whitespace	`2.0.1`	indirect
npm	micromark-util-character	`2.1.1`	indirect
npm	micromark-util-chunked	`2.0.1`	indirect
npm	micromark-util-classify-character	`2.0.1`	indirect
npm	micromark-util-combine-extensions	`2.0.1`	indirect
npm	micromark-util-decode-numeric-character-reference	`2.0.2`	indirect
npm	micromark-util-decode-string	`2.0.1`	indirect
npm	micromark-util-encode	`2.0.1`	indirect
npm	micromark-util-events-to-acorn	`2.0.3`	indirect
npm	micromark-util-html-tag-name	`2.0.1`	indirect
npm	micromark-util-normalize-identifier	`2.0.1`	indirect
npm	micromark-util-resolve-all	`2.0.1`	indirect
npm	micromark-util-sanitize-uri	`2.0.1`	indirect
npm	micromark-util-subtokenize	`2.1.0`	indirect
npm	micromark-util-symbol	`2.0.1`	indirect
npm	micromark-util-types	`2.0.2`	indirect
npm	motion	`12.40.0`	indirect
npm	motion-dom	`12.40.0`	indirect
npm	motion-utils	`12.39.0`	indirect
npm	ms	`2.1.3`	indirect
npm	nanoid	`3.3.13`	indirect
npm	next	`16.2.9`	indirect
npm	next-themes	`0.4.6`	indirect
npm	oniguruma-parser	`0.12.2`	indirect
npm	oniguruma-to-es	`4.3.6`	indirect
npm	parse-entities	`4.0.2`	indirect
npm	parse5	`7.3.0`	indirect
npm	picocolors	`1.1.1`	indirect
npm	picomatch	`4.0.4`	indirect
npm	postcss	`8.4.31`	indirect
npm	postcss	`8.5.15`	indirect
npm	property-information	`7.2.0`	indirect
npm	react	`19.2.7`	indirect
npm	react-dom	`19.2.7`	indirect
npm	react-remove-scroll	`2.7.2`	indirect
npm	react-remove-scroll-bar	`2.3.8`	indirect
npm	react-style-singleton	`2.2.3`	indirect
npm	readdirp	`5.0.0`	indirect
npm	recma-build-jsx	`1.0.0`	indirect
npm	recma-jsx	`1.0.1`	indirect
npm	recma-parse	`1.0.0`	indirect
npm	recma-stringify	`1.0.0`	indirect
npm	regex	`6.1.0`	indirect
npm	regex-recursion	`6.0.2`	indirect
npm	regex-utilities	`2.3.0`	indirect
npm	rehype-raw	`7.0.0`	indirect
npm	rehype-recma	`1.0.0`	indirect
npm	remark	`15.0.1`	indirect
npm	remark-gfm	`4.0.1`	indirect
npm	remark-mdx	`3.1.1`	indirect
npm	remark-parse	`11.0.0`	indirect
npm	remark-rehype	`11.1.2`	indirect
npm	remark-stringify	`11.0.0`	indirect
npm	scheduler	`0.27.0`	indirect
npm	scroll-into-view-if-needed	`3.1.0`	indirect
npm	semver	`7.8.5`	indirect
npm	sharp	`0.34.5`	indirect
npm	shiki	`4.2.0`	indirect
npm	source-map	`0.7.6`	indirect
npm	source-map-js	`1.2.1`	indirect
npm	space-separated-tokens	`2.0.2`	indirect
npm	stringify-entities	`4.0.4`	indirect
npm	style-to-js	`1.1.21`	indirect
npm	style-to-object	`1.0.14`	indirect
npm	styled-jsx	`5.1.6`	indirect
npm	tailwind-merge	`3.6.0`	indirect
npm	tailwindcss	`4.3.1`	indirect
npm	tapable	`2.3.3`	indirect
npm	tinyexec	`1.2.4`	indirect
npm	tinyglobby	`0.2.17`	indirect
npm	trim-lines	`3.0.1`	indirect
npm	trough	`2.2.0`	indirect
npm	tslib	`2.8.1`	indirect
npm	typescript	`5.9.3`	indirect
npm	undici-types	`6.21.0`	indirect
npm	unified	`11.0.5`	indirect
npm	unist-util-is	`6.0.1`	indirect
npm	unist-util-position	`5.0.0`	indirect
npm	unist-util-position-from-estree	`2.0.0`	indirect
npm	unist-util-remove-position	`5.0.0`	indirect
npm	unist-util-stringify-position	`4.0.0`	indirect
npm	unist-util-visit	`5.1.0`	indirect
npm	unist-util-visit-parents	`6.0.2`	indirect
npm	use-callback-ref	`1.3.3`	indirect
npm	use-sidecar	`1.1.3`	indirect
npm	vfile	`6.0.3`	indirect
npm	vfile-location	`5.0.3`	indirect
npm	vfile-message	`4.0.3`	indirect
npm	web-namespaces	`2.0.1`	indirect
npm	zod	`4.4.3`	indirect
npm	zwitch	`2.0.4`	indirect
PyPI	accelerate	`1.14.0`	indirect
PyPI	aiohappyeyeballs	`2.7.1`	indirect
PyPI	aiohttp	`3.14.1`	indirect
PyPI	aiolimiter	`1.2.1`	indirect
PyPI	aiosignal	`1.4.0`	indirect
PyPI	aiosqlite	`0.22.1`	indirect
PyPI	alembic	`1.18.5`	indirect
PyPI	annotated-doc	`0.0.4`	indirect
PyPI	annotated-types	`0.7.0`	indirect
PyPI	anyio	`4.14.1`	indirect
PyPI	appnope	`0.1.4`	indirect
PyPI	argon2-cffi	`25.1.0`	indirect
PyPI	argon2-cffi-bindings	`25.1.0`	indirect
PyPI	arrow	`1.4.0`	indirect
PyPI	asttokens	`3.0.1`	indirect
PyPI	async-lru	`2.3.0`	indirect
PyPI	async-timeout	`5.0.1`	indirect
PyPI	attrs	`26.1.0`	indirect
PyPI	authlib	`1.7.2`	indirect
PyPI	azure-core	`1.41.0`	indirect
PyPI	azure-identity	`1.25.3`	indirect
PyPI	babel	`2.18.0`	indirect
PyPI	backports-asyncio-runner	`1.2.0`	indirect
PyPI	bcrypt	`5.0.0`	indirect
PyPI	beautifulsoup4	`4.15.0`	indirect
PyPI	bleach	`6.4.0`	indirect
PyPI	build	`1.5.0`	indirect
PyPI	cachetools	`7.1.4`	indirect
PyPI	catsu	`0.0.2`	indirect
PyPI	catsu	`0.1.8`	indirect
PyPI	cattrs	`26.1.0`	indirect
PyPI	cerebras-cloud-sdk	`1.67.0`	indirect
PyPI	certifi	`2026.6.17`	indirect
PyPI	cffi	`2.1.0`	indirect
PyPI	charset-normalizer	`3.4.8`	indirect
PyPI	chonkie	`1.7.0`	indirect
PyPI	chromadb	`1.5.9`	indirect
PyPI	click	`8.4.2`	indirect
PyPI	cohere	`7.0.5`	indirect
PyPI	colorama	`0.4.6`	indirect
PyPI	coloredlogs	`15.0.1`	indirect
PyPI	comm	`0.2.3`	indirect
PyPI	coverage	`7.15.0`	indirect
