Software health reportschema 0.14.0 · metrics 1.13.0 · 2026-07-19 04:08 UTC

hkuds / vibe-trading

"Vibe-Trading: Your Personal Trading Agent"

PythonMIT★ 25,011 stars⑂ 4,121 forkssince Apr 2026View on GitHub ↗

#backtesting #multi-agent #quantitative-finance #trading #ai-agent #algorithmic-trading #fintech #llm #mcp #python

hkuds/vibe-trading holds a health index of 76 out of 100, placing it in the Good band. It scores highest on Community & Adoption (90/100) and lowest on AI Readiness (40/100). It was last updated today. 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

✨Data Intelligence Lab@HKU✨Organization

12,465 followers91 public repossince Nov 2022

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	vibe-trading-ai	0.1.11	27,291	12	8 days ago	finance trading backtesting agent swarm quantitative

Metrics by category

Vitality

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

81Good · 22% of overall

Development activity

75Good

How it's scored

36/36	Push recency — last push 0 days ago
11.1/36	Commit cadence — 16/52 weeks with commits
18/18	Commit volume — 778 commits in the last year
10/10	OpenSSF Scorecard: Maintained — 30 commit(s) and 0 issue activity found in the last 90 days -- score normalized to 10

Inputs used

commits_last_year	778
human_commit_share	—
days_since_last_push	0
active_weeks_last_year	16

Release discipline

90Excellent

How it's scored

27/27	Ships releases — 8 releases published
36/36	Release recency — latest release 8 days ago
27/27	Release cadence — a release every ~12.9 days
0/10	OpenSSF Scorecard: Signed-Releases — Project has not signed or included provenance with any releases.

Inputs used

releases_count	8
latest_release_tag	v0.1.11
releases_from_tags	no
days_since_latest_release	8
mean_days_between_releases	12.9

Community & Adoption

Does the project have users, downloads, attention, and a welcoming setup for contributors?

90Excellent · 18% of overall

Popularity & adoption

97Excellent

How it's scored

60/60	Stars — 25,011 stars
25/25	Forks — 4,121 forks
12/15	Watchers — 146 watchers

Inputs used

forks	4,121
stars	25,011
watchers	146
growth_state	unverified
growth_factor_pct	100
growth_unverified_reason	no_history

Community health

92Excellent

How it's scored

22.5/22.5	README
22.5/22.5	License — recognized license (MIT)
18/18	CONTRIBUTING guide
13.5/13.5	Code of conduct
0/7.2	Issue template
6.3/6.3	PR template

Inputs used

has_readme	yes
has_license	yes
has_contributing	yes
has_issue_template	no
has_code_of_conduct	yes
has_pull_request_template	yes

Ecosystem adoption (downloads)

74Good

How it's scored

59.1/80	Monthly downloads — 27,291 downloads/month across pypi
0/20	Registry dependents — not reported by this ecosystem

Inputs used

packages	vibe-trading-ai
dependents	—
ecosystems	pypi
total_downloads	—
monthly_downloads	27,291

Excluded from scoring (no data or not applicable): Registry dependents. Remaining weights renormalized.

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)

42At risk

How it's scored

9/54	Bus factor — 1 contributor(s) cover half of all commits
9.9/22.5	Commit distribution — top contributor authored 56% of commits
13.5/13.5	Contributor breadth — 86 contributors
10/10	OpenSSF Scorecard: Contributors — project has 5 contributing companies or organizations

Inputs used

bus_factor	1
contributors_sampled	86
top_contributor_share	0.56

Issue & PR responsiveness

75Good

How it's scored

40.7/46.8	Issue resolution — 87% of issues closed
25.5/38.3	PR acceptance — 283/425 decided PRs merged
9/15	OpenSSF Scorecard: Code-Review — Found 12/20 approved changesets -- score normalized to 6

Inputs used

merged_prs	283
open_issues	30
closed_issues	202
issue_closed_ratio	0.871
closed_unmerged_prs	142

Ownership & stewardship

75Good

How it's scored

30/30	Ownership backing — organization-owned
0/20	Verified domain
25/25	Owner reach — 12,465 followers of HKUDS
20.3/25	Track record — 91 public repos, account ~3 yr old

Inputs used

followers	12,465
owner_type	Organization
is_verified	—
owner_login	HKUDS
public_repos	91
account_age_days	1,342

Package maintenance

100Excellent

How it's scored

25/25	Published & resolvable — 1 package(s) on pypi
35/35	Publish recency — latest publish 8 days ago
20/20	Version history — 12 published versions
20/20	Not deprecated — active, not deprecated or yanked

Inputs used

packages	vibe-trading-ai
ecosystems	pypi
any_deprecated	no
min_days_since_publish	8

Engineering Quality

Are baseline engineering and documentation practices in place?

81Good · 20% of overall

Engineering practices

68Moderate

How it's scored

24/24	CI workflows — 3 workflow(s)
24/24	Tests present
0/16	Linter config
0/9.6	Pre-commit hooks
6.4/6.4	.editorconfig
14/20	OpenSSF Scorecard: CI-Tests — 9 out of 12 merged PRs checked by a CI test -- score normalized to 7

Inputs used

has_ci	yes
has_tests	yes
has_editorconfig	yes
has_linter_config	no
has_precommit_config	no

Documentation

100Excellent

How it's scored

30/30	README
25/25	Documentation directory
15/15	Documentation / homepage site — https://vibetrading.wiki/
10/10	Repository description
10/10	Topics — 10 topics
10/10	Wiki

Inputs used

topics	backtesting, multi-agent, quantitative-finance, trading, ai-agent, algorithmic-trading, fintech, llm, mcp, python
has_wiki	yes
homepage	https://vibetrading.wiki/
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?

53Moderate · 16% of overall

Security posture

53Moderate

How it's scored

7.5/7.5	Binary-Artifacts — no binaries found in the repo
0/7.5	Branch-Protection — branch protection not enabled on development/release branches
1.8/2.5	CI-Tests — 9 out of 12 merged PRs checked by a CI test -- score normalized to 7
0/2.5	CII-Best-Practices — no effort to earn an OpenSSF best practices badge detected
4.5/7.5	Code-Review — Found 12/20 approved changesets -- score normalized to 6
2.5/2.5	Contributors — project has 5 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 0 issue activity found in the last 90 days -- score normalized to 10
0/5	Packaging — no data
3.5/5	Pinned-Dependencies — dependency not pinned by hash detected -- score normalized to 7
0/5	SAST — SAST tool is not run on all commits -- score normalized to 0
5/5	Security-Policy — security policy file detected
0/7.5	Signed-Releases — Project has not signed or included provenance with any releases.
0/7.5	Token-Permissions — detected GitHub workflow tokens with excessive permissions
0.8/7.5	Vulnerabilities — 9 existing vulnerabilities detected

Inputs used

source	openssf_scorecard
checks_evaluated	17
scorecard_version	v5.5.0
checks_inconclusive	1
scorecard_aggregate	5.3

Excluded from scoring (no data or not applicable): packaging. Remaining weights renormalized.

