Software health reportschema 0.34.0 · metrics 2.10.0 · 2026-09-11 05:02 UTC

SuperagenticAI / superqode

The harness interoperability layer for coding agent. Agent to Agent connect over ACP, A2A and UHP

PythonApache-2.0★ 44 stars⑂ 8 forkssince Jan 2026View on GitHub ↗

KindCommand-line toolLibraryMCP serverTerminal interfacehow this is determined

#agentic #coding #agent-harness #harness-engineering #a2a #a2a-agent #a2a-cli #a2a-client #a2a-platform #a2a-protocol #a2a-server #agent-memory #agent-orchestration #agentic-ai #agents #coding-agent #harness #harness-ai #harness-framework

SuperagenticAI/superqode holds a health index of 81 out of 100, placing it in the Excellent band. It scores highest on Engineering Quality (96/100) and lowest on Security (48/100). It was last updated 3 days ago. 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 69 is calibrated to 81 on the published index scale (record calibration 2026-08-02).

Ownership

Superagentic AIOrganization

100 followers39 public repossince Apr 2025

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

Package ecosystems

Registry	Package	Version	Downloads / mo	Versions	Last publish	Tags
PyPI	superqode	2.2.0	6,161	157	3 days ago	ai agent-engineering code-engineering code-factory harness-engineering coding-agents agent-harness multi-agent orchestration evaluation optimization acp mcp automation superqode

Metrics by category

Vitality

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

84Excellent · 21% of overall

Development activity

80Excellent

How it's scored

36/36	Push recency — last push 3 days ago
15.9/36	Commit cadence — 23/52 weeks with commits
18/18	Commit volume — 401 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	401
human_commit_share	1
days_since_last_push	3
active_weeks_last_year	23

Release discipline

90Excellent

How it's scored

27/27	Ships releases — 65 releases published
36/36	Release recency — latest release 3 days ago
27/27	Release cadence — a release every ~1.6 days
0/10	OpenSSF Scorecard: Signed-Releases — Project has not signed or included provenance with any releases.

Inputs used

releases_count	65
latest_release_tag	v2.2.0
releases_from_tags	no
days_since_latest_release	3
mean_days_between_releases	1.6

Community & Adoption

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

59Moderate · 17% of overall

Popularity & adoption

34At Risk

How it's scored

26.5/60	Stars — 44 stars
7/25	Forks — 8 forks
0/15	Watchers — 0 watchers

Inputs used

forks	8
stars	44
watchers	0
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	5
has_contributing	yes
has_issue_template	no
has_code_of_conduct	yes
readme_badge_services	shields.io
has_pull_request_template	no

Ecosystem adoption (downloads)

63Moderate

How it's scored

50.5/80	Monthly downloads — 6,161 downloads/month across pypi
0/20	Registry dependents — not reported by this ecosystem

Inputs used

packages	superqode
dependents	—
ecosystems	pypi
total_downloads	—
monthly_downloads	6,161
unverified_packages_excluded	—

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?

54Moderate · 23% of overall

Maintainer resilience (bus factor)

16Critical

How it's scored

9/54	Bus factor — 1 contributor(s) cover half of all commits
0.3/22.5	Commit distribution — top contributor authored 99% of commits
4.1/13.5	Contributor breadth — 3 contributors
3/10	OpenSSF Scorecard: Contributors — project has 1 contributing companies or organizations -- score normalized to 3

Inputs used

bus_factor	1
contributors_sampled	3
top_contributor_share	0.988

Issue & PR responsiveness

59Moderate

How it's scored

0/42	Issue resolution — no issues or no data
25.7/30	PR acceptance — 12/14 decided PRs merged
8.7/13	Newcomer PR acceptance — 2/3 first-time contributors' PRs merged in 30d
0/15	OpenSSF Scorecard: Code-Review — Found 0/30 approved changesets -- score normalized to 0

Inputs used

merged_prs	12
open_issues	0
closed_issues	0
prs_merged_7d	1
prs_decided_7d	2
prs_merged_30d	3
prs_decided_30d	4
issue_closed_ratio	—
closed_unmerged_prs	2
first_time_authors_30d	1
first_time_prs_merged_30d	2
first_time_prs_decided_30d	3

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

Ownership & stewardship

59Moderate

How it's scored

30/30	Ownership backing — organization-owned
0/20	Verified domain
14.4/25	Owner reach — 100 followers of SuperagenticAI
14.4/25	Track record — 39 public repos, account ~1 yr old

Inputs used

followers	100
owner_type	Organization
is_verified	no
owner_login	SuperagenticAI
public_repos	39
account_age_days	498

Package maintenance

100Exceptional

How it's scored

25/25	Published & resolvable — 1 package(s) on pypi
35/35	Publish recency — latest publish 3 days ago
20/20	Version history — 157 published versions
20/20	Not deprecated — active, not deprecated or yanked

Inputs used

packages	superqode
ecosystems	pypi
any_deprecated	no
min_days_since_publish	3

Engineering Quality

Are baseline engineering and documentation practices in place?