PyPI	cryptography	`49.0.0`	indirect
PyPI	cuda-bindings	`13.3.1`	indirect
PyPI	cuda-pathfinder	`1.5.6`	indirect
PyPI	cuda-toolkit	`13.0.2`	indirect
PyPI	datasets	`5.0.0`	indirect
PyPI	debugpy	`1.8.21`	indirect
PyPI	decorator	`5.3.1`	indirect
PyPI	defusedxml	`0.7.1`	indirect
PyPI	deprecated	`1.2.18`	indirect
PyPI	deprecation	`2.1.0`	indirect
PyPI	dill	`0.4.1`	indirect
PyPI	distro	`1.9.0`	indirect
PyPI	dnspython	`2.8.0`	indirect
PyPI	durationpy	`0.10`	indirect
PyPI	elastic-transport	`9.4.2`	indirect
PyPI	elasticsearch	`9.4.1`	indirect
PyPI	et-xmlfile	`2.0.0`	indirect
PyPI	eval-type-backport	`0.4.0`	indirect
PyPI	exceptiongroup	`1.3.1`	indirect
PyPI	execnet	`2.1.2`	indirect
PyPI	executing	`2.2.1`	indirect
PyPI	fastapi	`0.139.0`	indirect
PyPI	fastavro	`1.12.2`	indirect
PyPI	fastjsonschema	`2.21.2`	indirect
PyPI	fastuuid	`0.14.0`	indirect
PyPI	ffmpeg-python	`0.2.0`	indirect
PyPI	filelock	`3.29.6`	indirect
PyPI	flatbuffers	`25.12.19`	indirect
PyPI	flupy	`1.2.3`	indirect
PyPI	fqdn	`1.5.1`	indirect
PyPI	frozenlist	`1.8.0`	indirect
PyPI	fsspec	`2026.4.0`	indirect
PyPI	future	`1.0.0`	indirect
PyPI	google-auth	`2.55.1`	indirect
PyPI	google-genai	`2.10.0`	indirect
PyPI	googleapis-common-protos	`1.75.0`	indirect
PyPI	greenlet	`3.5.3`	indirect
PyPI	groq	`1.5.0`	indirect
PyPI	grpcio	`1.78.0`	indirect
PyPI	h11	`0.16.0`	indirect
PyPI	h2	`4.3.0`	indirect
PyPI	hf-xet	`1.5.1`	indirect
PyPI	hpack	`4.2.0`	indirect
PyPI	httpcore	`1.0.9`	indirect
PyPI	httptools	`0.8.0`	indirect
PyPI	huggingface-hub	`1.22.0`	indirect
PyPI	humanfriendly	`10.0`	indirect
PyPI	hyperframe	`6.1.0`	indirect
PyPI	idna	`3.18`	indirect
PyPI	importlib-metadata	`8.7.1`	indirect
PyPI	importlib-resources	`7.1.0`	indirect
PyPI	iniconfig	`2.3.0`	indirect
PyPI	ipykernel	`7.3.0`	indirect
PyPI	ipython	`8.39.0`	indirect
PyPI	ipython	`9.15.0`	indirect
PyPI	ipython-pygments-lexers	`1.1.1`	indirect
PyPI	ipywidgets	`8.1.8`	indirect
PyPI	isoduration	`20.11.0`	indirect
PyPI	jedi	`0.20.0`	indirect
PyPI	jinja2	`3.1.6`	indirect
PyPI	jiter	`0.16.0`	indirect
PyPI	joblib	`1.5.3`	indirect
PyPI	joserfc	`1.7.2`	indirect
PyPI	json5	`0.15.0`	indirect
PyPI	jsonpatch	`1.33`	indirect
PyPI	jsonpath-python	`1.1.6`	indirect
PyPI	jsonpointer	`3.1.1`	indirect
PyPI	jsonschema	`4.26.0`	indirect
PyPI	jsonschema-specifications	`2025.9.1`	indirect
PyPI	jupyter-builder	`1.0.2`	indirect
PyPI	jupyter-client	`8.9.1`	indirect
PyPI	jupyter-core	`5.9.1`	indirect
PyPI	jupyter-events	`0.12.1`	indirect
PyPI	jupyter-lsp	`2.3.1`	indirect
PyPI	jupyter-server	`2.20.0`	indirect
PyPI	jupyter-server-terminals	`0.5.4`	indirect
PyPI	jupyterlab	`4.6.1`	indirect
PyPI	jupyterlab-pygments	`0.3.0`	indirect
PyPI	jupyterlab-server	`2.28.0`	indirect
PyPI	jupyterlab-widgets	`3.0.16`	indirect
PyPI	kubernetes	`36.0.2`	indirect
PyPI	lance-namespace	`0.9.0`	indirect
PyPI	lance-namespace-urllib3-client	`0.9.0`	indirect
PyPI	lancedb	`0.34.0`	indirect
PyPI	langchain-core	`1.4.8`	indirect
PyPI	langchain-protocol	`0.0.18`	indirect
PyPI	langchain-text-splitters	`1.1.2`	indirect
PyPI	langsmith	`0.9.8`	indirect
PyPI	lark	`1.3.1`	indirect
PyPI	litellm	`1.91.0`	indirect
PyPI	liteparse	`2.4.1`	indirect
PyPI	lxml	`6.1.1`	indirect
PyPI	mako	`1.3.12`	indirect
PyPI	markdown-it-py	`4.2.0`	indirect
PyPI	markupsafe	`3.0.3`	indirect
PyPI	matplotlib-inline	`0.2.2`	indirect
PyPI	mdurl	`0.1.2`	indirect
PyPI	mistralai	`2.6.0`	indirect
PyPI	mistune	`3.3.2`	indirect
PyPI	mmh3	`5.2.1`	indirect
PyPI	model2vec	`0.8.2`	indirect
PyPI	mpmath	`1.3.0`	indirect
PyPI	msal	`1.37.0`	indirect
PyPI	msal-extensions	`1.3.1`	indirect
PyPI	msgspec	`0.21.1`	indirect
PyPI	multidict	`6.7.1`	indirect
PyPI	multiprocess	`0.70.19`	indirect
PyPI	narwhals	`2.23.0`	indirect
PyPI	nbclient	`0.11.0`	indirect
PyPI	nbconvert	`7.17.1`	indirect
PyPI	nbformat	`5.10.4`	indirect
PyPI	nest-asyncio2	`1.7.2`	indirect
PyPI	networkx	`3.4.2`	indirect
PyPI	networkx	`3.6.1`	indirect
PyPI	notebook	`7.6.0`	indirect
PyPI	notebook-shim	`0.2.4`	indirect
PyPI	nvidia-cublas	`13.1.1.3`	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	oauthlib	`3.3.1`	indirect
PyPI	onnxruntime	`1.23.2`	indirect
PyPI	onnxruntime	`1.27.0`	indirect
PyPI	openai	`2.44.0`	indirect
PyPI	openpyxl	`3.1.5`	indirect
PyPI	opentelemetry-api	`1.39.1`	indirect
PyPI	opentelemetry-exporter-otlp-proto-common	`1.39.1`	indirect
PyPI	opentelemetry-exporter-otlp-proto-grpc	`1.39.1`	indirect
PyPI	opentelemetry-proto	`1.39.1`	indirect
PyPI	opentelemetry-sdk	`1.39.1`	indirect
PyPI	opentelemetry-semantic-conventions	`0.60b1`	indirect
PyPI	orjson	`3.11.9`	indirect
PyPI	overrides	`7.7.0`	indirect
PyPI	packaging	`26.2`	indirect
PyPI	pandas	`2.3.3`	indirect
PyPI	pandas	`3.0.3`	indirect
PyPI	pandocfilters	`1.5.1`	indirect
PyPI	parso	`0.8.7`	indirect
PyPI	pexpect	`4.9.0`	indirect
PyPI	pgvector	`0.3.6`	indirect
