Software health reportschema 0.27.0 · metrics 2.3.1 · 2026-07-31 09:14 UTC

saigontechnology / AgentCrew

Chat application with multi-agents system supports multi-models and MCP

PythonApache-2.0★ 212 stars⑂ 42 forkssince Feb 2025View on GitHub ↗

KindMCP serverLibraryCommand-line toolhow this is determined

#ai-agents #ai-assistant #anthropic-claude #tool-use #terminal-app #mcp-client #model-context-protocol #multi-agent-systems

saigontechnology/AgentCrew holds a health index of 80 out of 100, placing it in the Excellent band. It scores highest on Vitality (99/100) and lowest on Security (44/100). It was last updated today. A single contributor accounts for most of its recent work.

overall / 100

Excellent

Software health index

Metrics are grouped into weighted categories on one standardized 1–100 scale. Overall starts as their weighted mean, calibrated against the distribution of the public record so bands carry percentile meaning; when public evidence triggers the High-Risk Jurisdiction Policy, the rating is adjusted and receives an At Risk ceiling of 34.

Exceptional93-100The record's top tier (≈ top 5%); essentially all checked criteria met

Excellent80-92Strong across the board; minor gaps

Good65-79Healthy; gaps are limited and manageable

Moderate50-64Acceptable with notable gaps; review recommended

Weak35-49Material weaknesses across several areas

At Risk20-34Significant weaknesses; adoption warrants caution

Critical1-19Severe 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.

The weighted overall 68 is calibrated to 80 on the published index scale (record calibration 2026-08-02).

Ownership

Saigon TechnologyOrganization

46 followers51 public repossince Jan 2017

This repository is backed by an organization — shared, accountable stewardship that can outlive any single maintainer.

Package ecosystems

Registry	Package	Version	Downloads / mo	Versions	Last publish
PyPI	agentcrew-ai	0.20.2	2,204	169	0 days ago

Metrics by category

Vitality

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

99Exceptional · 21% of overall

Development activity

99Exceptional

How it's scored

36/36	Push recency — last push 0 days ago
35.3/36	Commit cadence — 51/52 weeks with commits
18/18	Commit volume — 843 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	843
human_commit_share	1
days_since_last_push	0
active_weeks_last_year	51

Release discipline

100Exceptional

How it's scored

27/27	Ships releases — 100 releases published
36/36	Release recency — latest release 1 days ago
27/27	Release cadence — a release every ~4.5 days
0/10	OpenSSF Scorecard: Signed-Releases — no data

Inputs used

releases_count	100
latest_release_tag	v0.20.1
releases_from_tags	no
days_since_latest_release	1
mean_days_between_releases	4.5

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?

65Good · 17% of overall

Popularity & adoption

53Moderate

How it's scored

37.7/60	Stars — 212 stars
13.4/25	Forks — 42 forks
1.7/15	Watchers — 3 watchers

Inputs used

forks	42
stars	212
watchers	3
growth_state	unverified
growth_factor_pct	100
growth_unverified_reason	no_history

Community health

85Excellent

How it's scored

22.5/22.5	README
22.5/22.5	License — recognized license (Apache-2.0)
18/18	CONTRIBUTING guide
13.5/13.5	Code of conduct
0/7.2	Issue template
0/6.3	PR template

Inputs used

has_readme	yes
has_license	yes
readme_badges	—
has_contributing	yes
has_issue_template	no
has_code_of_conduct	yes
readme_badge_services	—
has_pull_request_template	no

Ecosystem adoption (downloads)

56Moderate

How it's scored

44.6/80	Monthly downloads — 2,204 downloads/month across pypi
0/20	Registry dependents — not reported by this ecosystem

Inputs used

packages	agentcrew-ai
dependents	—
ecosystems	pypi
total_downloads	—
monthly_downloads	2,204

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?

62Moderate · 23% of overall

Maintainer resilience (bus factor)

22At Risk

How it's scored

9/54	Bus factor — 1 contributor(s) cover half of all commits
2.2/22.5	Commit distribution — top contributor authored 90% of commits
8.1/13.5	Contributor breadth — 6 contributors
3/10	OpenSSF Scorecard: Contributors — project has 1 contributing companies or organizations -- score normalized to 3

Inputs used

bus_factor	1
contributors_sampled	6
top_contributor_share	0.904

Issue & PR responsiveness

76Good

How it's scored

42/42	Issue resolution — 100% of issues closed
24.2/30	PR acceptance — 21/26 decided PRs merged
0/13	Newcomer PR acceptance — no first-time contributor's PR decided in 30d
0/15	OpenSSF Scorecard: Code-Review — Found 0/30 approved changesets -- score normalized to 0

Inputs used

merged_prs	21
open_issues	0
closed_issues	19
prs_merged_7d	—
prs_decided_7d	—
prs_merged_30d	—
prs_decided_30d	—
issue_closed_ratio	1
closed_unmerged_prs	5
first_time_authors_30d	—
first_time_prs_merged_30d	—
first_time_prs_decided_30d	—

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

Ownership & stewardship

66Good

How it's scored

30/30	Ownership backing — organization-owned
0/20	Verified domain
12/25	Owner reach — 46 followers of saigontechnology
24.5/25	Track record — 51 public repos, account ~9 yr old

Inputs used

followers	46
owner_type	Organization
is_verified	—
owner_login	saigontechnology
public_repos	51
account_age_days	3,479

Package maintenance

100Exceptional

How it's scored

25/25	Published & resolvable — 1 package(s) on pypi
35/35	Publish recency — latest publish 0 days ago
20/20	Version history — 169 published versions
20/20	Not deprecated — active, not deprecated or yanked

Inputs used

packages	agentcrew-ai
ecosystems	pypi
any_deprecated	no
min_days_since_publish	0

Engineering Quality

Are baseline engineering and documentation practices in place?

66Good · 19% of overall

Engineering practices

60Moderate

How it's scored

24/24	CI workflows — 5 workflow(s)
24/24	Tests present
0/16	Linter config
0/9.6	Pre-commit hooks
0/6.4	.editorconfig
0/20	OpenSSF Scorecard: CI-Tests — no data

Inputs used

has_ci	yes
has_tests	yes
has_editorconfig	no
has_linter_config	no
has_precommit_config	no

Excluded from scoring (no data or not applicable): OpenSSF Scorecard: CI-Tests. Remaining weights renormalized.

Documentation

75Good

How it's scored

30/30	README
0/25	Documentation directory
15/15	Documentation / homepage site — https://agentcrew.dev
10/10	Repository description
10/10	Topics — 8 topics
10/10	Wiki

Inputs used

topics	ai-agents, ai-assistant, anthropic-claude, tool-use, terminal-app, mcp-client, model-context-protocol, multi-agent-systems
has_wiki	yes
homepage	https://agentcrew.dev
has_readme	yes
has_docs_dir	no
has_description	yes

Security

Are visible security and supply-chain practices strong, without unresolved high-risk jurisdiction exposure?

44Weak · 16% of overall

Security posture

40Weak

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
0/2.5	CI-Tests — no data
0/2.5	CII-Best-Practices — no effort to earn an OpenSSF best practices badge detected
0/7.5	Code-Review — Found 0/30 approved changesets -- score normalized to 0
0.8/2.5	Contributors — project has 1 contributing companies or organizations -- score normalized to 3
10/10	Dangerous-Workflow — no dangerous workflow patterns detected
0/7.5	Dependency-Update-Tool — no 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
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 detected: CodeQL
0/5	Security-Policy — security policy file not detected
0/7.5	Signed-Releases — no data
0/7.5	Token-Permissions — detected GitHub workflow tokens with excessive permissions
0/7.5	Vulnerabilities — 82 existing vulnerabilities detected

Inputs used

source	openssf_scorecard
checks_evaluated	16
scorecard_version	v5.5.0
checks_inconclusive	2
scorecard_aggregate	4

Excluded from scoring (no data or not applicable): ci_tests, signed_releases. Remaining weights renormalized.

Dependency advisories

60Moderate

How it's scored

5.3/35	Direct dependencies free of known advisories — 3 affected: chromadb 1.5.9 (critical 9.8), pillow 12.2.0 (critical 9.1), mcp 1.27.1 (high 7.6)
0/25	Indirect dependencies free of known advisories — transitive set not separable from development and test dependencies in this scope
40/40	No advisories left outstanding — no advisory has been public longer than 90 days

Inputs used

source	osv
advisories	159
affected_packages	24
assessed_packages	422
unassessed_packages	0
affected_by_severity	critical 5, high 11, moderate 8
direct_affected_packages	3

Excluded from scoring (no data or not applicable): Indirect dependencies free of known advisories. Remaining weights renormalized. Matched 422 resolved dependencies against OSV. This repository publishes no package the index resolves, so the repository dependency graph was assessed instead. That graph mixes development and test pins with shipped dependencies, so only the declared runtime dependencies are scored; transitive findings are reported as context and excluded from the score. Reachability is not analyzed.

AI Readiness

How well is the repo equipped to be developed and maintained with AI coding agents? Carries a deliberately small weight (4%): agent tooling is a real maintenance signal, but a repository with none can still reach 100/100.