AI Readiness

How well is the repo equipped to be developed and maintained with AI coding agents? An independent, experimental badge — weight 0.0, so it is surfaced on its own and does not affect the overall health score.

40At risk · 0% of overall

Agent context & guidance

1Critical

How it's scored

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

Inputs used

has_llms_txt	no
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)

61Moderate

How it's scored

0/18	One-command bootstrap
22/22	Automated tests
0/11	Lint / format config
11/11	Static type checking — frontend/src/i18n/locales/tsconfig.json, frontend/tsconfig.json
10/10	Reproducible environment — devcontainer, Dockerfile, lockfile
0/10	Demonstrated agent practice — no data
5/8	Automated maintenance — dependency automation configured, none observed in the sampled commits
7/10	OpenSSF Scorecard: Pinned-Dependencies — dependency not pinned by hash detected -- score normalized to 7

Inputs used

has_nix	no
has_tests	yes
lockfiles	package-lock.json
has_dockerfile	yes
typed_language	no
bootstrap_files	—
has_devcontainer	yes
has_linter_config	no
typecheck_configs	frontend/src/i18n/locales/tsconfig.json, frontend/tsconfig.json
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 (frontend/src/i18n/locales/tsconfig.json, frontend/tsconfig.json)
54.7/55	Manageable file sizes — 8/1,274 source files over 60KB

Inputs used

primary_language	Python
largest_source_bytes	218,066
source_files_sampled	1,274
oversized_source_files	8

Machine-readable interfaces

20Critical

How it's scored

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

Inputs used

example_dirs	—
has_mcp_signal	yes
api_schema_files	—

Key facts

25,011GitHub stars

86contributors

778commits, last 12 months

0days since last push

8releases

1bus factor

30open issues

npm, PyPIpackage ecosystems

More detail

OpenSSF Scorecard 5.3 / 10

5.3aggregate

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 · 2026-07-19 04:08 UTC

10	Binary-Artifacts	no binaries found in the repo
0	Branch-Protection	branch protection not enabled on development/release branches
7	CI-Tests	9 out of 12 merged PRs checked by a CI test -- score normalized to 7
0	CII-Best-Practices	no effort to earn an OpenSSF best practices badge detected
6	Code-Review	Found 12/20 approved changesets -- score normalized to 6
10	Contributors	project has 5 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 0 issue activity found in the last 90 days -- score normalized to 10
n/a	Packaging	packaging workflow not detected
7	Pinned-Dependencies	dependency not pinned by hash detected -- score normalized to 7
0	SAST	SAST tool is not run on all commits -- score normalized to 0
10	Security-Policy	security policy file detected
0	Signed-Releases	Project has not signed or included provenance with any releases.
0	Token-Permissions	detected GitHub workflow tokens with excessive permissions
1	Vulnerabilities	9 existing vulnerabilities detected

Direct dependencies 59

Registry	Package	Version constraint	Manifest
npm	@fontsource/inter	`^5.2.8`	frontend/package.json
npm	@fontsource/jetbrains-mono	`^5.2.8`	frontend/package.json
npm	clsx	`^2.1.0`	frontend/package.json
npm	echarts	`^6.1.0`	frontend/package.json
npm	highlight.js	`^11.11.1`	frontend/package.json
npm	i18next	`^26.3.6`	frontend/package.json
npm	i18next-browser-languagedetector	`^8.2.1`	frontend/package.json
npm	lucide-react	`^1.24.0`	frontend/package.json
npm	react	`^19.0.0`	frontend/package.json
npm	react-dom	`^19.2.7`	frontend/package.json
npm	react-i18next	`^17.0.9`	frontend/package.json
npm	react-markdown	`^9.0.0`	frontend/package.json
npm	react-router-dom	`^7.18.1`	frontend/package.json
npm	rehype-highlight	`^7.0.0`	frontend/package.json
npm	remark-gfm	`^4.0.1`	frontend/package.json
npm	sonner	`^2.0.7`	frontend/package.json
npm	tailwind-merge	`^3.6.0`	frontend/package.json
npm	zustand	`^5.0.14`	frontend/package.json
PyPI	rich	`>=13.0.0`	pyproject.toml
PyPI	pyyaml	`>=6.0.0`	pyproject.toml
PyPI	langchain	`>=1.3.9,<2`	pyproject.toml
PyPI	langchain-core	`>=1.0.0,<2`	pyproject.toml
PyPI	langchain-openai	`>=1.0.0,<2`	pyproject.toml
PyPI	langgraph	`>=1.2.5,<1.3`	pyproject.toml
PyPI	langgraph-checkpoint	`>=2.1.0,<5`	pyproject.toml
PyPI	python-dotenv	`>=1.0.0`	pyproject.toml
PyPI	httpx	`>=0.28.0`	pyproject.toml
PyPI	defusedxml	`>=0.7.1`	pyproject.toml
PyPI	oauth-cli-kit	`>=0.1.3`	pyproject.toml
PyPI	pandas	`>=2.0.0,<3.0.0`	pyproject.toml
PyPI	openpyxl	`>=3.1.0`	pyproject.toml
PyPI	python-docx	`>=1.1.0`	pyproject.toml
PyPI	python-pptx	`>=0.6.23`	pyproject.toml
PyPI	pypdfium2	`>=4.0.0`	pyproject.toml
PyPI	Pillow	`>=12.2.0`	pyproject.toml
PyPI	numpy	`>=1.24.0`	pyproject.toml
PyPI	scipy	`>=1.10.0`	pyproject.toml
PyPI	bottleneck	`>=1.3.7`	pyproject.toml
PyPI	duckdb	`>=1.2.0`	pyproject.toml
PyPI	scikit-learn	`>=1.3.0`	pyproject.toml
PyPI	joblib	`>=1.3.0`	pyproject.toml
PyPI	smartmoneyconcepts	`>=0.0.27`	pyproject.toml
PyPI	tushare	`>=1.2.89`	pyproject.toml
PyPI	requests	`>=2.31.0`	pyproject.toml
PyPI	yfinance	`>=0.2.30`	pyproject.toml
PyPI	akshare	`>=1.12.0`	pyproject.toml
PyPI	ccxt	`>=4.0.0`	pyproject.toml
PyPI	fastapi	`>=0.104.0`	pyproject.toml
PyPI	uvicorn	`>=0.24.0`	pyproject.toml
PyPI	websockets	`>=12.0`	pyproject.toml
PyPI	pydantic	`>=2.0.0`	pyproject.toml
PyPI	python-multipart	`>=0.0.18`	pyproject.toml
PyPI	sse-starlette	`>=1.6.0`	pyproject.toml
PyPI	fastmcp	`>=2.14.0`	pyproject.toml
PyPI	ddgs	`>=6.0.0`	pyproject.toml
PyPI	jinja2	`>=3.1.0`	pyproject.toml
PyPI	matplotlib	`>=3.7.0`	pyproject.toml
PyPI	weasyprint	`>=60.0`	pyproject.toml
PyPI	prompt_toolkit	`>=3.0.0`	pyproject.toml

All dependencies 657

Full resolved dependency set from the GitHub dependency graph: 100 direct and 557 indirect (transitive) packages. The transitive closure is complete when the repository commits a lockfile.