PyPI	pillow	`12.3.0`	indirect
PyPI	pinecone	`9.1.0`	indirect
PyPI	platformdirs	`4.10.0`	indirect
PyPI	pluggy	`1.6.0`	indirect
PyPI	portalocker	`3.2.0`	indirect
PyPI	prometheus-client	`0.25.0`	indirect
PyPI	prompt-toolkit	`3.0.52`	indirect
PyPI	propcache	`0.5.2`	indirect
PyPI	protobuf	`6.33.6`	indirect
PyPI	psutil	`7.2.2`	indirect
PyPI	psycopg2-binary	`2.9.12`	indirect
PyPI	ptyprocess	`0.7.0`	indirect
PyPI	pure-eval	`0.2.3`	indirect
PyPI	pyarrow	`24.0.0`	indirect
PyPI	pyasn1	`0.6.3`	indirect
PyPI	pyasn1-modules	`0.4.2`	indirect
PyPI	pybase64	`1.4.3`	indirect
PyPI	pycparser	`3.0`	indirect
PyPI	pydantic	`2.13.4`	indirect
PyPI	pydantic-core	`2.46.4`	indirect
PyPI	pydantic-settings	`2.14.2`	indirect
PyPI	pygments	`2.20.0`	indirect
PyPI	pyjwt	`2.13.0`	indirect
PyPI	pymilvus	`3.0.0`	indirect
PyPI	pymongo	`4.17.0`	indirect
PyPI	pypika	`0.51.1`	indirect
PyPI	pyproject-hooks	`1.2.0`	indirect
PyPI	pyreadline3	`3.5.6`	indirect
PyPI	pytest	`9.1.1`	indirect
PyPI	pytest-asyncio	`1.4.0`	indirect
PyPI	pytest-cov	`7.1.0`	indirect
PyPI	pytest-xdist	`3.8.0`	indirect
PyPI	python-dateutil	`2.9.0.post0`	indirect
PyPI	python-dotenv	`1.2.2`	indirect
PyPI	python-json-logger	`4.1.0`	indirect
PyPI	pytz	`2026.2`	indirect
PyPI	pywin32	`312`	indirect
PyPI	pywinpty	`3.0.5`	indirect
PyPI	pyyaml	`6.0.3`	indirect
PyPI	pyzmq	`27.1.0`	indirect
PyPI	qdrant-client	`1.18.0`	indirect
PyPI	referencing	`0.37.0`	indirect
PyPI	regex	`2026.6.28`	indirect
PyPI	requests	`2.34.2`	indirect
PyPI	requests-cache	`1.3.3`	indirect
PyPI	requests-oauthlib	`2.0.0`	indirect
PyPI	requests-toolbelt	`1.0.0`	indirect
PyPI	rfc3339-validator	`0.1.4`	indirect
PyPI	rfc3986-validator	`0.1.1`	indirect
PyPI	rfc3987-syntax	`1.1.0`	indirect
PyPI	rich	`15.0.0`	indirect
PyPI	rpds-py	`0.30.0`	indirect
PyPI	rpds-py	`2026.6.3`	indirect
PyPI	ruff	`0.15.20`	indirect
PyPI	safetensors	`0.8.0`	indirect
PyPI	scikit-learn	`1.7.2`	indirect
PyPI	scikit-learn	`1.9.0`	indirect
PyPI	scipy	`1.15.3`	indirect
PyPI	scipy	`1.17.1`	indirect
PyPI	scipy	`1.18.0`	indirect
PyPI	send2trash	`2.1.0`	indirect
PyPI	sentence-transformers	`5.6.0`	indirect
PyPI	setuptools	`81.0.0`	indirect
PyPI	shellingham	`1.5.4`	indirect
PyPI	six	`1.17.0`	indirect
PyPI	sniffio	`1.3.1`	indirect
PyPI	soupsieve	`2.8.4`	indirect
PyPI	sqlalchemy	`2.0.51`	indirect
PyPI	stack-data	`0.6.3`	indirect
PyPI	starlette	`1.3.1`	indirect
PyPI	sympy	`1.14.0`	indirect
PyPI	tabulate	`0.10.0`	indirect
PyPI	teraflopai	`0.1.14`	indirect
PyPI	terminado	`0.18.1`	indirect
PyPI	threadpoolctl	`3.6.0`	indirect
PyPI	tiktoken	`0.13.0`	indirect
PyPI	tinycss2	`1.5.1`	indirect
PyPI	tokenizers	`0.22.2`	indirect
PyPI	tomli	`2.4.1`	indirect
PyPI	torch	`2.12.1`	indirect
PyPI	tornado	`6.5.7`	indirect
PyPI	traitlets	`5.15.1`	indirect
PyPI	transformers	`5.13.0`	indirect
PyPI	tree-sitter	`0.26.0`	indirect
PyPI	tree-sitter-language-pack	`1.12.2`	indirect
PyPI	triton	`3.7.1`	indirect
PyPI	turbopuffer	`2.6.0`	indirect
PyPI	ty	`0.0.56`	indirect
PyPI	typer	`0.26.8`	indirect
PyPI	types-requests	`2.33.0.20260518`	indirect
PyPI	typing-extensions	`4.16.0`	indirect
PyPI	typing-inspection	`0.4.2`	indirect
PyPI	tzdata	`2026.2`	indirect
PyPI	uri-template	`1.3.0`	indirect
PyPI	url-normalize	`3.0.0`	indirect
PyPI	urllib3	`2.7.0`	indirect
PyPI	uuid-utils	`0.16.2`	indirect
PyPI	uv	`0.11.27`	indirect
PyPI	uvicorn	`0.50.2`	indirect
PyPI	uvloop	`0.22.1`	indirect
PyPI	validators	`0.35.0`	indirect
PyPI	vecs	`0.4.5`	indirect
PyPI	voyageai	`0.4.1`	indirect
PyPI	watchfiles	`1.2.0`	indirect
PyPI	wcwidth	`0.8.2`	indirect
PyPI	weaviate-client	`4.22.0`	indirect
PyPI	webcolors	`25.10.0`	indirect
PyPI	webencodings	`0.5.1`	indirect
PyPI	websocket-client	`1.9.0`	indirect
PyPI	websockets	`16.0`	indirect
PyPI	widgetsnbextension	`4.0.15`	indirect
PyPI	wrapt	`1.17.3`	indirect
PyPI	xxhash	`3.8.1`	indirect
PyPI	yarl	`1.24.2`	indirect
PyPI	zipp	`4.1.0`	indirect
PyPI	zstandard	`0.25.0`	indirect

Dependency advisories 0

Installing pypi:chonkie@1.7.0 pulls in 11 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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            "name": "zstandard",
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        ],
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        },
        {
          "type": "User",
          "login": "chonk-lain",
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        {
          "type": "User",
          "login": "shreyash-chonkie",
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          "avatar_url": "https://avatars.githubusercontent.com/u/205269431?v=4"
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        {
          "type": "Bot",
          "login": "dependabot[bot]",
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        },
        {
          "type": "User",