50Moderate · 4% of overall

Agent context & guidance

40Weak

How it's scored

0/45	Agent instructions — no CLAUDE.md / AGENTS.md / editor rules
0/15	Machine-readable docs (llms.txt)
40/40	Legible commit history — 99 of 100 human commits state their intent (structured subject or explanatory body)

Inputs used

has_llms_txt	no
legible_history_share	0.99
agent_instruction_files	—
agent_instruction_max_bytes	—

Verify loop (build / test / typecheck)

43Weak

How it's scored

0/18	One-command bootstrap
22/22	Automated tests
0/11	Lint / format config
11/11	Static type checking — pyrightconfig.json
10/10	Reproducible environment — Dockerfile, lockfile
0/10	Demonstrated agent practice — no agent-authored commits among the last 100
0/8	Automated maintenance — no automated dependency updates observed
0/10	OpenSSF Scorecard: Pinned-Dependencies — dependency not pinned by hash detected -- score normalized to 0

Inputs used

has_nix	no
has_tests	yes
lockfiles	uv.lock
has_dockerfile	yes
typed_language	no
bootstrap_files	—
has_devcontainer	no
has_linter_config	no
typecheck_configs	pyrightconfig.json
agent_commit_share	0
toolchain_manifests	—
dependency_bot_commit_share	0

Code legibility for models

82Excellent

How it's scored

27/45	Type-checkable code — Python with type-check config (pyrightconfig.json)
54.7/55	Manageable file sizes — 2/351 source files over 60KB

Inputs used

primary_language	Python
largest_source_bytes	71,846
source_files_sampled	351
oversized_source_files	2

Machine-readable interfaces

60Moderate

How it's scored

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

Inputs used

example_dirs	examples
has_mcp_signal	yes
api_schema_files	—

Key facts

212GitHub stars

6contributors

843commits, last 12 months

0days since last push

100releases

1bus factor

0open issues

PyPIpackage ecosystems

Data collection warnings

Star history unavailable: GitHub GraphQL error: Resource not accessible by personal access token
deps.dev does not index pypi:agentcrew-ai@0.20.2; advisories assessed against the repository dependency graph instead

More detail

Star and fork history 0 ★ / 42 ⇿

0Stars

42Forks

98Releases

When each star and fork was added, collected from GitHub and bucketed by day. Cumulative growth sits directly above the daily additions it is made of, so the two read against each other: steady organic accretion looks nothing like an abrupt, short-lived burst. Where that difference is measurable, it is reported as growth authenticity.

Major 0Minor 13Patch 84

Each point covers 2 days.

OpenSSF Scorecard 4.0 / 10

4.0aggregate

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 · 2026-07-31 09:14 UTC

10	Binary-Artifacts	no binaries found in the repo
0	Branch-Protection	branch protection not enabled on development/release branches
n/a	CI-Tests	no pull request found
0	CII-Best-Practices	no effort to earn an OpenSSF best practices badge detected
0	Code-Review	Found 0/30 approved changesets -- score normalized to 0
3	Contributors	project has 1 contributing companies or organizations -- score normalized to 3
10	Dangerous-Workflow	no dangerous workflow patterns detected
0	Dependency-Update-Tool	no 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
10	Packaging	packaging workflow detected
0	Pinned-Dependencies	dependency not pinned by hash detected -- score normalized to 0
10	SAST	SAST tool detected: CodeQL
0	Security-Policy	security policy file not detected
n/a	Signed-Releases	no releases found
0	Token-Permissions	detected GitHub workflow tokens with excessive permissions
0	Vulnerabilities	82 existing vulnerabilities detected

Direct dependencies 34

Registry	Package	Version constraint	Manifest
PyPI	click	`==8.3.3`	pyproject.toml
PyPI	python-dotenv	`==1.2.2`	pyproject.toml
PyPI	anthropic	`==0.97.0`	pyproject.toml
PyPI	prompt-toolkit	`==3.0.52`	pyproject.toml
PyPI	rich	`==15.0.0`	pyproject.toml
PyPI	pyperclip	`==1.11.0`	pyproject.toml
PyPI	tavily-python	`==0.7.26`	pyproject.toml
PyPI	pillow	`==12.2.0`	pyproject.toml
PyPI	chromadb	`==1.5.9`	pyproject.toml
PyPI	openai	`==2.36.0`	pyproject.toml
PyPI	mcp	`==1.27.1`	pyproject.toml
PyPI	google-genai	`==1.73.1`	pyproject.toml
PyPI	markdown	`==3.10.2`	pyproject.toml
PyPI	tree-sitter-language-pack	`==1.12.5`	pyproject.toml
PyPI	voyageai	`==0.3.7`	pyproject.toml
PyPI	numpy	`==1.26.4`	pyproject.toml
PyPI	pywin32	`—`	pyproject.toml
PyPI	pyobjc	`—`	pyproject.toml
PyPI	a2a-sdk	`==1.1.2`	pyproject.toml
PyPI	agent-client-protocol	`==0.10.0`	pyproject.toml
PyPI	xmltodict	`==1.0.4`	pyproject.toml
PyPI	elevenlabs	`==2.44.0`	pyproject.toml
PyPI	sounddevice	`==0.5.5`	pyproject.toml
PyPI	soundfile	`==0.13.1`	pyproject.toml
PyPI	jsonref	`==1.1.0`	pyproject.toml
PyPI	pychromedevtools	`==1.0.4`	pyproject.toml
PyPI	html-to-markdown	`==2.30.0`	pyproject.toml
PyPI	pip-system-certs	`==5.3`	pyproject.toml
PyPI	loguru	`==0.7.3`	pyproject.toml
PyPI	jsonschema	`==4.26.0`	pyproject.toml
PyPI	tomli-w	`==1.2.0`	pyproject.toml
PyPI	pyyaml	`==6.0.3`	pyproject.toml
PyPI	together	`==2.16.0`	pyproject.toml
PyPI	textual-image	`==0.13.2`	pyproject.toml

All dependencies 422

Full resolved dependency set from the GitHub dependency graph: 35 direct and 387 indirect (transitive) packages. The transitive closure is complete when the repository commits a lockfile.