Registry	Package	Version	Relation
npm	@fontsource/inter	`5.2.8`	direct
npm	@fontsource/jetbrains-mono	`5.2.8`	direct
npm	clsx	`2.1.1`	direct
npm	echarts	`6.1.0`	direct
npm	highlight.js	`11.11.1`	direct
npm	i18next	`26.3.6`	direct
npm	i18next-browser-languagedetector	`8.2.1`	direct
npm	lucide-react	`1.24.0`	direct
npm	react	`19.2.7`	direct
npm	react-dom	`19.2.7`	direct
npm	react-i18next	`17.0.9`	direct
npm	react-markdown	`9.1.0`	direct
npm	react-router-dom	`7.18.1`	direct
npm	rehype-highlight	`7.0.2`	direct
npm	remark-gfm	`4.0.1`	direct
npm	sonner	`2.0.7`	direct
npm	tailwind-merge	`3.6.0`	direct
npm	zustand	`5.0.14`	direct
PyPI	akshare	`—`	direct
PyPI	akshare	`1.18.64`	direct
PyPI	bottleneck	`—`	direct
PyPI	bottleneck	`1.6.0`	direct
PyPI	ccxt	`—`	direct
PyPI	ccxt	`4.5.64`	direct
PyPI	ddgs	`—`	direct
PyPI	ddgs	`9.14.4`	direct
PyPI	defusedxml	`—`	direct
PyPI	defusedxml	`0.7.1`	direct
PyPI	duckdb	`—`	direct
PyPI	duckdb	`1.5.4`	direct
PyPI	fastapi	`—`	direct
PyPI	fastapi	`0.139.0`	direct
PyPI	fastmcp	`—`	direct
PyPI	fastmcp	`3.4.4`	direct
PyPI	httpx	`—`	direct
PyPI	httpx	`0.28.1`	direct
PyPI	jinja2	`—`	direct
PyPI	jinja2	`3.1.6`	direct
PyPI	joblib	`—`	direct
PyPI	joblib	`1.5.3`	direct
PyPI	langchain	`—`	direct
PyPI	langchain	`1.3.13`	direct
PyPI	langchain-core	`—`	direct
PyPI	langchain-core	`1.4.9`	direct
PyPI	langchain-openai	`—`	direct
PyPI	langchain-openai	`1.3.5`	direct
PyPI	langgraph	`—`	direct
PyPI	langgraph	`1.2.9`	direct
PyPI	langgraph-checkpoint	`—`	direct
PyPI	langgraph-checkpoint	`4.1.1`	direct
PyPI	matplotlib	`—`	direct
PyPI	matplotlib	`3.11.0`	direct
PyPI	numpy	`—`	direct
PyPI	numpy	`2.4.6`	direct
PyPI	oauth-cli-kit	`—`	direct
PyPI	oauth-cli-kit	`0.1.6`	direct
PyPI	openpyxl	`—`	direct
PyPI	openpyxl	`3.1.5`	direct
PyPI	pandas	`—`	direct
PyPI	pandas	`2.3.3`	direct
PyPI	pillow	`—`	direct
PyPI	pillow	`12.3.0`	direct
PyPI	prompt-toolkit	`—`	direct
PyPI	prompt-toolkit	`3.0.52`	direct
PyPI	pydantic	`—`	direct
PyPI	pydantic	`2.13.4`	direct
PyPI	pypdfium2	`—`	direct
PyPI	pypdfium2	`5.11.0`	direct
PyPI	python-docx	`—`	direct
PyPI	python-docx	`1.2.0`	direct
PyPI	python-dotenv	`—`	direct
PyPI	python-dotenv	`1.2.2`	direct
PyPI	python-multipart	`—`	direct
PyPI	python-multipart	`0.0.32`	direct
PyPI	python-pptx	`—`	direct
PyPI	python-pptx	`1.0.2`	direct
PyPI	pyyaml	`—`	direct
PyPI	pyyaml	`6.0.3`	direct
PyPI	requests	`—`	direct
PyPI	requests	`2.34.2`	direct
PyPI	rich	`—`	direct
PyPI	rich	`15.0.0`	direct
PyPI	scikit-learn	`—`	direct
PyPI	scikit-learn	`1.9.0`	direct
PyPI	scipy	`—`	direct
PyPI	scipy	`1.17.1`	direct
PyPI	smartmoneyconcepts	`—`	direct
PyPI	smartmoneyconcepts	`0.0.27`	direct
PyPI	sse-starlette	`—`	direct
PyPI	sse-starlette	`3.4.5`	direct
PyPI	tushare	`—`	direct
PyPI	tushare	`1.4.29`	direct
PyPI	uvicorn	`—`	direct
PyPI	uvicorn	`0.51.0`	direct
PyPI	weasyprint	`—`	direct
PyPI	weasyprint	`69.0`	direct
PyPI	websockets	`—`	direct
PyPI	websockets	`15.0.1`	direct
PyPI	yfinance	`—`	direct
PyPI	yfinance	`1.5.1`	direct
npm	@adobe/css-tools	`4.5.0`	indirect
npm	@alloc/quick-lru	`5.2.0`	indirect
npm	@asamuzakjp/css-color	`5.1.11`	indirect
npm	@asamuzakjp/dom-selector	`7.1.1`	indirect
npm	@asamuzakjp/generational-cache	`1.0.1`	indirect
npm	@asamuzakjp/nwsapi	`2.3.9`	indirect
npm	@babel/code-frame	`7.29.7`	indirect
npm	@babel/compat-data	`7.29.7`	indirect
npm	@babel/core	`7.29.7`	indirect
npm	@babel/generator	`7.29.7`	indirect
npm	@babel/helper-compilation-targets	`7.29.7`	indirect
npm	@babel/helper-globals	`7.29.7`	indirect
npm	@babel/helper-module-imports	`7.29.7`	indirect
npm	@babel/helper-module-transforms	`7.29.7`	indirect
npm	@babel/helper-plugin-utils	`7.28.6`	indirect
npm	@babel/helper-string-parser	`7.29.7`	indirect
npm	@babel/helper-validator-identifier	`7.29.7`	indirect
npm	@babel/helper-validator-option	`7.29.7`	indirect
npm	@babel/helpers	`7.29.7`	indirect
npm	@babel/parser	`7.29.7`	indirect
npm	@babel/plugin-transform-react-jsx-self	`7.27.1`	indirect
npm	@babel/plugin-transform-react-jsx-source	`7.27.1`	indirect
npm	@babel/runtime	`7.29.7`	indirect
npm	@babel/template	`7.29.7`	indirect
npm	@babel/traverse	`7.29.7`	indirect
npm	@babel/types	`7.29.7`	indirect
npm	@bcoe/v8-coverage	`1.0.2`	indirect
npm	@bramus/specificity	`2.4.2`	indirect
npm	@csstools/color-helpers	`6.1.0`	indirect
npm	@csstools/css-calc	`3.2.1`	indirect
npm	@csstools/css-color-parser	`4.1.9`	indirect
npm	@csstools/css-parser-algorithms	`4.0.0`	indirect
npm	@csstools/css-syntax-patches-for-csstree	`1.1.6`	indirect
npm	@csstools/css-tokenizer	`4.0.0`	indirect
npm	@esbuild/aix-ppc64	`0.25.12`	indirect
npm	@esbuild/android-arm	`0.25.12`	indirect
npm	@esbuild/android-arm64	`0.25.12`	indirect
npm	@esbuild/android-x64	`0.25.12`	indirect
npm	@esbuild/darwin-arm64	`0.25.12`	indirect
npm	@esbuild/darwin-x64	`0.25.12`	indirect
npm	@esbuild/freebsd-arm64	`0.25.12`	indirect
npm	@esbuild/freebsd-x64	`0.25.12`	indirect
npm	@esbuild/linux-arm	`0.25.12`	indirect
npm	@esbuild/linux-arm64	`0.25.12`	indirect
npm	@esbuild/linux-ia32	`0.25.12`	indirect
npm	@esbuild/linux-loong64	`0.25.12`	indirect
npm	@esbuild/linux-mips64el	`0.25.12`	indirect
npm	@esbuild/linux-ppc64	`0.25.12`	indirect
npm	@esbuild/linux-riscv64	`0.25.12`	indirect
npm	@esbuild/linux-s390x	`0.25.12`	indirect
npm	@esbuild/linux-x64	`0.25.12`	indirect
npm	@esbuild/netbsd-arm64	`0.25.12`	indirect
npm	@esbuild/netbsd-x64	`0.25.12`	indirect
npm	@esbuild/openbsd-arm64	`0.25.12`	indirect
npm	@esbuild/openbsd-x64	`0.25.12`	indirect
npm	@esbuild/openharmony-arm64	`0.25.12`	indirect
npm	@esbuild/sunos-x64	`0.25.12`	indirect
npm	@esbuild/win32-arm64	`0.25.12`	indirect
npm	@esbuild/win32-ia32	`0.25.12`	indirect
npm	@esbuild/win32-x64	`0.25.12`	indirect
npm	@exodus/bytes	`1.15.1`	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	@nodelib/fs.scandir	`2.1.5`	indirect
npm	@nodelib/fs.stat	`2.0.5`	indirect
npm	@nodelib/fs.walk	`1.2.8`	indirect
npm	@rolldown/pluginutils	`1.0.0-beta.27`	indirect
npm	@rollup/rollup-android-arm-eabi	`4.59.0`	indirect
npm	@rollup/rollup-android-arm64	`4.59.0`	indirect
npm	@rollup/rollup-darwin-arm64	`4.59.0`	indirect
npm	@rollup/rollup-darwin-x64	`4.59.0`	indirect
npm	@rollup/rollup-freebsd-arm64	`4.59.0`	indirect
npm	@rollup/rollup-freebsd-x64	`4.59.0`	indirect
npm	@rollup/rollup-linux-arm-gnueabihf	`4.59.0`	indirect
npm	@rollup/rollup-linux-arm-musleabihf	`4.59.0`	indirect
npm	@rollup/rollup-linux-arm64-gnu	`4.59.0`	indirect
npm	@rollup/rollup-linux-arm64-musl	`4.59.0`	indirect
npm	@rollup/rollup-linux-loong64-gnu	`4.59.0`	indirect
npm	@rollup/rollup-linux-loong64-musl	`4.59.0`	indirect
npm	@rollup/rollup-linux-ppc64-gnu	`4.59.0`	indirect
npm	@rollup/rollup-linux-ppc64-musl	`4.59.0`	indirect