96Exceptional · 19% of overall

Engineering practices

94Exceptional

How it's scored

24/24	CI workflows — 3 workflow(s)
24/24	Tests present
16/16	Linter config — pyproject.toml ([tool.ruff])
9.6/9.6	Pre-commit hooks
0/6.4	.editorconfig
20/20	OpenSSF Scorecard: CI-Tests — 2 out of 2 merged PRs checked by a CI test -- score normalized to 10

Inputs used

has_ci	yes
has_tests	yes
has_editorconfig	no
has_linter_config	yes
has_precommit_config	yes

Documentation

100Exceptional

How it's scored

30/30	README
25/25	Documentation directory
15/15	Documentation / homepage site — https://superqode.dev
10/10	Repository description
10/10	Topics — 19 topics
10/10	Wiki

Inputs used

topics	agentic, coding, agent-harness, harness-engineering, a2a, a2a-agent, a2a-cli, a2a-client, a2a-platform, a2a-protocol, a2a-server, agent-memory, agent-orchestration, agentic-ai, agents, coding-agent, harness, harness-ai, harness-framework
has_wiki	yes
homepage	https://superqode.dev
docs_site	https://superqode.dev
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?

48Weak · 16% of overall

Security posture

35Weak

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
2.5/2.5	CI-Tests — 2 out of 2 merged PRs checked by a CI test -- score normalized to 10
0/2.5	CII-Best-Practices — no effort to earn an OpenSSF best practices badge detected
0/7.5	Code-Review — Found 0/30 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
0/5	Packaging — no data
0/5	Pinned-Dependencies — dependency not pinned by hash detected -- score normalized to 0
0/5	SAST — SAST tool is not run on all commits -- score normalized to 0
4.5/5	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
0/7.5	Vulnerabilities — 158 existing vulnerabilities detected

Inputs used

source	openssf_scorecard
checks_evaluated	17
scorecard_version	v5.5.0
checks_inconclusive	1
scorecard_aggregate	3.5

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

Dependency advisories

100Exceptional

How it's scored

35/35	Direct dependencies free of known advisories — no direct dependency carries a known advisory
25/25	Indirect dependencies free of known advisories — no indirect dependency carries a known advisory
0/40	No advisories left outstanding — no advisory carries a publication date

Inputs used

source	osv
advisories	0
affected_packages	0
assessed_packages	105
unassessed_packages	0
affected_by_severity	none
direct_affected_packages	0

Excluded from scoring (no data or not applicable): No advisories left outstanding. Remaining weights renormalized. Matched the pypi:superqode@2.2.0 runtime dependency closure — what installing the published package pulls in — 105 packages. 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.

70Good · 4% of overall

Agent context & guidance

72Good

How it's scored

45/45	Agent instructions — docs/providers/gemini.md
15/15	Machine-readable docs (llms.txt) — llms.txt served by the project website (https://superqode.dev/llms.txt)
11.7/40	Legible commit history — 22 of 100 human commits state their intent (structured subject or explanatory body)

Inputs used

has_llms_txt	yes
llms_txt_url	https://superqode.dev/llms.txt
legible_history_share	0.22
agent_instruction_files	docs/providers/gemini.md
agent_instruction_max_bytes	666

Verify loop (build / test / typecheck)

54Moderate

How it's scored

0/18	One-command bootstrap
22/22	Automated tests
11/11	Lint / format config — pyproject.toml ([tool.ruff])
11/11	Static type checking — src/superqode/py.typed
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	yes
typecheck_configs	src/superqode/py.typed
agent_commit_share	0
toolchain_manifests	—
dependency_bot_commit_share	0

Code legibility for models

81Excellent

How it's scored

27/45	Type-checkable code — Python with type-check config (src/superqode/py.typed)
53.6/55	Manageable file sizes — 25/955 source files over 60KB

Inputs used

primary_language	Python
largest_source_bytes	297,875
source_files_sampled	955
oversized_source_files	25

Machine-readable interfaces

100Exceptional

How it's scored

0/40	API schema (OpenAPI/GraphQL/proto) — not applicable to this kind of software
20/20	MCP server
40/40	Runnable examples — examples

Inputs used

example_dirs	examples
has_mcp_signal	yes
api_schema_files	—
interfaces_expected_of	—

Excluded from scoring (no data or not applicable): API schema (OpenAPI/GraphQL/proto). Remaining weights renormalized.