Registry	Package	Version	Relation
PyPI	a2a-sdk	`1.1.2`	direct
PyPI	agent-client-protocol	`0.10.0`	direct
PyPI	anthropic	`0.97.0`	direct
PyPI	chromadb	`1.5.9`	direct
PyPI	click	`8.3.3`	direct
PyPI	elevenlabs	`2.44.0`	direct
PyPI	google-genai	`1.73.1`	direct
PyPI	html-to-markdown	`2.30.0`	direct
PyPI	jsonref	`1.1.0`	direct
PyPI	jsonschema	`4.26.0`	direct
PyPI	loguru	`0.7.3`	direct
PyPI	markdown	`3.10.2`	direct
PyPI	mcp	`1.27.1`	direct
PyPI	numpy	`1.26.4`	direct
PyPI	numpy	`2.4.4`	direct
PyPI	openai	`2.36.0`	direct
PyPI	pillow	`12.2.0`	direct
PyPI	pip-system-certs	`5.3`	direct
PyPI	prompt-toolkit	`3.0.52`	direct
PyPI	pychromedevtools	`1.0.4`	direct
PyPI	pyobjc	`12.1`	direct
PyPI	pyperclip	`1.11.0`	direct
PyPI	python-dotenv	`1.2.2`	direct
PyPI	pywin32	`311`	direct
PyPI	pyyaml	`6.0.3`	direct
PyPI	rich	`15.0.0`	direct
PyPI	sounddevice	`0.5.5`	direct
PyPI	soundfile	`0.13.1`	direct
PyPI	tavily-python	`0.7.26`	direct
PyPI	textual-image	`0.13.2`	direct
PyPI	together	`2.16.0`	direct
PyPI	tomli-w	`1.2.0`	direct
PyPI	tree-sitter-language-pack	`1.12.5`	direct
PyPI	voyageai	`0.3.7`	direct
PyPI	xmltodict	`1.0.4`	direct
PyPI	accelerate	`1.13.0`	indirect
PyPI	agentcrew-ai	`0.20.2`	indirect
PyPI	aiohappyeyeballs	`2.6.1`	indirect
PyPI	aiohttp	`3.13.3`	indirect
PyPI	aiolimiter	`1.2.1`	indirect
PyPI	aiologic	`0.17.1`	indirect
PyPI	aiosignal	`1.4.0`	indirect
PyPI	altgraph	`0.17.5`	indirect
PyPI	annotated-doc	`0.0.4`	indirect
PyPI	annotated-types	`0.7.0`	indirect
PyPI	antlr4-python3-runtime	`4.9.3`	indirect
PyPI	anyio	`4.13.0`	indirect
PyPI	attrs	`26.1.0`	indirect
PyPI	backoff	`2.2.1`	indirect
PyPI	bcrypt	`5.0.0`	indirect
PyPI	beautifulsoup4	`4.14.3`	indirect
PyPI	build	`1.4.2`	indirect
PyPI	certifi	`2026.2.25`	indirect
PyPI	cffi	`2.0.0`	indirect
PyPI	charset-normalizer	`3.4.6`	indirect
PyPI	colorama	`0.4.6`	indirect
PyPI	colorlog	`6.10.1`	indirect
PyPI	cryptography	`46.0.6`	indirect
PyPI	cuda-bindings	`12.9.6`	indirect
PyPI	cuda-pathfinder	`1.5.0`	indirect
PyPI	cuda-toolkit	`12.8.1`	indirect
PyPI	culsans	`0.11.0`	indirect
PyPI	cyclopts	`4.11.0`	indirect
PyPI	defusedxml	`0.7.1`	indirect
PyPI	detect-agent	`0.2.0`	indirect
PyPI	dill	`0.4.1`	indirect
PyPI	distro	`1.9.0`	indirect
PyPI	docling	`2.103.0`	indirect
PyPI	docling-core	`2.82.0`	indirect
PyPI	docling-ibm-models	`3.13.2`	indirect
PyPI	docling-parse	`6.2.0`	indirect
PyPI	docling-slim	`2.103.0`	indirect
PyPI	docstring-parser	`0.17.0`	indirect
PyPI	docutils	`0.22.4`	indirect
PyPI	durationpy	`0.10`	indirect
PyPI	et-xmlfile	`2.0.0`	indirect
PyPI	faker	`40.11.1`	indirect
PyPI	ffmpeg-python	`0.2.0`	indirect
PyPI	filelock	`3.25.2`	indirect
PyPI	filetype	`1.2.0`	indirect
PyPI	flatbuffers	`25.12.19`	indirect
PyPI	frozenlist	`1.8.0`	indirect
PyPI	fsspec	`2026.2.0`	indirect
PyPI	future	`1.0.0`	indirect
PyPI	google-api-core	`2.30.0`	indirect
PyPI	google-auth	`2.49.1`	indirect
PyPI	googleapis-common-protos	`1.73.0`	indirect
PyPI	grpcio	`1.78.0`	indirect
PyPI	h11	`0.16.0`	indirect
PyPI	hf-xet	`1.4.2`	indirect
PyPI	httpcore	`1.0.9`	indirect
PyPI	httptools	`0.7.1`	indirect
PyPI	httpx	`0.28.1`	indirect
PyPI	httpx-sse	`0.4.3`	indirect
PyPI	huggingface-hub	`0.36.2`	indirect
PyPI	idna	`3.11`	indirect
PyPI	importlib-metadata	`8.7.1`	indirect
PyPI	importlib-resources	`6.5.2`	indirect
PyPI	iniconfig	`2.3.0`	indirect
PyPI	jinja2	`3.1.6`	indirect
PyPI	jiter	`0.13.0`	indirect
PyPI	json-rpc	`1.15.0`	indirect
PyPI	jsonlines	`4.0.0`	indirect
PyPI	jsonpatch	`1.33`	indirect
PyPI	jsonpointer	`3.1.1`	indirect
PyPI	jsonschema-specifications	`2025.9.1`	indirect
PyPI	kubernetes	`35.0.0`	indirect
PyPI	langchain-core	`1.2.22`	indirect
PyPI	langchain-text-splitters	`1.1.1`	indirect
PyPI	langfuse	`4.0.1`	indirect
PyPI	langsmith	`0.7.22`	indirect
PyPI	latex2mathml	`3.79.0`	indirect
PyPI	lxml	`6.0.2`	indirect
PyPI	macholib	`1.16.4`	indirect
PyPI	mail-parser	`4.4.0`	indirect
PyPI	markdown-it-py	`4.0.0`	indirect
PyPI	marko	`2.2.2`	indirect
PyPI	markupsafe	`3.0.3`	indirect
PyPI	mdurl	`0.1.2`	indirect
PyPI	mmh3	`5.2.1`	indirect
PyPI	mpire	`2.10.2`	indirect
PyPI	mpmath	`1.3.0`	indirect
PyPI	multidict	`6.7.1`	indirect
PyPI	multiprocess	`0.70.19`	indirect
PyPI	networkx	`3.6.1`	indirect
PyPI	nvidia-cublas-cu12	`12.8.4.1`	indirect
PyPI	nvidia-cuda-cupti-cu12	`12.8.90`	indirect
PyPI	nvidia-cuda-nvrtc-cu12	`12.8.93`	indirect
PyPI	nvidia-cuda-runtime-cu12	`12.8.90`	indirect
PyPI	nvidia-cudnn-cu12	`9.19.0.56`	indirect
PyPI	nvidia-cufft-cu12	`11.3.3.83`	indirect
PyPI	nvidia-cufile-cu12	`1.13.1.3`	indirect
PyPI	nvidia-curand-cu12	`10.3.9.90`	indirect
PyPI	nvidia-cusolver-cu12	`11.7.3.90`	indirect
PyPI	nvidia-cusparse-cu12	`12.5.8.93`	indirect
PyPI	nvidia-cusparselt-cu12	`0.7.1`	indirect
PyPI	nvidia-nccl-cu12	`2.28.9`	indirect
PyPI	nvidia-nvjitlink-cu12	`12.8.93`	indirect
PyPI	nvidia-nvshmem-cu12	`3.4.5`	indirect
PyPI	nvidia-nvtx-cu12	`12.8.90`	indirect
PyPI	oauthlib	`3.3.1`	indirect
PyPI	omegaconf	`2.3.0`	indirect
PyPI	onnxruntime	`1.24.4`	indirect
PyPI	opencv-python	`4.11.0.86`	indirect
PyPI	openpyxl	`3.1.5`	indirect
PyPI	opentelemetry-api	`1.40.0`	indirect
PyPI	opentelemetry-exporter-otlp-proto-common	`1.40.0`	indirect
PyPI	opentelemetry-exporter-otlp-proto-grpc	`1.40.0`	indirect
PyPI	opentelemetry-exporter-otlp-proto-http	`1.40.0`	indirect
PyPI	opentelemetry-proto	`1.40.0`	indirect
PyPI	opentelemetry-sdk	`1.40.0`	indirect
PyPI	opentelemetry-semantic-conventions	`0.61b0`	indirect
PyPI	orjson	`3.11.7`	indirect
PyPI	overrides	`7.7.0`	indirect
PyPI	packaging	`25.0`	indirect
PyPI	pandas	`2.3.3`	indirect
PyPI	pandas	`3.0.1`	indirect
PyPI	pefile	`2024.8.26`	indirect
PyPI	pip	`26.0.1`	indirect
PyPI	pluggy	`1.6.0`	indirect
PyPI	polyfactory	`3.3.0`	indirect
PyPI	propcache	`0.4.1`	indirect
PyPI	proto-plus	`1.27.1`	indirect
PyPI	protobuf	`6.33.6`	indirect
PyPI	psutil	`7.2.2`	indirect
PyPI	pyasn1	`0.6.3`	indirect
PyPI	pyasn1-modules	`0.4.2`	indirect
PyPI	pybase64	`1.4.3`	indirect
PyPI	pyclipper	`1.4.0`	indirect
PyPI	pycparser	`3.0`	indirect
PyPI	pydantic	`2.12.5`	indirect
PyPI	pydantic-core	`2.41.5`	indirect
PyPI	pydantic-settings	`2.14.1`	indirect
PyPI	pygments	`2.20.0`	indirect
PyPI	pyinstaller	`6.19.0`	indirect
PyPI	pyinstaller-hooks-contrib	`2026.3`	indirect
PyPI	pyjwt	`2.12.1`	indirect
PyPI	pylatexenc	`2.10`	indirect
PyPI	pyobjc-core	`12.1`	indirect
PyPI	pyobjc-framework-accessibility	`12.1`	indirect
PyPI	pyobjc-framework-accounts	`12.1`	indirect
PyPI	pyobjc-framework-addressbook	`12.1`	indirect
PyPI	pyobjc-framework-adservices	`12.1`	indirect
PyPI	pyobjc-framework-adsupport	`12.1`	indirect
PyPI	pyobjc-framework-applescriptkit	`12.1`	indirect
PyPI	pyobjc-framework-applescriptobjc	`12.1`	indirect
PyPI	pyobjc-framework-applicationservices	`12.1`	indirect
PyPI	pyobjc-framework-apptrackingtransparency	`12.1`	indirect
PyPI	pyobjc-framework-arkit	`12.1`	indirect
PyPI	pyobjc-framework-audiovideobridging	`12.1`	indirect
PyPI	pyobjc-framework-authenticationservices	`12.1`	indirect
PyPI	pyobjc-framework-automaticassessmentconfiguration	`12.1`	indirect
PyPI	pyobjc-framework-automator	`12.1`	indirect
PyPI	pyobjc-framework-avfoundation	`12.1`	indirect
PyPI	pyobjc-framework-avkit	`12.1`	indirect
PyPI	pyobjc-framework-avrouting	`12.1`	indirect
PyPI	pyobjc-framework-backgroundassets	`12.1`	indirect
PyPI	pyobjc-framework-browserenginekit	`12.1`	indirect
PyPI	pyobjc-framework-businesschat	`12.1`	indirect
PyPI	pyobjc-framework-calendarstore	`12.1`	indirect
PyPI	pyobjc-framework-callkit	`12.1`	indirect
PyPI	pyobjc-framework-carbon	`12.1`	indirect
PyPI	pyobjc-framework-cfnetwork	`12.1`	indirect
PyPI	pyobjc-framework-cinematic	`12.1`	indirect
PyPI	pyobjc-framework-classkit	`12.1`	indirect
PyPI	pyobjc-framework-cloudkit	`12.1`	indirect
PyPI	pyobjc-framework-cocoa	`12.1`	indirect
PyPI	pyobjc-framework-collaboration	`12.1`	indirect
PyPI	pyobjc-framework-colorsync	`12.1`	indirect
PyPI	pyobjc-framework-compositorservices	`12.1`	indirect
PyPI	pyobjc-framework-contacts	`12.1`	indirect
PyPI	pyobjc-framework-contactsui	`12.1`	indirect
PyPI	pyobjc-framework-coreaudio	`12.1`	indirect
PyPI	pyobjc-framework-coreaudiokit	`12.1`	indirect
PyPI	pyobjc-framework-corebluetooth	`12.1`	indirect
PyPI	pyobjc-framework-coredata	`12.1`	indirect
PyPI	pyobjc-framework-corehaptics	`12.1`	indirect
PyPI	pyobjc-framework-corelocation	`12.1`	indirect
PyPI	pyobjc-framework-coremedia	`12.1`	indirect
PyPI	pyobjc-framework-coremediaio	`12.1`	indirect
PyPI	pyobjc-framework-coremidi	`12.1`	indirect
PyPI	pyobjc-framework-coreml	`12.1`	indirect
PyPI	pyobjc-framework-coremotion	`12.1`	indirect
PyPI	pyobjc-framework-coreservices	`12.1`	indirect
PyPI	pyobjc-framework-corespotlight	`12.1`	indirect
PyPI	pyobjc-framework-coretext	`12.1`	indirect