npm	@rollup/rollup-linux-riscv64-gnu	`4.59.0`	indirect
npm	@rollup/rollup-linux-riscv64-musl	`4.59.0`	indirect
npm	@rollup/rollup-linux-s390x-gnu	`4.59.0`	indirect
npm	@rollup/rollup-linux-x64-gnu	`4.59.0`	indirect
npm	@rollup/rollup-linux-x64-musl	`4.59.0`	indirect
npm	@rollup/rollup-openbsd-x64	`4.59.0`	indirect
npm	@rollup/rollup-openharmony-arm64	`4.59.0`	indirect
npm	@rollup/rollup-win32-arm64-msvc	`4.59.0`	indirect
npm	@rollup/rollup-win32-ia32-msvc	`4.59.0`	indirect
npm	@rollup/rollup-win32-x64-gnu	`4.59.0`	indirect
npm	@rollup/rollup-win32-x64-msvc	`4.59.0`	indirect
npm	@standard-schema/spec	`1.1.0`	indirect
npm	@tailwindcss/typography	`0.5.20`	indirect
npm	@testing-library/dom	`10.4.1`	indirect
npm	@testing-library/jest-dom	`6.9.1`	indirect
npm	@testing-library/react	`16.3.2`	indirect
npm	@testing-library/user-event	`14.6.1`	indirect
npm	@types/aria-query	`5.0.4`	indirect
npm	@types/babel__core	`7.20.5`	indirect
npm	@types/babel__generator	`7.27.0`	indirect
npm	@types/babel__template	`7.4.4`	indirect
npm	@types/babel__traverse	`7.28.0`	indirect
npm	@types/chai	`5.2.3`	indirect
npm	@types/debug	`4.1.12`	indirect
npm	@types/deep-eql	`4.0.2`	indirect
npm	@types/estree	`1.0.8`	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/ms	`2.1.0`	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	`1.3.0`	indirect
npm	@vitejs/plugin-react	`4.7.0`	indirect
npm	@vitest/coverage-v8	`4.1.10`	indirect
npm	@vitest/expect	`4.1.10`	indirect
npm	@vitest/mocker	`4.1.10`	indirect
npm	@vitest/pretty-format	`4.1.10`	indirect
npm	@vitest/runner	`4.1.10`	indirect
npm	@vitest/snapshot	`4.1.10`	indirect
npm	@vitest/spy	`4.1.10`	indirect
npm	@vitest/utils	`4.1.10`	indirect
npm	ansi-regex	`5.0.1`	indirect
npm	ansi-styles	`5.2.0`	indirect
npm	any-promise	`1.3.0`	indirect
npm	anymatch	`3.1.3`	indirect
npm	arg	`5.0.2`	indirect
npm	aria-query	`5.3.0`	indirect
npm	assertion-error	`2.0.1`	indirect
npm	ast-v8-to-istanbul	`1.0.3`	indirect
npm	autoprefixer	`10.5.2`	indirect
npm	bail	`2.0.2`	indirect
npm	baseline-browser-mapping	`2.10.43`	indirect
npm	bidi-js	`1.0.3`	indirect
npm	binary-extensions	`2.3.0`	indirect
npm	braces	`3.0.3`	indirect
npm	browserslist	`4.28.6`	indirect
npm	camelcase-css	`2.0.1`	indirect
npm	caniuse-lite	`1.0.30001805`	indirect
npm	ccount	`2.0.1`	indirect
npm	chai	`6.2.2`	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	`3.6.0`	indirect
npm	comma-separated-tokens	`2.0.3`	indirect
npm	commander	`4.1.1`	indirect
npm	convert-source-map	`2.0.0`	indirect
npm	cookie	`1.1.1`	indirect
npm	css-tree	`3.2.1`	indirect
npm	css.escape	`1.5.1`	indirect
npm	cssesc	`3.0.0`	indirect
npm	csstype	`3.2.3`	indirect
npm	data-urls	`7.0.0`	indirect
npm	debug	`4.4.3`	indirect
npm	decimal.js	`10.6.0`	indirect
npm	decode-named-character-reference	`1.3.0`	indirect
npm	dequal	`2.0.3`	indirect
npm	devlop	`1.1.0`	indirect
npm	didyoumean	`1.2.2`	indirect
npm	dlv	`1.1.3`	indirect
npm	dom-accessibility-api	`0.5.16`	indirect
npm	dom-accessibility-api	`0.6.3`	indirect
npm	electron-to-chromium	`1.5.389`	indirect
npm	entities	`8.0.0`	indirect
npm	es-module-lexer	`2.1.0`	indirect
npm	esbuild	`0.25.12`	indirect
npm	escalade	`3.2.0`	indirect
npm	escape-string-regexp	`5.0.0`	indirect
npm	estree-util-is-identifier-name	`3.0.0`	indirect
npm	estree-walker	`3.0.3`	indirect
npm	expect-type	`1.3.0`	indirect
npm	extend	`3.0.2`	indirect
npm	fast-glob	`3.3.3`	indirect
npm	fastq	`1.20.1`	indirect
npm	fdir	`6.5.0`	indirect
npm	fill-range	`7.1.1`	indirect
npm	fraction.js	`5.3.4`	indirect
npm	fsevents	`2.3.3`	indirect
npm	function-bind	`1.1.2`	indirect
npm	gensync	`1.0.0-beta.2`	indirect
npm	glob-parent	`5.1.2`	indirect
npm	glob-parent	`6.0.2`	indirect
npm	has-flag	`4.0.0`	indirect
npm	hasown	`2.0.2`	indirect
npm	hast-util-is-element	`3.0.0`	indirect
npm	hast-util-to-jsx-runtime	`2.3.6`	indirect
npm	hast-util-to-text	`4.0.2`	indirect
npm	hast-util-whitespace	`3.0.0`	indirect
npm	html-encoding-sniffer	`6.0.0`	indirect
npm	html-escaper	`2.0.2`	indirect
npm	html-parse-stringify	`3.0.1`	indirect
npm	html-url-attributes	`3.0.1`	indirect
npm	indent-string	`4.0.0`	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-binary-path	`2.1.0`	indirect
npm	is-core-module	`2.16.1`	indirect
npm	is-decimal	`2.0.1`	indirect
npm	is-extglob	`2.1.1`	indirect
npm	is-glob	`4.0.3`	indirect
npm	is-hexadecimal	`2.0.1`	indirect
npm	is-number	`7.0.0`	indirect
npm	is-plain-obj	`4.1.0`	indirect
npm	is-potential-custom-element-name	`1.0.1`	indirect
npm	istanbul-lib-coverage	`3.2.2`	indirect
npm	istanbul-lib-report	`3.0.1`	indirect
npm	istanbul-reports	`3.2.0`	indirect
npm	jiti	`1.21.7`	indirect
npm	js-tokens	`10.0.0`	indirect
npm	js-tokens	`4.0.0`	indirect
npm	jsdom	`29.1.1`	indirect
npm	jsesc	`3.1.0`	indirect
npm	json5	`2.2.3`	indirect
npm	lilconfig	`3.1.3`	indirect
npm	lines-and-columns	`1.2.4`	indirect
npm	longest-streak	`3.1.0`	indirect
npm	lowlight	`3.3.0`	indirect
npm	lru-cache	`11.5.2`	indirect
npm	lru-cache	`5.1.1`	indirect
npm	lz-string	`1.5.0`	indirect
npm	magic-string	`0.30.21`	indirect
npm	magicast	`0.5.3`	indirect
npm	make-dir	`4.0.0`	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-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	mdn-data	`2.27.1`	indirect
npm	merge2	`1.4.1`	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-factory-destination	`2.0.1`	indirect
npm	micromark-factory-label	`2.0.1`	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-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	micromatch	`4.0.8`	indirect
npm	min-indent	`1.0.1`	indirect
npm	ms	`2.1.3`	indirect
npm	mz	`2.7.0`	indirect
npm	nanoid	`3.3.16`	indirect
npm	node-releases	`2.0.51`	indirect
npm	normalize-path	`3.0.0`	indirect
npm	object-assign	`4.1.1`	indirect
npm	object-hash	`3.0.0`	indirect
npm	obug	`2.1.2`	indirect
npm	parse-entities	`4.0.2`	indirect
npm	parse5	`8.0.1`	indirect
npm	path-parse	`1.0.7`	indirect
npm	pathe	`2.0.3`	indirect
npm	picocolors	`1.1.1`	indirect
npm	picomatch	`2.3.2`	indirect
npm	picomatch	`4.0.4`	indirect
npm	pify	`2.3.0`	indirect
npm	pirates	`4.0.7`	indirect
npm	postcss	`8.5.18`	indirect
npm	postcss-import	`15.1.0`	indirect
npm	postcss-js	`4.1.0`	indirect
npm	postcss-load-config	`6.0.1`	indirect
npm	postcss-nested	`6.2.0`	indirect
npm	postcss-selector-parser	`6.0.10`	indirect
npm	postcss-selector-parser	`6.1.2`	indirect
npm	postcss-value-parser	`4.2.0`	indirect
npm	pretty-format	`27.5.1`	indirect
npm	property-information	`7.1.0`	indirect
npm	punycode	`2.3.1`	indirect
npm	queue-microtask	`1.2.3`	indirect
npm	react-is	`17.0.2`	indirect
npm	react-refresh	`0.17.0`	indirect
npm	react-router	`7.18.1`	indirect
npm	read-cache	`1.0.0`	indirect