          "login": "akx",
          "commits": 50,
          "avatar_url": "https://avatars.githubusercontent.com/u/58669?v=4"
        },
        {
          "type": "User",
          "login": "chimchim89",
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          "avatar_url": "https://avatars.githubusercontent.com/u/123497967?v=4"
        },
        {
          "type": "User",
          "login": "AlanPonnachan",
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          "avatar_url": "https://avatars.githubusercontent.com/u/85491837?v=4"
        },
        {
          "type": "User",
          "login": "not-lain",
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          "avatar_url": "https://avatars.githubusercontent.com/u/70411813?v=4"
        },
        {
          "type": "User",
          "login": "bhavnicksm",
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          "avatar_url": "https://avatars.githubusercontent.com/u/11348086?v=4"
        },
        {
          "type": "User",
          "login": "Harsha-Karimikonda",
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          "avatar_url": "https://avatars.githubusercontent.com/u/98268284?v=4"
        }
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      "top_contributor_share": 0.485
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      "has_tests": true,
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        "lazy-import.yml",
        "lint.yml",
        "pyodide.yml",
        "python-publish-wheels.yml",
        "python-test.yml",
        "static-type-check.yml",
        "trufflehog.yml"
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      "linter_configs": [],
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      "has_linter_config": false,
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            "reason": "no binaries found in the repo",
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          {
            "name": "Branch-Protection",
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            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#branch-protection"
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          {
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            "name": "CII-Best-Practices",
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            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#cii-best-practices"
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            "name": "Code-Review",
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            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#code-review"
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            "name": "Contributors",
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            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#contributors"
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          {
            "name": "Dangerous-Workflow",
            "score": 10,
            "reason": "no dangerous workflow patterns detected",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#dangerous-workflow"
          },
          {
            "name": "Dependency-Update-Tool",
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            "reason": "update tool detected",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#dependency-update-tool"
          },
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            "name": "Fuzzing",
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            "reason": "project is not fuzzed",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#fuzzing"
          },
          {
            "name": "License",
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            "reason": "license file detected",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#license"
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          {
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          {
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            "reason": "packaging workflow detected",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#packaging"
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            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#sast"
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            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#security-policy"
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            "name": "Vulnerabilities",
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      "key": "overall",
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      "components": []
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        "metrics": [