PyPI	pyobjc-framework-corewlan	`12.1`	indirect
PyPI	pyobjc-framework-cryptotokenkit	`12.1`	indirect
PyPI	pyobjc-framework-datadetection	`12.1`	indirect
PyPI	pyobjc-framework-devicecheck	`12.1`	indirect
PyPI	pyobjc-framework-devicediscoveryextension	`12.1`	indirect
PyPI	pyobjc-framework-dictionaryservices	`12.1`	indirect
PyPI	pyobjc-framework-discrecording	`12.1`	indirect
PyPI	pyobjc-framework-discrecordingui	`12.1`	indirect
PyPI	pyobjc-framework-diskarbitration	`12.1`	indirect
PyPI	pyobjc-framework-dvdplayback	`12.1`	indirect
PyPI	pyobjc-framework-eventkit	`12.1`	indirect
PyPI	pyobjc-framework-exceptionhandling	`12.1`	indirect
PyPI	pyobjc-framework-executionpolicy	`12.1`	indirect
PyPI	pyobjc-framework-extensionkit	`12.1`	indirect
PyPI	pyobjc-framework-externalaccessory	`12.1`	indirect
PyPI	pyobjc-framework-fileprovider	`12.1`	indirect
PyPI	pyobjc-framework-fileproviderui	`12.1`	indirect
PyPI	pyobjc-framework-findersync	`12.1`	indirect
PyPI	pyobjc-framework-fsevents	`12.1`	indirect
PyPI	pyobjc-framework-fskit	`12.1`	indirect
PyPI	pyobjc-framework-gamecenter	`12.1`	indirect
PyPI	pyobjc-framework-gamecontroller	`12.1`	indirect
PyPI	pyobjc-framework-gamekit	`12.1`	indirect
PyPI	pyobjc-framework-gameplaykit	`12.1`	indirect
PyPI	pyobjc-framework-gamesave	`12.1`	indirect
PyPI	pyobjc-framework-healthkit	`12.1`	indirect
PyPI	pyobjc-framework-imagecapturecore	`12.1`	indirect
PyPI	pyobjc-framework-inputmethodkit	`12.1`	indirect
PyPI	pyobjc-framework-installerplugins	`12.1`	indirect
PyPI	pyobjc-framework-instantmessage	`12.1`	indirect
PyPI	pyobjc-framework-intents	`12.1`	indirect
PyPI	pyobjc-framework-intentsui	`12.1`	indirect
PyPI	pyobjc-framework-iobluetooth	`12.1`	indirect
PyPI	pyobjc-framework-iobluetoothui	`12.1`	indirect
PyPI	pyobjc-framework-iosurface	`12.1`	indirect
PyPI	pyobjc-framework-ituneslibrary	`12.1`	indirect
PyPI	pyobjc-framework-kernelmanagement	`12.1`	indirect
PyPI	pyobjc-framework-latentsemanticmapping	`12.1`	indirect
PyPI	pyobjc-framework-launchservices	`12.1`	indirect
PyPI	pyobjc-framework-libdispatch	`12.1`	indirect
PyPI	pyobjc-framework-libxpc	`12.1`	indirect
PyPI	pyobjc-framework-linkpresentation	`12.1`	indirect
PyPI	pyobjc-framework-localauthentication	`12.1`	indirect
PyPI	pyobjc-framework-localauthenticationembeddedui	`12.1`	indirect
PyPI	pyobjc-framework-mailkit	`12.1`	indirect
PyPI	pyobjc-framework-mapkit	`12.1`	indirect
PyPI	pyobjc-framework-mediaaccessibility	`12.1`	indirect
PyPI	pyobjc-framework-mediaextension	`12.1`	indirect
PyPI	pyobjc-framework-medialibrary	`12.1`	indirect
PyPI	pyobjc-framework-mediaplayer	`12.1`	indirect
PyPI	pyobjc-framework-mediatoolbox	`12.1`	indirect
PyPI	pyobjc-framework-metal	`12.1`	indirect
PyPI	pyobjc-framework-metalfx	`12.1`	indirect
PyPI	pyobjc-framework-metalkit	`12.1`	indirect
PyPI	pyobjc-framework-metalperformanceshaders	`12.1`	indirect
PyPI	pyobjc-framework-metalperformanceshadersgraph	`12.1`	indirect
PyPI	pyobjc-framework-metrickit	`12.1`	indirect
PyPI	pyobjc-framework-mlcompute	`12.1`	indirect
PyPI	pyobjc-framework-modelio	`12.1`	indirect
PyPI	pyobjc-framework-multipeerconnectivity	`12.1`	indirect
PyPI	pyobjc-framework-naturallanguage	`12.1`	indirect
PyPI	pyobjc-framework-netfs	`12.1`	indirect
PyPI	pyobjc-framework-network	`12.1`	indirect
PyPI	pyobjc-framework-networkextension	`12.1`	indirect
PyPI	pyobjc-framework-notificationcenter	`12.1`	indirect
PyPI	pyobjc-framework-opendirectory	`12.1`	indirect
PyPI	pyobjc-framework-osakit	`12.1`	indirect
PyPI	pyobjc-framework-oslog	`12.1`	indirect
PyPI	pyobjc-framework-passkit	`12.1`	indirect
PyPI	pyobjc-framework-pencilkit	`12.1`	indirect
PyPI	pyobjc-framework-phase	`12.1`	indirect
PyPI	pyobjc-framework-photos	`12.1`	indirect
PyPI	pyobjc-framework-photosui	`12.1`	indirect
PyPI	pyobjc-framework-preferencepanes	`12.1`	indirect
PyPI	pyobjc-framework-pushkit	`12.1`	indirect
PyPI	pyobjc-framework-quartz	`12.1`	indirect
PyPI	pyobjc-framework-quicklookthumbnailing	`12.1`	indirect
PyPI	pyobjc-framework-replaykit	`12.1`	indirect
PyPI	pyobjc-framework-safariservices	`12.1`	indirect
PyPI	pyobjc-framework-safetykit	`12.1`	indirect
PyPI	pyobjc-framework-scenekit	`12.1`	indirect
PyPI	pyobjc-framework-screencapturekit	`12.1`	indirect
PyPI	pyobjc-framework-screensaver	`12.1`	indirect
PyPI	pyobjc-framework-screentime	`12.1`	indirect
PyPI	pyobjc-framework-scriptingbridge	`12.1`	indirect
PyPI	pyobjc-framework-searchkit	`12.1`	indirect
PyPI	pyobjc-framework-security	`12.1`	indirect
PyPI	pyobjc-framework-securityfoundation	`12.1`	indirect
PyPI	pyobjc-framework-securityinterface	`12.1`	indirect
PyPI	pyobjc-framework-securityui	`12.1`	indirect
PyPI	pyobjc-framework-sensitivecontentanalysis	`12.1`	indirect
PyPI	pyobjc-framework-servicemanagement	`12.1`	indirect
PyPI	pyobjc-framework-sharedwithyou	`12.1`	indirect
PyPI	pyobjc-framework-sharedwithyoucore	`12.1`	indirect
PyPI	pyobjc-framework-shazamkit	`12.1`	indirect
PyPI	pyobjc-framework-social	`12.1`	indirect
PyPI	pyobjc-framework-soundanalysis	`12.1`	indirect
PyPI	pyobjc-framework-speech	`12.1`	indirect
PyPI	pyobjc-framework-spritekit	`12.1`	indirect
PyPI	pyobjc-framework-storekit	`12.1`	indirect
PyPI	pyobjc-framework-symbols	`12.1`	indirect
PyPI	pyobjc-framework-syncservices	`12.1`	indirect
PyPI	pyobjc-framework-systemconfiguration	`12.1`	indirect
PyPI	pyobjc-framework-systemextensions	`12.1`	indirect
PyPI	pyobjc-framework-threadnetwork	`12.1`	indirect
PyPI	pyobjc-framework-uniformtypeidentifiers	`12.1`	indirect
PyPI	pyobjc-framework-usernotifications	`12.1`	indirect
PyPI	pyobjc-framework-usernotificationsui	`12.1`	indirect
PyPI	pyobjc-framework-videosubscriberaccount	`12.1`	indirect
PyPI	pyobjc-framework-videotoolbox	`12.1`	indirect
PyPI	pyobjc-framework-virtualization	`12.1`	indirect
PyPI	pyobjc-framework-vision	`12.1`	indirect
PyPI	pyobjc-framework-webkit	`12.1`	indirect
PyPI	pypdfium2	`5.6.0`	indirect
PyPI	pypika	`0.51.1`	indirect
PyPI	pyproject-hooks	`1.2.0`	indirect
PyPI	pyside6	`6.11.0`	indirect
PyPI	pyside6-addons	`6.11.0`	indirect
PyPI	pyside6-essentials	`6.11.0`	indirect
PyPI	pytest	`9.0.2`	indirect
PyPI	pytest-asyncio	`1.3.0`	indirect
PyPI	python-dateutil	`2.9.0.post0`	indirect
PyPI	python-docx	`1.2.0`	indirect
PyPI	python-multipart	`0.0.22`	indirect
PyPI	python-pptx	`1.0.2`	indirect
PyPI	pytz	`2026.1.post1`	indirect
PyPI	pywin32-ctypes	`0.2.3`	indirect
PyPI	qtawesome	`1.4.2`	indirect
PyPI	qtpy	`2.4.3`	indirect
PyPI	rapidocr	`3.8.1`	indirect
PyPI	redis	`7.4.0`	indirect
PyPI	referencing	`0.37.0`	indirect
PyPI	regex	`2026.2.28`	indirect
PyPI	requests	`2.33.0`	indirect
PyPI	requests-oauthlib	`2.0.0`	indirect
PyPI	requests-toolbelt	`1.0.0`	indirect
PyPI	rich-rst	`1.3.2`	indirect
PyPI	rpds-py	`0.30.0`	indirect
PyPI	rtree	`1.4.1`	indirect
PyPI	safetensors	`0.7.0`	indirect
PyPI	scipy	`1.17.1`	indirect
PyPI	semchunk	`3.2.5`	indirect
PyPI	setuptools	`81.0.0`	indirect
PyPI	shapely	`2.1.2`	indirect
PyPI	shellingham	`1.5.4`	indirect
PyPI	shiboken6	`6.11.0`	indirect
PyPI	six	`1.17.0`	indirect
PyPI	sniffio	`1.3.1`	indirect
PyPI	soupsieve	`2.8.3`	indirect
PyPI	sse-starlette	`3.3.3`	indirect
PyPI	starlette	`1.0.0`	indirect
PyPI	sympy	`1.14.0`	indirect
PyPI	tabulate	`0.10.0`	indirect
PyPI	tenacity	`9.1.4`	indirect
PyPI	tiktoken	`0.12.0`	indirect
PyPI	tokenizers	`0.22.2`	indirect
PyPI	torch	`2.11.0`	indirect
PyPI	torch	`2.11.0+cpu`	indirect
PyPI	torch	`2.11.0+cu128`	indirect
PyPI	torchaudio	`2.11.0`	indirect
PyPI	torchaudio	`2.11.0+cpu`	indirect
PyPI	torchaudio	`2.11.0+cu128`	indirect
PyPI	torchvision	`0.26.0`	indirect
PyPI	torchvision	`0.26.0+cpu`	indirect
PyPI	torchvision	`0.26.0+cu128`	indirect
PyPI	tqdm	`4.67.3`	indirect
PyPI	transformers	`4.57.6`	indirect
PyPI	tree-sitter	`0.25.2`	indirect
PyPI	tree-sitter-c	`0.24.1`	indirect
PyPI	tree-sitter-javascript	`0.25.0`	indirect
PyPI	tree-sitter-python	`0.25.0`	indirect
PyPI	tree-sitter-typescript	`0.23.2`	indirect
PyPI	triton	`3.6.0`	indirect
PyPI	typer	`0.21.2`	indirect
PyPI	types-pyyaml	`6.0.12.20250915`	indirect
PyPI	types-requests	`2.32.4.20260324`	indirect
PyPI	types-tabulate	`0.10.0.20260308`	indirect
PyPI	types-tqdm	`4.67.3.20260303`	indirect
PyPI	typing-extensions	`4.15.0`	indirect
PyPI	typing-inspection	`0.4.2`	indirect
PyPI	tzdata	`2025.3`	indirect
PyPI	urllib3	`2.6.3`	indirect
PyPI	uuid-utils	`0.14.1`	indirect
PyPI	uvicorn	`0.42.0`	indirect
PyPI	uvloop	`0.22.1`	indirect
PyPI	watchfiles	`1.1.1`	indirect
PyPI	wcwidth	`0.6.0`	indirect
PyPI	websocket-client	`1.9.0`	indirect
PyPI	websockets	`16.0`	indirect
PyPI	win32-setctime	`1.2.0`	indirect
PyPI	wrapt	`1.17.3`	indirect
PyPI	xlsxwriter	`3.2.9`	indirect
PyPI	xxhash	`3.6.0`	indirect
PyPI	yarl	`1.23.0`	indirect
PyPI	zipp	`3.23.0`	indirect
PyPI	zstandard	`0.25.0`	indirect