npm	readdirp	`3.6.0`	indirect
npm	redent	`3.0.0`	indirect
npm	remark-parse	`11.0.0`	indirect
npm	remark-rehype	`11.1.2`	indirect
npm	remark-stringify	`11.0.0`	indirect
npm	require-from-string	`2.0.2`	indirect
npm	resolve	`1.22.11`	indirect
npm	reusify	`1.1.0`	indirect
npm	rollup	`4.59.0`	indirect
npm	run-parallel	`1.2.0`	indirect
npm	saxes	`6.0.0`	indirect
npm	scheduler	`0.27.0`	indirect
npm	semver	`6.3.1`	indirect
npm	semver	`7.8.1`	indirect
npm	set-cookie-parser	`2.7.2`	indirect
npm	siginfo	`2.0.0`	indirect
npm	source-map-js	`1.2.1`	indirect
npm	space-separated-tokens	`2.0.2`	indirect
npm	stackback	`0.0.2`	indirect
npm	std-env	`4.1.0`	indirect
npm	stringify-entities	`4.0.4`	indirect
npm	strip-indent	`3.0.0`	indirect
npm	style-to-js	`1.1.21`	indirect
npm	style-to-object	`1.0.14`	indirect
npm	sucrase	`3.35.1`	indirect
npm	supports-color	`7.2.0`	indirect
npm	supports-preserve-symlinks-flag	`1.0.0`	indirect
npm	symbol-tree	`3.2.4`	indirect
npm	tailwindcss	`3.4.19`	indirect
npm	thenify	`3.3.1`	indirect
npm	thenify-all	`1.6.0`	indirect
npm	tinybench	`2.9.0`	indirect
npm	tinyexec	`1.2.4`	indirect
npm	tinyglobby	`0.2.15`	indirect
npm	tinyrainbow	`3.1.0`	indirect
npm	tldts	`7.4.2`	indirect
npm	tldts-core	`7.4.2`	indirect
npm	to-regex-range	`5.0.1`	indirect
npm	tough-cookie	`6.0.1`	indirect
npm	tr46	`6.0.0`	indirect
npm	trim-lines	`3.0.1`	indirect
npm	trough	`2.2.0`	indirect
npm	ts-interface-checker	`0.1.13`	indirect
npm	tslib	`2.3.0`	indirect
npm	typescript	`5.9.3`	indirect
npm	undici	`7.28.0`	indirect
npm	unified	`11.0.5`	indirect
npm	unist-util-find-after	`5.0.0`	indirect
npm	unist-util-is	`6.0.1`	indirect
npm	unist-util-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	update-browserslist-db	`1.2.3`	indirect
npm	use-sync-external-store	`1.6.0`	indirect
npm	util-deprecate	`1.0.2`	indirect
npm	vfile	`6.0.3`	indirect
npm	vfile-message	`4.0.3`	indirect
npm	vite	`6.4.3`	indirect
npm	vitest	`4.1.10`	indirect
npm	void-elements	`3.1.0`	indirect
npm	w3c-xmlserializer	`5.0.0`	indirect
npm	webidl-conversions	`8.0.1`	indirect
npm	whatwg-mimetype	`5.0.0`	indirect
npm	whatwg-url	`16.0.1`	indirect
npm	why-is-node-running	`2.3.0`	indirect
npm	xml-name-validator	`5.0.0`	indirect
npm	xmlchars	`2.2.0`	indirect
npm	yallist	`3.1.1`	indirect
npm	zrender	`6.1.0`	indirect
npm	zwitch	`2.0.4`	indirect
PyPI	aiodns	`4.0.4`	indirect
PyPI	aiofile	`3.11.1`	indirect
PyPI	aiohappyeyeballs	`2.7.1`	indirect
PyPI	aiohttp	`—`	indirect
PyPI	aiohttp	`3.14.1`	indirect
PyPI	aiosignal	`1.4.0`	indirect
PyPI	akracer	`0.0.14`	indirect
PyPI	annotated-doc	`0.0.4`	indirect
PyPI	annotated-types	`0.7.0`	indirect
PyPI	anyio	`4.14.2`	indirect
PyPI	attrs	`26.1.0`	indirect
PyPI	authlib	`1.7.2`	indirect
PyPI	backports-tarfile	`1.2.0`	indirect
PyPI	baostock	`—`	indirect
PyPI	beartype	`0.22.9`	indirect
PyPI	beautifulsoup4	`4.15.0`	indirect
PyPI	black	`—`	indirect
PyPI	brotli	`1.2.0`	indirect
PyPI	bs4	`0.0.2`	indirect
PyPI	cachetools	`7.1.4`	indirect
PyPI	caio	`0.9.25`	indirect
PyPI	certifi	`2026.6.17`	indirect
PyPI	cffi	`2.1.0`	indirect
PyPI	charset-normalizer	`3.4.9`	indirect
PyPI	click	`8.4.2`	indirect
PyPI	coincurve	`21.0.0`	indirect
PyPI	contourpy	`1.3.3`	indirect
PyPI	cryptography	`—`	indirect
PyPI	cryptography	`49.0.0`	indirect
PyPI	cssselect2	`0.9.0`	indirect
PyPI	curl-cffi	`0.15.0`	indirect
PyPI	cycler	`0.12.1`	indirect
PyPI	cyclopts	`4.21.0`	indirect
PyPI	decorator	`5.3.1`	indirect
PyPI	dingtalk-stream	`—`	indirect
PyPI	discord-py	`—`	indirect
PyPI	distro	`1.9.0`	indirect
PyPI	dnspython	`2.8.0`	indirect
PyPI	docstring-parser	`0.18.0`	indirect
PyPI	email-validator	`2.3.0`	indirect
PyPI	et-xmlfile	`2.0.0`	indirect
PyPI	exceptiongroup	`1.3.1`	indirect
PyPI	fake-useragent	`2.2.0`	indirect
PyPI	fastmcp-slim	`3.4.4`	indirect
PyPI	fonttools	`4.63.0`	indirect
PyPI	frozenlist	`1.8.0`	indirect
PyPI	griffelib	`2.1.0`	indirect
PyPI	h11	`0.16.0`	indirect
PyPI	h2	`4.3.0`	indirect
PyPI	hpack	`4.2.0`	indirect
PyPI	html5lib	`1.1`	indirect
PyPI	httpcore	`1.0.9`	indirect
PyPI	httptools	`0.8.0`	indirect
PyPI	httpx-sse	`0.4.3`	indirect
PyPI	hyperframe	`6.1.0`	indirect
PyPI	ib-async	`—`	indirect
PyPI	idna	`3.18`	indirect
PyPI	importlib-metadata	`9.0.0`	indirect
PyPI	jaraco-classes	`3.4.0`	indirect
PyPI	jaraco-context	`6.1.2`	indirect
PyPI	jaraco-functools	`4.5.0`	indirect
PyPI	jeepney	`0.9.0`	indirect
PyPI	jiter	`0.16.0`	indirect
PyPI	joserfc	`1.7.3`	indirect
PyPI	jsonpatch	`1.33`	indirect
PyPI	jsonpath	`0.82.2`	indirect
PyPI	jsonpointer	`3.1.1`	indirect
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                    "code": "top_contributor_share",
                    "params": {
                      "share": 56
                    }
                  }
                ],
                "max_points": 22.5
              },
              {
                "key": "contributor_breadth",
                "name": "Contributor breadth",
                "detail": "86 contributors",
                "points": 13.5,
                "status": "met",
                "details": [
                  {
                    "code": "contributors_sampled",
                    "params": {
                      "count": 86
                    }
                  }
                ],
                "max_points": 13.5
              },
              {
                "key": "openssf_scorecard_contributors",
                "name": "OpenSSF Scorecard: Contributors",
                "detail": "project has 5 contributing companies or organizations",
                "points": 10,
                "status": "met",
                "details": [],
                "max_points": 10
              }
            ]
          },
          {
            "key": "responsiveness",
            "band": "good",
            "name": "Issue & PR responsiveness",
            "note": null,
            "notes": [],
            "value": 75,
            "inputs": {
              "merged_prs": 283,
              "open_issues": 30,
              "closed_issues": 202,
              "issue_closed_ratio": 0.871,
              "closed_unmerged_prs": 142
            },
            "components": [
              {
                "key": "issue_resolution",
                "name": "Issue resolution",
                "detail": "87% of issues closed",
                "points": 40.7,
                "status": "partial",
                "details": [
                  {
                    "code": "issues_closed_share",
                    "params": {
                      "share": 87
                    }
                  }
                ],
                "max_points": 46.75
              },
              {