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            ]
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                "key": "ships_releases",
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                "key": "watchers",
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            "key": "community_health",
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            "note": null,
            "notes": [],
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            "inputs": {
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            "components": [
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                "key": "readme",
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                "points": 22.5,
                "status": "met",
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                "max_points": 22.5
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                "key": "license",
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                "points": 22.5,
                "status": "met",
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                  {
                    "code": "license_spdx",
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                "key": "contributing_guide",
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                "status": "met",
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                "max_points": 18
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                "key": "code_of_conduct",
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                "points": 0,
                "status": "missed",
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                "key": "issue_template",
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                "status": "missed",
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                "key": "pr_template",
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                "status": "missed",
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        "key": "governance",
        "band": "moderate",
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        "metrics": [
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            "key": "maintainer_resilience",
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            "notes": [],
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                "key": "bus_factor",
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                "status": "partial",
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                "key": "commit_distribution",
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                "status": "met",
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                "max_points": 13.5
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                "key": "openssf_scorecard_contributors",
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          },
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            "key": "responsiveness",
            "band": "good",
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            "note": null,
            "notes": [],
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            "inputs": {
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            "components": [
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                "key": "issue_resolution",
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                "points": 38.2,
                "status": "partial",
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                "max_points": 46.75
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                "key": "pr_acceptance",
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                "status": "partial",
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                ],
                "max_points": 38.25
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                "key": "openssf_scorecard_code_review",
                "name": "OpenSSF Scorecard: Code-Review",
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                "status": "missed",
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            ]
          },
          {
            "key": "stewardship",
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            "note": null,
            "notes": [],
            "value": 57,
            "inputs": {
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            "components": [
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                "key": "ownership_backing",