Dependency advisories 24

This repository publishes no package the index resolves, so its own dependency graph was assessed — 422 packages, which also include development and test pins that never ship: 24 carry known advisories, of which 3 are direct.

Package	Version	Relation	Severity	Advisories	Fixed in
chromadb	`1.5.9`	direct	critical	2	—
pillow	`12.2.0`	direct	critical	26	`12.3.0`
aiohttp	`3.13.3`	indirect	critical	42	`3.14.1`
cryptography	`46.0.6`	indirect	critical	3	`48.0.1`
transformers	`4.57.6`	indirect	critical	7	`5.5.0`
mcp	`1.27.1`	direct	high	6	`1.28.1`
langchain-core	`1.2.22`	indirect	high	4	`1.3.3`
langsmith	`0.7.22`	indirect	high	5	`1.0.7`
lxml	`6.0.2`	indirect	high	2	`6.1.0`
pip	`26.0.1`	indirect	high	6	`26.1.2`
pyasn1	`0.6.3`	indirect	high	5	`0.6.4`
pyjwt	`2.12.1`	indirect	high	9	`2.13.0`
python-multipart	`0.0.22`	indirect	high	12	`0.0.31`
soupsieve	`2.8.3`	indirect	high	4	`2.8.4`
starlette	`1.0.0`	indirect	high	10	`1.3.1`
urllib3	`2.6.3`	indirect	high	4	`2.7.0`
idna	`3.11`	indirect	moderate	2	`3.15`
langchain-text-splitters	`1.1.1`	indirect	moderate	2	`1.1.2`
pydantic-settings	`2.14.1`	indirect	moderate	1	`2.14.2`
pytest	`9.0.2`	indirect	moderate	2	`9.0.3`
setuptools	`81.0.0`	indirect	moderate	2	`83.0.0`
torch	`2.11.0`	indirect	moderate	1	`2.13.0`
torch	`2.11.0+cpu`	indirect	moderate	1	`2.13.0`
torch	`2.11.0+cu128`	indirect	moderate	1	`2.13.0`

An advisory means the version recorded in the dependency graph falls inside an advisory’s affected range. Reachability is not analysed, and the graph includes development and test pins — a finding may concern tooling rather than shipped software.