                "key": "pr_acceptance",
                "name": "PR acceptance",
                "detail": "283/425 decided PRs merged",
                "points": 25.5,
                "status": "partial",
                "details": [
                  {
                    "code": "decided_prs_merged",
                    "params": {
                      "merged": 283,
                      "decided": 425
                    }
                  }
                ],
                "max_points": 38.25
              },
              {
                "key": "openssf_scorecard_code_review",
                "name": "OpenSSF Scorecard: Code-Review",
                "detail": "Found 12/20 approved changesets -- score normalized to 6",
                "points": 9,
                "status": "partial",
                "details": [],
                "max_points": 15
              }
            ]
          },
          {
            "key": "stewardship",
            "band": "good",
            "name": "Ownership & stewardship",
            "note": null,
            "notes": [],
            "value": 75,
            "inputs": {
              "followers": 12465,
              "owner_type": "Organization",
              "is_verified": null,
              "owner_login": "HKUDS",
              "public_repos": 91,
              "account_age_days": 1342
            },
            "components": [
              {
                "key": "ownership_backing",
                "name": "Ownership backing",
                "detail": "organization-owned",
                "points": 30,
                "status": "met",
                "details": [
                  {
                    "code": "owner_organization",
                    "params": {}
                  }
                ],
                "max_points": 30
              },
              {
                "key": "verified_domain",
                "name": "Verified domain",
                "detail": null,
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 20
              },
              {
                "key": "owner_reach",
                "name": "Owner reach",
                "detail": "12,465 followers of HKUDS",
                "points": 25,
                "status": "met",
                "details": [
                  {
                    "code": "owner_followers",
                    "params": {
                      "count": 12465,
                      "login": "HKUDS"
                    }
                  }
                ],
                "max_points": 25
              },
              {
                "key": "track_record",
                "name": "Track record",
                "detail": "91 public repos, account ~3 yr old",
                "points": 20.3,
                "status": "partial",
                "details": [
                  {
                    "code": "public_repos",
                    "params": {
                      "count": 91
                    }
                  },
                  {
                    "code": "account_age_years",
                    "params": {
                      "years": 3
                    }
                  }
                ],
                "max_points": 25
              }
            ]
          },
          {
            "key": "package_maintenance",
            "band": "excellent",
            "name": "Package maintenance",
            "note": null,
            "notes": [],
            "value": 100,
            "inputs": {
              "packages": [
                "vibe-trading-ai"
              ],
              "ecosystems": "pypi",
              "any_deprecated": false,
              "min_days_since_publish": 8
            },
            "components": [
              {
                "key": "published_resolvable",
                "name": "Published & resolvable",
                "detail": "1 package(s) on pypi",
                "points": 25,
                "status": "met",
                "details": [
                  {
                    "code": "packages_published",
                    "params": {
                      "count": 1,
                      "ecosystems": "pypi"
                    }
                  }
                ],
                "max_points": 25
              },
              {
                "key": "publish_recency",
                "name": "Publish recency",
                "detail": "latest publish 8 days ago",
                "points": 35,
                "status": "met",
                "details": [
                  {
                    "code": "publish_recency",
                    "params": {
                      "days": 8
                    }
                  }
                ],
                "max_points": 35
              },
              {
                "key": "version_history",
                "name": "Version history",
                "detail": "12 published versions",
                "points": 20,
                "status": "met",
                "details": [
                  {
                    "code": "published_versions",
                    "params": {
                      "count": 12
                    }
                  }
                ],
                "max_points": 20
              },
              {
                "key": "not_deprecated",
                "name": "Not deprecated",
                "detail": "active, not deprecated or yanked",
                "points": 20,
                "status": "met",
                "details": [
                  {
                    "code": "package_not_deprecated",
                    "params": {}
                  }
                ],
                "max_points": 20
              }
            ]
          }
        ],
        "description": "Will the project survive its people — bus factor, responsiveness, who backs it, and package upkeep?"
      },
      {
        "key": "engineering",
        "band": "good",
        "name": "Engineering Quality",
        "value": 81,
        "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": true,
              "has_linter_config": false,
              "has_precommit_config": false
            },
            "components": [
              {
                "key": "ci_workflows",
                "name": "CI workflows",
                "detail": "3 workflow(s)",
                "points": 24,
                "status": "met",
                "details": [
                  {
                    "code": "ci_workflows",
                    "params": {
                      "count": 3
                    }
                  }
                ],