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                "status": "met",
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                "key": "verified_domain",
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                "status": "missed",
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                "key": "owner_reach",
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                  }
                ],
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                "key": "track_record",
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                "detail": "16 public repos, account ~1 yr old",
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                "status": "partial",
                "details": [
                  {
                    "code": "public_repos",
                    "params": {
                      "count": 16
                    }
                  },
                  {
                    "code": "account_age_years",
                    "params": {
                      "years": 1
                    }
                  }
                ],
                "max_points": 25
              }
            ]
          }
        ],
        "description": "Will the project survive its people — bus factor, responsiveness, who backs it, and package upkeep?"
      },
      {
        "key": "engineering",
        "band": "good",
        "name": "Engineering Quality",
        "value": 77,
        "weight": 0.2,
        "metrics": [
          {
            "key": "engineering_practices",
            "band": "moderate",
            "name": "Engineering practices",
            "note": null,
            "notes": [],
            "value": 68,
            "inputs": {
              "has_ci": true,
              "has_tests": true,
              "has_editorconfig": false,
              "has_linter_config": false,
              "has_precommit_config": false
            },
            "components": [
              {
                "key": "ci_workflows",
                "name": "CI workflows",
                "detail": "8 workflow(s)",
                "points": 24,
                "status": "met",
                "details": [
                  {
                    "code": "ci_workflows",
                    "params": {
                      "count": 8
                    }
                  }
                ],
                "max_points": 24
              },
              {
                "key": "tests_present",
                "name": "Tests present",
                "detail": null,
                "points": 24,
                "status": "met",
                "details": [],
                "max_points": 24
              },
              {
                "key": "linter_config",
                "name": "Linter config",
                "detail": null,
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 16
              },
              {
                "key": "pre_commit_hooks",
                "name": "Pre-commit hooks",
                "detail": null,
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 9.6
              },
              {
                "key": "editorconfig",
                "name": ".editorconfig",
                "detail": null,
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 6.4
              },
              {
                "key": "openssf_scorecard_ci_tests",
                "name": "OpenSSF Scorecard: CI-Tests",
                "detail": "9 out of 9 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": [
                "rag",
                "chonkie",
                "chunker",
                "chunking-algorithm",
                "retrieval-systems",
                "semantic-chunker",
                "similarity-search",
                "text-splitter",
                "ai",
                "llms",
                "splitting-algorithms"
              ],
              "has_wiki": false,
              "homepage": "https://docs.chonkie.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://docs.chonkie.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": "11 topics",
                "points": 10,
                "status": "met",
                "details": [
                  {
                    "code": "topics_count",
                    "params": {
                      "count": 11
                    }
                  }
                ],
                "max_points": 10
              },
              {
                "key": "wiki",
                "name": "Wiki",
                "detail": null,
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 10
              }
            ]
          }
        ],
        "description": "Are baseline engineering and documentation practices in place?"