Raw JSON report machine-readable

{
  "data": {
    "repo": {
      "topics": [
        "ai-agents",
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        "anthropic-claude",
        "tool-use",
        "terminal-app",
        "mcp-client",
        "model-context-protocol",
        "multi-agent-systems"
      ],
      "is_fork": false,
      "size_kb": 17700,
      "has_wiki": true,
      "homepage": "https://agentcrew.dev",
      "languages": {
        "Python": 3197229,
        "Dockerfile": 5527,
        "JavaScript": 36821
      },
      "pushed_at": "2026-07-31T09:12:52Z",
      "created_at": "2025-02-26T08:22:06Z",
      "owner_type": "Organization",
      "updated_at": "2026-07-31T08:25:15Z",
      "description": "Chat application with multi-agents system supports multi-models and MCP",
      "is_archived": false,
      "is_disabled": false,
      "license_spdx": "Apache-2.0",
      "default_branch": "main",
      "license_spdx_raw": "Apache-2.0",
      "primary_language": "Python",
      "significant_languages": [
        "Python"
      ]
    },
    "owner": {
      "blog": "https://saigontechnology.com/",
      "name": "Saigon Technology",
      "type": "Organization",
      "login": "saigontechnology",
      "company": null,
      "location": "Vietnam",
      "followers": 46,
      "avatar_url": "https://avatars.githubusercontent.com/u/25241654?v=4",
      "created_at": "2017-01-20T07:27:58Z",
      "is_verified": null,
      "public_repos": 51,
      "account_age_days": 3479
    },
    "license": {
      "state": "standard",
      "spdx_id": "Apache-2.0",
      "raw_spdx": "Apache-2.0",
      "file_present": true,
      "scorecard_found": true,
      "profile_has_license": true
    },
    "activity": {
      "releases": [
        {
          "tag": "v0.20.1",
          "kind": "patch",
          "published_at": "2026-07-29T09:28:42Z"
        },
        {
          "tag": "v0.20.0",
          "kind": "minor",
          "published_at": "2026-07-28T06:15:54Z"
        },
        {
          "tag": "v0.19.1",
          "kind": "patch",
          "published_at": "2026-07-22T16:18:41Z"
        },
        {
          "tag": "v0.19.0",
          "kind": "minor",
          "published_at": "2026-07-17T07:31:09Z"
        },
        {
          "tag": "v0.18.0",
          "kind": "minor",
          "published_at": "2026-07-08T09:07:45Z"
        },
        {
          "tag": "v0.17.6",
          "kind": "patch",
          "published_at": "2026-06-30T09:17:51Z"
        },
        {
          "tag": "v0.17.4",
          "kind": "patch",
          "published_at": "2026-06-24T04:52:42Z"
        },
        {
          "tag": "v0.17.2",
          "kind": "patch",
          "published_at": "2026-06-23T14:05:02Z"
        },
        {
          "tag": "v0.17.1",
          "kind": "patch",
          "published_at": "2026-06-22T07:39:15Z"
        },
        {
          "tag": "v0.17.0",
          "kind": "minor",
          "published_at": "2026-06-18T16:41:42Z"
        },
        {
          "tag": "v0.16.8",
          "kind": "patch",
          "published_at": "2026-06-17T15:22:34Z"
        },
        {
          "tag": "v0.16.7",
          "kind": "patch",
          "published_at": "2026-06-16T04:45:25Z"
        },
        {
          "tag": "v0.16.6",
          "kind": "patch",
          "published_at": "2026-06-15T15:51:10Z"
        },
        {
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            "components": [
              {
                "key": "project_is_still_maintained",
                "name": "Project is still maintained",
                "detail": "last human commit 2 days ago",
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                "details": [
                  {
                    "code": "abandonment_maintained",
                    "params": {
                      "days": 2
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                  }
                ],
                "max_points": 100
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            ]
          }
        ],
        "description": "Is the project alive — is code being written and are releases shipping?"
      },
      {
        "key": "community",
        "band": "good",
        "name": "Community & Adoption",
        "value": 65,
        "weight": 0.17,
        "metrics": [
          {
            "key": "popularity",
            "band": "moderate",
            "name": "Popularity & adoption",
            "note": null,
            "notes": [],
            "value": 53,
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              "forks": 42,
              "stars": 212,
              "watchers": 3,
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              "growth_factor_pct": 100,
              "growth_unverified_reason": "no_history"
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            "components": [
              {
                "key": "stars",
                "name": "Stars",
                "detail": "212 stars",
                "points": 37.7,
                "status": "partial",
                "details": [
                  {
                    "code": "stars",
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                      "count": 212
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                  }
                ],
                "max_points": 60
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              {
                "key": "forks",
                "name": "Forks",
                "detail": "42 forks",
                "points": 13.4,
                "status": "partial",
                "details": [
                  {
                    "code": "forks",
                    "params": {
                      "count": 42
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                  }
                ],
                "max_points": 25
              },
              {
                "key": "watchers",
                "name": "Watchers",
                "detail": "3 watchers",
                "points": 1.7,
                "status": "partial",
                "details": [
                  {
                    "code": "watchers",
                    "params": {
                      "count": 3
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                  }
                ],
                "max_points": 15
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            ]
          },
          {
            "key": "community_health",
            "band": "excellent",
            "name": "Community health",
            "note": null,
            "notes": [],
            "value": 85,
            "inputs": {
              "has_readme": true,
              "has_license": true,
              "readme_badges": null,
              "has_contributing": true,
              "has_issue_template": false,
              "has_code_of_conduct": true,
              "readme_badge_services": [],
              "has_pull_request_template": false
            },
            "components": [
              {
                "key": "readme",
                "name": "README",
                "detail": null,
                "points": 22.5,
                "status": "met",
                "details": [],
                "max_points": 22.5
              },
              {
                "key": "license",
                "name": "License",
                "detail": "recognized license (Apache-2.0)",
                "points": 22.5,
                "status": "met",
                "details": [
                  {
                    "code": "license_standard",
                    "params": {}
                  },
                  {
                    "code": "license_spdx",
                    "params": {
                      "spdx": "Apache-2.0"
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                ],
                "max_points": 22.5
              },
              {
                "key": "contributing_guide",
                "name": "CONTRIBUTING guide",
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                "status": "met",
                "details": [],
                "max_points": 18
              },
              {
                "key": "code_of_conduct",
                "name": "Code of conduct",
                "detail": null,
                "points": 13.5,
                "status": "met",
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              },
              {
                "key": "issue_template",
                "name": "Issue template",
                "detail": null,
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 7.2
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              {
                "key": "pr_template",
                "name": "PR template",
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                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 6.3
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            ]
          },
          {
            "key": "ecosystem_adoption",
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            "name": "Ecosystem adoption (downloads)",
            "note": "Excluded from scoring (no data or not applicable): Registry dependents. Remaining weights renormalized.",
            "notes": [
              {
                "code": "excluded_no_data",
                "params": {
                  "components": [
                    "registry_dependents"
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                }
              },
              {
                "code": "weights_renormalized",
                "params": {}
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            ],
            "value": 56,
            "inputs": {
              "packages": [
                "agentcrew-ai"
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              "dependents": null,
              "ecosystems": "pypi",
              "total_downloads": null,
              "monthly_downloads": 2204
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            "components": [
              {
                "key": "monthly_downloads",
                "name": "Monthly downloads",
                "detail": "2,204 downloads/month across pypi",
                "points": 44.6,
                "status": "partial",
                "details": [
                  {
                    "code": "downloads_monthly",
                    "params": {
                      "count": 2204,
                      "ecosystems": "pypi"
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                  }
                ],
                "max_points": 80
              },
              {
                "key": "registry_dependents",
                "name": "Registry dependents",
                "detail": "not reported by this ecosystem",
                "points": 0,
                "status": "excluded",
                "details": [
                  {
                    "code": "not_reported_by_this_ecosystem",
                    "params": {}
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                ],
                "max_points": 20
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            ]
          }
        ],
        "description": "Does the project have users, downloads, attention, and a welcoming setup for contributors?"
      },
      {
        "key": "governance",
        "band": "moderate",
        "name": "Sustainability & Governance",
        "value": 62,
        "weight": 0.23,
        "metrics": [
          {
            "key": "maintainer_resilience",
            "band": "at_risk",
            "name": "Maintainer resilience (bus factor)",
            "note": null,
            "notes": [],
            "value": 22,
            "inputs": {
              "bus_factor": 1,
              "contributors_sampled": 6,
              "top_contributor_share": 0.904
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            "components": [
              {
                "key": "bus_factor",
                "name": "Bus factor",
                "detail": "1 contributor(s) cover half of all commits",
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                "status": "partial",
                "details": [
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                    "code": "bus_factor",
                    "params": {
                      "count": 1
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                "max_points": 54
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              {
                "key": "commit_distribution",
                "name": "Commit distribution",
                "detail": "top contributor authored 90% of commits",
                "points": 2.2,
                "status": "partial",
                "details": [
                  {
                    "code": "top_contributor_share",
                    "params": {
                      "share": 90
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                  }
                ],
                "max_points": 22.5
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              {
                "key": "contributor_breadth",
                "name": "Contributor breadth",
                "detail": "6 contributors",
                "points": 8.1,
                "status": "partial",
                "details": [
                  {
                    "code": "contributors_sampled",
                    "params": {
                      "count": 6
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                  }
                ],
                "max_points": 13.5
              },
              {
                "key": "openssf_scorecard_contributors",
                "name": "OpenSSF Scorecard: Contributors",
                "detail": "project has 1 contributing companies or organizations -- score normalized to 3",
                "points": 3,
                "status": "partial",
                "details": [],
                "max_points": 10
              }
            ]
          },
          {
            "key": "responsiveness",
            "band": "good",
            "name": "Issue & PR responsiveness",
            "note": "Excluded from scoring (no data or not applicable): Newcomer PR acceptance. Remaining weights renormalized.",
            "notes": [
              {
                "code": "excluded_no_data",
                "params": {
                  "components": [