                "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": 6.4,
                "status": "met",
                "details": [],
                "max_points": 6.4
              },
              {
                "key": "openssf_scorecard_ci_tests",
                "name": "OpenSSF Scorecard: CI-Tests",
                "detail": "9 out of 12 merged PRs checked by a CI test -- score normalized to 7",
                "points": 14,
                "status": "partial",
                "details": [],
                "max_points": 20
              }
            ]
          },
          {
            "key": "documentation",
            "band": "excellent",
            "name": "Documentation",
            "note": null,
            "notes": [],
            "value": 100,
            "inputs": {
              "topics": [
                "backtesting",
                "multi-agent",
                "quantitative-finance",
                "trading",
                "ai-agent",
                "algorithmic-trading",
                "fintech",
                "llm",
                "mcp",
                "python"
              ],
              "has_wiki": true,
              "homepage": "https://vibetrading.wiki/",
              "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://vibetrading.wiki/",
                "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": "10 topics",
                "points": 10,
                "status": "met",
                "details": [
                  {
                    "code": "topics_count",
                    "params": {
                      "count": 10
                    }
                  }
                ],
                "max_points": 10
              },
              {
                "key": "wiki",
                "name": "Wiki",
                "detail": null,
                "points": 10,
                "status": "met",
                "details": [],
                "max_points": 10
              }
            ]
          }
        ],
        "description": "Are baseline engineering and documentation practices in place?"
      },
      {
        "key": "security",
        "band": "moderate",
        "name": "Security",
        "value": 53,
        "weight": 0.16,
        "metrics": [
          {
            "key": "security_posture",
            "band": "moderate",
            "name": "Security posture",
            "note": "Excluded from scoring (no data or not applicable): Packaging. Remaining weights renormalized.",
            "notes": [
              {
                "code": "excluded_no_data",
                "params": {
                  "components": [
                    "packaging"
                  ]
                }
              },
              {
                "code": "weights_renormalized",
                "params": {}
              }
            ],
            "value": 53,
            "inputs": {
              "source": "openssf_scorecard",
              "checks_evaluated": 17,
              "scorecard_version": "v5.5.0",
              "checks_inconclusive": 1,
              "scorecard_aggregate": 5.3
            },
            "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 not enabled on development/release branches",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 7.5
              },
              {
                "key": "ci_tests",
                "name": "CI-Tests",
                "detail": "9 out of 12 merged PRs checked by a CI test -- score normalized to 7",
                "points": 1.8,
                "status": "partial",
                "details": [],
                "max_points": 2.5
              },
              {
                "key": "cii_best_practices",
                "name": "CII-Best-Practices",
                "detail": "no effort to earn an OpenSSF best practices badge detected",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 2.5
              },
              {
                "key": "code_review",
                "name": "Code-Review",
                "detail": "Found 12/20 approved changesets -- score normalized to 6",
                "points": 4.5,
                "status": "partial",
                "details": [],
                "max_points": 7.5
              },
              {
                "key": "contributors",
                "name": "Contributors",
                "detail": "project has 5 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 0 issue activity found in the last 90 days -- score normalized to 10",
                "points": 7.5,
                "status": "met",
                "details": [],
                "max_points": 7.5
              },
              {
                "key": "packaging",
                "name": "Packaging",
                "detail": "packaging workflow not detected",
                "points": 0,
                "status": "excluded",
                "details": [
                  {
                    "code": "no_data",
                    "params": {}
                  }
                ],
                "max_points": 5
              },
              {
                "key": "pinned_dependencies",
                "name": "Pinned-Dependencies",
                "detail": "dependency not pinned by hash detected -- score normalized to 7",
                "points": 3.5,
                "status": "partial",
                "details": [],
                "max_points": 5
              },
              {
                "key": "sast",
                "name": "SAST",
                "detail": "SAST tool is not run on all commits -- score normalized to 0",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 5
              },
              {
                "key": "security_policy",
                "name": "Security-Policy",
                "detail": "security policy file detected",
                "points": 5,
                "status": "met",
                "details": [],
                "max_points": 5
              },
              {
                "key": "signed_releases",
                "name": "Signed-Releases",
                "detail": "Project has not signed or included provenance with any releases.",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 7.5
              },
              {
                "key": "token_permissions",
                "name": "Token-Permissions",
                "detail": "detected GitHub workflow tokens with excessive permissions",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 7.5
              },
              {
                "key": "vulnerabilities",
                "name": "Vulnerabilities",