      },
      {
        "key": "security",
        "band": "moderate",
        "name": "Security",
        "value": 68,
        "weight": 0.16,
        "metrics": [
          {
            "key": "security_posture",
            "band": "moderate",
            "name": "Security posture",
            "note": "Excluded from scoring (no data or not applicable): Signed-Releases. Remaining weights renormalized.",
            "notes": [
              {
                "code": "excluded_no_data",
                "params": {
                  "components": [
                    "signed_releases"
                  ]
                }
              },
              {
                "code": "weights_renormalized",
                "params": {}
              }
            ],
            "value": 60,
            "inputs": {
              "source": "openssf_scorecard",
              "checks_evaluated": 17,
              "scorecard_version": "v5.5.0",
              "checks_inconclusive": 1,
              "scorecard_aggregate": 6
            },
            "components": [
              {
                "key": "binary_artifacts",
                "name": "Binary-Artifacts",
                "detail": "no binaries found in the repo",
                "points": 7.5,
                "status": "met",
                "details": [],
                "max_points": 7.5
              },
              {
                "key": "branch_protection",
                "name": "Branch-Protection",
                "detail": "branch protection is not maximal on development and all release branches",
                "points": 4.5,
                "status": "partial",
                "details": [],
                "max_points": 7.5
              },
              {
                "key": "ci_tests",
                "name": "CI-Tests",
                "detail": "9 out of 9 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": "Found 0/8 approved changesets -- score normalized to 0",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 7.5
              },
              {
                "key": "contributors",
                "name": "Contributors",
                "detail": "project has 15 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": "30 commit(s) and 5 issue activity found in the last 90 days -- score normalized to 10",
                "points": 7.5,
                "status": "met",
                "details": [],
                "max_points": 7.5
              },
              {
                "key": "packaging",
                "name": "Packaging",
                "detail": "packaging workflow detected",
                "points": 5,
                "status": "met",
                "details": [],
                "max_points": 5
              },
              {
                "key": "pinned_dependencies",
                "name": "Pinned-Dependencies",
                "detail": "dependency not pinned by hash detected -- score normalized to 0",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 5
              },
              {
                "key": "sast",
                "name": "SAST",
                "detail": "SAST tool is run on all commits",
                "points": 5,
                "status": "met",
                "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": "5 existing vulnerabilities detected",
                "points": 3.8,
                "status": "partial",
                "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:chonkie@1.7.0 runtime dependency closure — what installing the published package pulls in — 11 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:chonkie@1.7.0",
                  "assessed": 11
                }
              },
              {
                "code": "advisories_reachability",
                "params": {}
              }
            ],
            "value": 100,
            "inputs": {
              "source": "osv",
              "advisories": 0,
              "affected_packages": 0,
              "assessed_packages": 11,
              "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": 11,
              "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": 11
            },
            "components": [
              {
                "key": "policy_exposure_multiplier",
                "name": "Policy exposure multiplier",
                "detail": "no confirmed policy-scope location match",
                "points": 100,
                "status": "met",
                "details": [
                  {
                    "code": "jurisdiction_no_match",
                    "params": {}
                  }
                ],
                "max_points": 100
              }
            ]
          }
        ],
        "description": "Are visible security and supply-chain practices strong, with no malicious dependency and no unresolved high-risk jurisdiction exposure?"
      },
      {
        "key": "ai_readiness",
        "band": "at_risk",
        "name": "AI Readiness",
        "value": 47,
        "weight": 0,
        "metrics": [
          {
            "key": "ai_agent_context",
            "band": "critical",
            "name": "Agent context & guidance",
            "note": "Excluded from scoring (no data or not applicable): Legible commit history. Remaining weights renormalized.",
            "notes": [
              {
                "code": "excluded_no_data",
                "params": {
                  "components": [
                    "legible_commit_history"
                  ]
                }
              },
              {
                "code": "weights_renormalized",
                "params": {}
              }
            ],
            "value": 25,
            "inputs": {
              "has_llms_txt": true,
              "legible_history_share": null,
              "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": "llms.txt present",
                "points": 15,
                "status": "met",
                "details": [
                  {
                    "code": "llms_txt_present",
                    "params": {}
                  }
                ],
                "max_points": 15
              },
              {
                "key": "legible_commit_history",
                "name": "Legible commit history",
                "detail": "no data",
                "points": 0,
                "status": "excluded",
                "details": [
                  {
                    "code": "no_data",
                    "params": {}
                  }
                ],
                "max_points": 40
              }
            ]
          },
          {
            "key": "ai_verify_loop",
            "band": "moderate",
            "name": "Verify loop (build / test / typecheck)",
            "note": "Excluded from scoring (no data or not applicable): Demonstrated agent practice. Remaining weights renormalized.",
            "notes": [
              {