                    "newcomer_pr_acceptance"
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                }
              },
              {
                "code": "weights_renormalized",
                "params": {}
              }
            ],
            "value": 76,
            "inputs": {
              "merged_prs": 21,
              "open_issues": 0,
              "closed_issues": 19,
              "prs_merged_7d": null,
              "prs_decided_7d": null,
              "prs_merged_30d": null,
              "prs_decided_30d": null,
              "issue_closed_ratio": 1,
              "closed_unmerged_prs": 5,
              "first_time_authors_30d": null,
              "first_time_prs_merged_30d": null,
              "first_time_prs_decided_30d": null
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            "components": [
              {
                "key": "issue_resolution",
                "name": "Issue resolution",
                "detail": "100% of issues closed",
                "points": 42,
                "status": "met",
                "details": [
                  {
                    "code": "issues_closed_share",
                    "params": {
                      "share": 100
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                  }
                ],
                "max_points": 42
              },
              {
                "key": "pr_acceptance",
                "name": "PR acceptance",
                "detail": "21/26 decided PRs merged",
                "points": 24.2,
                "status": "partial",
                "details": [
                  {
                    "code": "decided_prs_merged",
                    "params": {
                      "merged": 21,
                      "decided": 26
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                  }
                ],
                "max_points": 30
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              {
                "key": "newcomer_pr_acceptance",
                "name": "Newcomer PR acceptance",
                "detail": "no first-time contributor's PR decided in 30d",
                "points": 0,
                "status": "excluded",
                "details": [
                  {
                    "code": "no_newcomer_prs",
                    "params": {
                      "days": 30
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                  }
                ],
                "max_points": 13
              },
              {
                "key": "openssf_scorecard_code_review",
                "name": "OpenSSF Scorecard: Code-Review",
                "detail": "Found 0/30 approved changesets -- score normalized to 0",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 15
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            ]
          },
          {
            "key": "stewardship",
            "band": "good",
            "name": "Ownership & stewardship",
            "note": null,
            "notes": [],
            "value": 66,
            "inputs": {
              "followers": 46,
              "owner_type": "Organization",
              "is_verified": null,
              "owner_login": "saigontechnology",
              "public_repos": 51,
              "account_age_days": 3479
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            "components": [
              {
                "key": "ownership_backing",
                "name": "Ownership backing",
                "detail": "organization-owned",
                "points": 30,
                "status": "met",
                "details": [
                  {
                    "code": "owner_organization",
                    "params": {}
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                ],
                "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": "46 followers of saigontechnology",
                "points": 12,
                "status": "partial",
                "details": [
                  {
                    "code": "owner_followers",
                    "params": {
                      "count": 46,
                      "login": "saigontechnology"
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                  }
                ],
                "max_points": 25
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              {
                "key": "track_record",
                "name": "Track record",
                "detail": "51 public repos, account ~9 yr old",
                "points": 24.5,
                "status": "partial",
                "details": [
                  {
                    "code": "public_repos",
                    "params": {
                      "count": 51
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                  },
                  {
                    "code": "account_age_years",
                    "params": {
                      "years": 9
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                  }
                ],
                "max_points": 25
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            ]
          },
          {
            "key": "package_maintenance",
            "band": "exceptional",
            "name": "Package maintenance",
            "note": null,
            "notes": [],
            "value": 100,
            "inputs": {
              "packages": [
                "agentcrew-ai"
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              "ecosystems": "pypi",
              "any_deprecated": false,
              "min_days_since_publish": 0
            },
            "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"
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                  }
                ],
                "max_points": 25
              },
              {
                "key": "publish_recency",
                "name": "Publish recency",
                "detail": "latest publish 0 days ago",
                "points": 35,
                "status": "met",
                "details": [
                  {
                    "code": "publish_recency",
                    "params": {
                      "days": 0
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                ],
                "max_points": 35
              },
              {
                "key": "version_history",
                "name": "Version history",
                "detail": "169 published versions",
                "points": 20,
                "status": "met",
                "details": [
                  {
                    "code": "published_versions",
                    "params": {
                      "count": 169
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                  }
                ],
                "max_points": 20
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              {
                "key": "not_deprecated",
                "name": "Not deprecated",
                "detail": "active, not deprecated or yanked",
                "points": 20,
                "status": "met",
                "details": [
                  {
                    "code": "package_not_deprecated",
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                ],
                "max_points": 20
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            ]
          }
        ],
        "description": "Will the project survive its people — bus factor, responsiveness, who backs it, and package upkeep?"
      },
      {
        "key": "engineering",
        "band": "good",
        "name": "Engineering Quality",
        "value": 66,
        "weight": 0.19,
        "metrics": [
          {
            "key": "engineering_practices",
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            "name": "Engineering practices",
            "note": "Excluded from scoring (no data or not applicable): OpenSSF Scorecard: CI-Tests. Remaining weights renormalized.",
            "notes": [
              {
                "code": "excluded_no_data",
                "params": {
                  "components": [
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                }
              },
              {
                "code": "weights_renormalized",
                "params": {}
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            ],
            "value": 60,
            "inputs": {
              "has_ci": true,
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              "has_editorconfig": false,
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            "components": [
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                "key": "ci_workflows",
                "name": "CI workflows",
                "detail": "5 workflow(s)",
                "points": 24,
                "status": "met",
                "details": [
                  {
                    "code": "ci_workflows",
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                      "count": 5
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                ],
                "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",
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                "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": "no pull request found",
                "points": 0,
                "status": "excluded",
                "details": [
                  {
                    "code": "no_data",
                    "params": {}
                  }
                ],
                "max_points": 20
              }
            ]
          },
          {
            "key": "documentation",
            "band": "good",
            "name": "Documentation",
            "note": null,
            "notes": [],
            "value": 75,
            "inputs": {
              "topics": [
                "ai-agents",
                "ai-assistant",
                "anthropic-claude",
                "tool-use",
                "terminal-app",
                "mcp-client",
                "model-context-protocol",
                "multi-agent-systems"
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              "has_wiki": true,
              "homepage": "https://agentcrew.dev",
              "has_readme": true,
              "has_docs_dir": false,
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            "components": [
              {
                "key": "readme",
                "name": "README",
                "detail": null,
                "points": 30,
                "status": "met",
                "details": [],
                "max_points": 30
              },
              {
                "key": "documentation_directory",
                "name": "Documentation directory",
                "detail": null,
                "points": 0,
                "status": "missed",
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              },
              {
                "key": "documentation_homepage_site",
                "name": "Documentation / homepage site",
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                "points": 15,
                "status": "met",
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                "max_points": 15
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              {
                "key": "repository_description",
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                "max_points": 10
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              {
                "key": "topics",
                "name": "Topics",
                "detail": "8 topics",
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                "details": [
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                    "code": "topics_count",
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                ],
                "max_points": 10
              },
              {
                "key": "wiki",
                "name": "Wiki",
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                "points": 10,
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                "max_points": 10
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            ]
          }
        ],
        "description": "Are baseline engineering and documentation practices in place?"
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      {
        "key": "security",
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        "name": "Security",
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        "weight": 0.16,
        "metrics": [
          {
            "key": "security_posture",
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            "note": "Excluded from scoring (no data or not applicable): CI-Tests, Signed-Releases. Remaining weights renormalized.",
            "notes": [
              {
                "code": "excluded_no_data",
                "params": {
                  "components": [
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                }
              },
              {
                "code": "weights_renormalized",
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            ],
            "value": 40,
            "inputs": {
              "source": "openssf_scorecard",
              "checks_evaluated": 16,
              "scorecard_version": "v5.5.0",
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            "components": [
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                "key": "binary_artifacts",
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                "status": "met",
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              {
                "key": "branch_protection",
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                "key": "ci_tests",
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                ],
                "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",
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                "detail": "Found 0/30 approved changesets -- score normalized to 0",
                "points": 0,
                "status": "missed",
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              },
              {
                "key": "contributors",
                "name": "Contributors",
                "detail": "project has 1 contributing companies or organizations -- score normalized to 3",