                "detail": "9 existing vulnerabilities detected",
                "points": 0.8,
                "status": "partial",
                "details": [],
                "max_points": 7.5
              }
            ]
          },
          {
            "key": "high_risk_jurisdiction_exposure",
            "band": "excellent",
            "name": "High-Risk Jurisdiction Exposure",
            "note": "Only high-confidence self-published location evidence affects this multiplier. Ambiguous matches are review-only; country evidence is not proof of nationality, citizenship, legal registration, malicious intent, or sanctions status.",
            "notes": [
              {
                "code": "jurisdiction_evidence_limits",
                "params": {}
              }
            ],
            "value": 100,
            "inputs": {
              "meaning": "self-published location evidence; not nationality or citizenship",
              "red_flag": false,
              "exposures": [],
              "policy_countries": [
                "Russia",
                "Iran",
                "North Korea"
              ],
              "review_only_matches": 0,
              "assessed_self_published_locations": 6
            },
            "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": 40,
        "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": 1,
            "inputs": {
              "has_llms_txt": false,
              "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": null,
                "points": 0,
                "status": "missed",
                "details": [],
                "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": 61,
            "inputs": {
              "has_nix": false,
              "has_tests": true,
              "lockfiles": [
                "package-lock.json"
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              "has_dockerfile": true,
              "typed_language": false,
              "bootstrap_files": [],
              "has_devcontainer": true,
              "has_linter_config": false,
              "typecheck_configs": [
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                "frontend/tsconfig.json"
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              "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": "frontend/src/i18n/locales/tsconfig.json, frontend/tsconfig.json",
                "points": 11,
                "status": "met",
                "details": [
                  {
                    "code": "file_list",
                    "params": {
                      "files": "frontend/src/i18n/locales/tsconfig.json, frontend/tsconfig.json"
                    }
                  }
                ],
                "max_points": 11
              },
              {
                "key": "reproducible_environment",
                "name": "Reproducible environment",
                "detail": "devcontainer, Dockerfile, lockfile",
                "points": 10,
                "status": "met",
                "details": [
                  {
                    "code": "file_list",
                    "params": {
                      "files": "devcontainer, 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 7",
                "points": 7,
                "status": "partial",
                "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": 218066,
              "source_files_sampled": 1274,
              "oversized_source_files": 8
            },
            "components": [
              {
                "key": "type_checkable_code",
                "name": "Type-checkable code",
                "detail": "Python with type-check config (frontend/src/i18n/locales/tsconfig.json, frontend/tsconfig.json)",
                "points": 27,
                "status": "partial",
                "details": [
                  {
                    "code": "typecheck_config_language",
                    "params": {
                      "files": "frontend/src/i18n/locales/tsconfig.json, frontend/tsconfig.json",
                      "language": "Python"
                    }
                  }
                ],
                "max_points": 45
              },
              {
                "key": "manageable_file_sizes",
                "name": "Manageable file sizes",
                "detail": "8/1274 source files over 60KB",
                "points": 54.7,
                "status": "partial",
                "details": [
                  {
                    "code": "oversized_source_files",
                    "params": {
                      "kb": 60,
                      "sampled": 1274,
                      "oversized": 8
                    }
                  }
                ],
                "max_points": 55
              }
            ]
          },
          {
            "key": "ai_interfaces",
            "band": "critical",
            "name": "Machine-readable interfaces",
            "note": null,
            "notes": [],
            "value": 20,
            "inputs": {
              "example_dirs": [],
              "has_mcp_signal": true,
              "api_schema_files": []
            },
            "components": [
              {
                "key": "api_schema_openapi_graphql_proto",
                "name": "API schema (OpenAPI/GraphQL/proto)",
                "detail": null,
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 40
              },
              {
                "key": "mcp_server",
                "name": "MCP server",
                "detail": null,
                "points": 20,
                "status": "met",
                "details": [],
                "max_points": 20
              },
              {
                "key": "runnable_examples",
                "name": "Runnable examples",
                "detail": null,
                "points": 0,
                "status": "missed",
                "details": [],
                "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": [],
  "report_type": "repository",
  "generated_at": "2026-07-19T04:08:35.688721Z",
  "schema_version": "0.14.0",
  "badge_url": "https://raw.githubusercontent.com/inspect-software/badges/main/v1/h/hkuds/vibe-trading.svg",
  "full_name": "hkuds/vibe-trading",
  "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 v0.14.0 — full methodology · metrics wiki.

How one result sits in the wider record: aggregate statistics — PyPI.

Software health index

Score profile

Ownership

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