                "code": "excluded_no_data",
                "params": {
                  "components": [
                    "demonstrated_agent_practice"
                  ]
                }
              },
              {
                "code": "weights_renormalized",
                "params": {}
              }
            ],
            "value": 53,
            "inputs": {
              "has_nix": false,
              "has_tests": true,
              "lockfiles": [
                "pnpm-lock.yaml",
                "uv.lock"
              ],
              "has_dockerfile": true,
              "typed_language": false,
              "bootstrap_files": [],
              "has_devcontainer": false,
              "has_linter_config": false,
              "typecheck_configs": [
                "docs/tsconfig.json",
                "src/chonkie/py.typed"
              ],
              "agent_commit_share": null,
              "toolchain_manifests": [],
              "dependency_bot_commit_share": 0
            },
            "components": [
              {
                "key": "one_command_bootstrap",
                "name": "One-command bootstrap",
                "detail": null,
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 18
              },
              {
                "key": "automated_tests",
                "name": "Automated tests",
                "detail": null,
                "points": 22,
                "status": "met",
                "details": [],
                "max_points": 22
              },
              {
                "key": "lint_format_config",
                "name": "Lint / format config",
                "detail": null,
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 11
              },
              {
                "key": "static_type_checking",
                "name": "Static type checking",
                "detail": "docs/tsconfig.json, src/chonkie/py.typed",
                "points": 11,
                "status": "met",
                "details": [
                  {
                    "code": "file_list",
                    "params": {
                      "files": "docs/tsconfig.json, src/chonkie/py.typed"
                    }
                  }
                ],
                "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": "no data",
                "points": 0,
                "status": "excluded",
                "details": [
                  {
                    "code": "no_data",
                    "params": {}
                  }
                ],
                "max_points": 10
              },
              {
                "key": "automated_maintenance",
                "name": "Automated maintenance",
                "detail": "dependency automation configured, none observed in the sampled commits",
                "points": 5,
                "status": "partial",
                "details": [
                  {
                    "code": "dependency_bot_config_only",
                    "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": "good",
            "name": "Code legibility for models",
            "note": null,
            "notes": [],
            "value": 82,
            "inputs": {
              "primary_language": "Python",
              "largest_source_bytes": 45374,
              "source_files_sampled": 242,
              "oversized_source_files": 0
            },
            "components": [
              {
                "key": "type_checkable_code",
                "name": "Type-checkable code",
                "detail": "Python with type-check config (docs/tsconfig.json, src/chonkie/py.typed)",
                "points": 27,
                "status": "partial",
                "details": [
                  {
                    "code": "typecheck_config_language",
                    "params": {
                      "files": "docs/tsconfig.json, src/chonkie/py.typed",
                      "language": "Python"
                    }
                  }
                ],
                "max_points": 45
              },
              {
                "key": "manageable_file_sizes",
                "name": "Manageable file sizes",
                "detail": "0/242 source files over 60KB",
                "points": 55,
                "status": "met",
                "details": [
                  {
                    "code": "oversized_source_files",
                    "params": {
                      "kb": 60,
                      "sampled": 242,
                      "oversized": 0
                    }
                  }
                ],
                "max_points": 55
              }
            ]
          },
          {
            "key": "ai_interfaces",
            "band": "at_risk",
            "name": "Machine-readable interfaces",
            "note": null,
            "notes": [],
            "value": 40,
            "inputs": {
              "example_dirs": [
                "samples"
              ],
              "has_mcp_signal": false,
              "api_schema_files": []
            },
            "components": [
              {
                "key": "api_schema_openapi_graphql_proto",
                "name": "API schema (OpenAPI/GraphQL/proto)",
                "detail": null,
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 40
              },
              {
                "key": "mcp_server",
                "name": "MCP server",
                "detail": null,
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 20
              },
              {
                "key": "runnable_examples",
                "name": "Runnable examples",
                "detail": "samples",
                "points": 40,
                "status": "met",
                "details": [
                  {
                    "code": "file_list",
                    "params": {
                      "files": "samples"
                    }
                  }
                ],
                "max_points": 40
              }
            ]
          }
        ],
        "description": "How well is the repo equipped to be developed and maintained with AI coding agents? An independent, experimental badge — weight 0.0, so it is surfaced on its own and does not affect the overall health score."
      }
    ],
    "metrics_version": "1.13.0"
  },
  "warnings": [
    "pypi package 'chonkie' points at a different repository (https://github.com/chonkie-inc/chonkie); excluded from ecosystem scoring"
  ],
  "report_type": "repository",
  "generated_at": "2026-07-21T02:53:45.937600Z",
  "schema_version": "0.16.0",
  "badge_url": "https://raw.githubusercontent.com/inspect-software/badges/main/v1/f/feyninc/chonkie.svg",
  "full_name": "feyninc/chonkie",
  "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 v1.13.0, schema v0.16.0 — 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

Data collection warnings

More detail

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