                "points": 0.8,
                "status": "partial",
                "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": "no update tool detected",
                "points": 0,
                "status": "missed",
                "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 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 detected: CodeQL",
                "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": "82 existing vulnerabilities detected",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 7.5
              }
            ]
          },
          {
            "key": "dependency_advisories",
            "band": "moderate",
            "name": "Dependency advisories",
            "note": "Excluded from scoring (no data or not applicable): Indirect dependencies free of known advisories. Remaining weights renormalized. Matched 422 resolved dependencies against OSV. This repository publishes no package the index resolves, so the repository dependency graph was assessed instead. That graph mixes development and test pins with shipped dependencies, so only the declared runtime dependencies are scored; transitive findings are reported as context and excluded from the score. Reachability is not analyzed.",
            "notes": [
              {
                "code": "excluded_no_data",
                "params": {
                  "components": [
                    "indirect_dependencies_free_of_known_advisories"
                  ]
                }
              },
              {
                "code": "weights_renormalized",
                "params": {}
              },
              {
                "code": "advisories_scope_repository",
                "params": {
                  "assessed": 422
                }
              },
              {
                "code": "advisories_repo_graph_caveat",
                "params": {}
              },
              {
                "code": "advisories_reachability",
                "params": {}
              }
            ],
            "value": 60,
            "inputs": {
              "source": "osv",
              "advisories": 159,
              "affected_packages": 24,
              "assessed_packages": 422,
              "unassessed_packages": 0,
              "affected_by_severity": "critical 5, high 11, moderate 8",
              "direct_affected_packages": 3
            },
            "components": [
              {
                "key": "direct_dependencies_free_of_known_advisories",
                "name": "Direct dependencies free of known advisories",
                "detail": "3 affected: chromadb 1.5.9 (critical 9.8), pillow 12.2.0 (critical 9.1), mcp 1.27.1 (high 7.6)",
                "points": 5.3,
                "status": "partial",
                "details": [
                  {
                    "code": "advisories_affected",
                    "params": {
                      "count": 3,
                      "packages": "chromadb 1.5.9 (critical 9.8), pillow 12.2.0 (critical 9.1), mcp 1.27.1 (high 7.6)"
                    }
                  }
                ],
                "max_points": 35
              },
              {
                "key": "indirect_dependencies_free_of_known_advisories",
                "name": "Indirect dependencies free of known advisories",
                "detail": "transitive set not separable from development and test dependencies in this scope",
                "points": 0,
                "status": "excluded",
                "details": [
                  {
                    "code": "advisories_scope_not_separable",
                    "params": {}
                  }
                ],
                "max_points": 25
              },
              {
                "key": "no_advisories_left_outstanding",
                "name": "No advisories left outstanding",
                "detail": "no advisory has been public longer than 90 days",
                "points": 40,
                "status": "met",
                "details": [
                  {
                    "code": "advisories_none_stale",
                    "params": {
                      "days": 90
                    }
                  }
                ],
                "max_points": 40
              }
            ]
          },
          {
            "key": "malicious_dependencies",
            "band": "exceptional",
            "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": 422,
              "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": "exceptional",
            "name": "High-Risk Jurisdiction Exposure",
            "note": "Only high-confidence self-published location evidence affects this multiplier. Ambiguous matches are review-only; country evidence is not proof of nationality, citizenship, legal registration, malicious intent, or sanctions status.",
            "notes": [
              {
                "code": "jurisdiction_evidence_limits",
                "params": {}
              }
            ],
            "value": 100,
            "inputs": {
              "meaning": "self-published location evidence; not nationality or citizenship",
              "red_flag": false,
              "exposures": [],
              "policy_countries": [
                "Russia",
                "Iran",
                "North Korea"
              ],
              "commit_weight_rule": {
                "min_commits": 50,
                "min_commit_share": 0.1
              },
              "review_only_matches": 0,
              "below_threshold_exposures": [],
              "assessed_self_published_locations": 2
            },
            "components": [
              {
                "key": "policy_exposure_multiplier",
                "name": "Policy exposure multiplier",
                "detail": "no confirmed policy-scope location match",
                "points": 100,
                "status": "met",
                "details": [
                  {
                    "code": "jurisdiction_no_match",
                    "params": {}
                  }
                ],
                "max_points": 100
              }
            ]
          }
        ],
        "description": "Are visible security and supply-chain practices strong, with no malicious dependency and no unresolved high-risk jurisdiction exposure?"
      },
      {
        "key": "ai_readiness",
        "band": "moderate",
        "name": "AI Readiness",
        "value": 50,
        "weight": 0.04,
        "metrics": [
          {
            "key": "ai_agent_context",
            "band": "weak",
            "name": "Agent context & guidance",
            "note": null,
            "notes": [],
            "value": 40,
            "inputs": {
              "has_llms_txt": false,
              "legible_history_share": 0.99,
              "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": "99 of 100 human commits state their intent (structured subject or explanatory body)",
                "points": 40,
                "status": "met",
                "details": [
                  {
                    "code": "legible_history",
                    "params": {
                      "legible": 99,
                      "sampled": 100
                    }
                  }
                ],
                "max_points": 40
              }
            ]
          },
          {
            "key": "ai_verify_loop",
            "band": "weak",
            "name": "Verify loop (build / test / typecheck)",
            "note": null,
            "notes": [],
            "value": 43,
            "inputs": {
              "has_nix": false,
              "has_tests": true,
              "lockfiles": [
                "uv.lock"
              ],
              "has_dockerfile": true,
              "typed_language": false,
              "bootstrap_files": [],
              "has_devcontainer": false,
              "has_linter_config": false,
              "typecheck_configs": [
                "pyrightconfig.json"
              ],
              "agent_commit_share": 0,
              "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": "pyrightconfig.json",
                "points": 11,
                "status": "met",
                "details": [
                  {
                    "code": "file_list",
                    "params": {
                      "files": "pyrightconfig.json"
                    }
                  }
                ],
                "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 agent-authored commits among the last 100",
                "points": 0,
                "status": "missed",
                "details": [
                  {
                    "code": "no_agent_authored_commits",
                    "params": {
                      "sampled": 100
                    }
                  }
                ],
                "max_points": 10
              },
              {
                "key": "automated_maintenance",
                "name": "Automated maintenance",
                "detail": "no automated dependency updates observed",
                "points": 0,
                "status": "missed",
                "details": [
                  {
                    "code": "no_dependency_automation",
                    "params": {}
                  }
                ],
                "max_points": 8
              },
              {
                "key": "openssf_scorecard_pinned_dependencies",
                "name": "OpenSSF Scorecard: Pinned-Dependencies",
                "detail": "dependency not pinned by hash detected -- score normalized to 0",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 10
              }
            ]
          },
          {
            "key": "ai_code_legibility",
            "band": "excellent",
            "name": "Code legibility for models",
            "note": null,
            "notes": [],
            "value": 82,
            "inputs": {
              "primary_language": "Python",
              "largest_source_bytes": 71846,
              "source_files_sampled": 351,
              "oversized_source_files": 2
            },
            "components": [
              {
                "key": "type_checkable_code",
                "name": "Type-checkable code",
                "detail": "Python with type-check config (pyrightconfig.json)",
                "points": 27,
                "status": "partial",
                "details": [
                  {
                    "code": "typecheck_config_language",
                    "params": {
                      "files": "pyrightconfig.json",
                      "language": "Python"
                    }
                  }
                ],
                "max_points": 45
              },
              {
                "key": "manageable_file_sizes",
                "name": "Manageable file sizes",
                "detail": "2/351 source files over 60KB",
                "points": 54.7,
                "status": "partial",
                "details": [
                  {
                    "code": "oversized_source_files",
                    "params": {
                      "kb": 60,
                      "sampled": 351,
                      "oversized": 2
                    }
                  }
                ],
                "max_points": 55
              }
            ]
          },
          {
            "key": "ai_interfaces",
            "band": "moderate",
            "name": "Machine-readable interfaces",
            "note": null,
            "notes": [],
            "value": 60,
            "inputs": {
              "example_dirs": [
                "examples"
              ],
              "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": "examples",
                "points": 40,
                "status": "met",
                "details": [
                  {
                    "code": "file_list",
                    "params": {
                      "files": "examples"
                    }
                  }
                ],
                "max_points": 40
              }
            ]
          }
        ],
        "description": "How well is the repo equipped to be developed and maintained with AI coding agents? Carries a deliberately small weight: agent tooling is a real maintenance signal, but its absence must never gate the top of the scale (calibration saturates at raw 91, so 100/100 remains reachable with AI Readiness at zero)."
      }
    ],
    "classification": {
      "labels": [
        "mcp-server",
        "library",
        "cli"
      ],
      "scores": {
        "cli": 4,
        "library": 6,
        "mcp-server": 7
      },
      "primary": "mcp-server",
      "evidence": [
        {
          "tier": "distribution",
          "label": "library",
          "source": "registry:pypi",
          "weight": 6
        },
        {
          "tier": "dependencies",
          "label": "cli",
          "source": "dep:click",
          "weight": 4
        },
        {
          "tier": "dependencies",
          "label": "mcp-server",
          "source": "dep:mcp",
          "weight": 4
        },
        {
          "tier": "structure",
          "label": "mcp-server",
          "source": "mcp_signal",
          "weight": 3
        }
      ],
      "artifacts": [],
      "confidence": "medium",
      "host_extension": false,
      "runs_as_process": true,
      "consumed_by_code": true
    },
    "metrics_version": "2.3.1"
  },
  "warnings": [
    "Star history unavailable: GitHub GraphQL error: Resource not accessible by personal access token",
    "deps.dev does not index pypi:agentcrew-ai@0.20.2; advisories assessed against the repository dependency graph instead"
  ],
  "report_type": "repository",
  "generated_at": "2026-07-31T09:14:20.230545Z",
  "schema_version": "0.27.0",
  "badge_url": "https://raw.githubusercontent.com/inspect-software/badges/main/v1/s/saigontechnology/AgentCrew.svg",
  "full_name": "saigontechnology/AgentCrew",
  "license_state": "standard",
  "license_spdx": "Apache-2.0"
}

Scores are signals, not warranties. They reflect publicly visible practices on GitHub — not a code audit, and not a security guarantee.

Missing data is excluded and weights renormalized, never scored as zero. Methodology is versioned and open: metrics v2.3.1, schema v0.27.0 — full methodology · metrics wiki.

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

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