Key facts

44GitHub stars

3contributors

401commits, last 12 months

3days since last push

65releases

1bus factor

0open issues

PyPIpackage ecosystems

Data collection warnings

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

More detail

Star and fork history 0 ★ / 8 ⇿

0Stars

8Forks

61Releases

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

Major 1Minor 1Patch 59

OpenSSF Scorecard 3.5 / 10

3.5aggregate

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 · 2026-09-11 05:02 UTC

10	Binary-Artifacts	no binaries found in the repo
0	Branch-Protection	branch protection not enabled on development/release branches
10	CI-Tests	2 out of 2 merged PRs checked by a CI test -- score normalized to 10
0	CII-Best-Practices	no effort to earn an OpenSSF best practices badge detected
0	Code-Review	Found 0/30 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
n/a	Packaging	packaging workflow not detected
0	Pinned-Dependencies	dependency not pinned by hash detected -- score normalized to 0
0	SAST	SAST tool is not run on all commits -- score normalized to 0
9	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
0	Vulnerabilities	158 existing vulnerabilities detected

Direct dependencies 16

Registry	Package	Version constraint	Manifest
PyPI	pyyaml	`>=6.0.3`	pyproject.toml
PyPI	click	`>=8.0.0`	pyproject.toml
PyPI	litellm	`>=1.83.14,<1.92`	pyproject.toml
PyPI	agent-client-protocol	`>=0.10.0,<0.12`	pyproject.toml
PyPI	prompt_toolkit	`>=3.0.52`	pyproject.toml
PyPI	rich	`>=15.0.0`	pyproject.toml
PyPI	textual	`>=0.47.0`	pyproject.toml
PyPI	fastmcp	`==3.4.4`	pyproject.toml
PyPI	mcp	`>=1.27.1,<2`	pyproject.toml
PyPI	anyio	`>=4.0.0`	pyproject.toml
PyPI	httpx	`>=0.28.1`	pyproject.toml
PyPI	httpx-sse	`>=0.4.3`	pyproject.toml
PyPI	jsonschema	`>=4.20.0`	pyproject.toml
PyPI	python-frontmatter	`>=1.1.0`	pyproject.toml
PyPI	superopt	`>=0.1.1`	pyproject.toml
PyPI	prime-agent-python-client	`>=0.2.0,<0.3.0`	pyproject.toml

All dependencies 440

Full resolved dependency set from the GitHub dependency graph: 16 direct and 424 indirect (transitive) packages. The transitive closure is complete when the repository commits a lockfile.

Registry	Package	Version	Relation
PyPI	agent-client-protocol	`0.10.0`	direct
PyPI	anyio	`4.12.1`	direct
PyPI	click	`8.1.8`	direct
PyPI	fastmcp	`3.4.4`	direct
PyPI	httpx	`0.28.1`	direct
PyPI	httpx-sse	`0.4.3`	direct
PyPI	jsonschema	`4.23.0`	direct
PyPI	litellm	`1.85.0`	direct
PyPI	mcp	`1.27.1`	direct
PyPI	prime-agent-python-client	`0.2.0`	direct
PyPI	prompt-toolkit	`3.0.52`	direct
PyPI	python-frontmatter	`1.1.0`	direct
PyPI	pyyaml	`6.0.3`	direct
PyPI	rich	`15.0.0`	direct
PyPI	superopt	`0.1.1`	direct
PyPI	textual	`8.2.8`	direct
PyPI	a2a-sdk	`1.1.2`	indirect
PyPI	absl-py	`2.5.0`	indirect
PyPI	ag-ui-protocol	`0.1.18`	indirect
PyPI	aiofile	`3.11.1`	indirect
PyPI	aiofiles	`24.1.0`	indirect
PyPI	aiohappyeyeballs	`2.6.1`	indirect
PyPI	aiohttp	`3.13.4`	indirect
PyPI	aiohttp-jinja2	`1.6`	indirect
PyPI	aiohttp-retry	`2.9.1`	indirect
PyPI	aioitertools	`0.13.0`	indirect
PyPI	aiologic	`0.17.1`	indirect
PyPI	aiosignal	`1.4.0`	indirect
PyPI	aiosqlite	`0.22.1`	indirect
PyPI	alembic	`1.18.4`	indirect
PyPI	annotated-doc	`0.0.4`	indirect
PyPI	annotated-types	`0.7.0`	indirect
PyPI	anthropic	`0.122.0`	indirect
PyPI	argcomplete	`3.6.3`	indirect
PyPI	arize-phoenix	`17.7.0`	indirect
PyPI	arize-phoenix-client	`2.9.0`	indirect
PyPI	arize-phoenix-evals	`3.1.0`	indirect
PyPI	arize-phoenix-otel	`0.16.1`	indirect
PyPI	astroid	`4.0.3`	indirect
PyPI	async-generator	`1.10`	indirect
PyPI	asyncer	`0.0.8`	indirect
PyPI	attrs	`25.4.0`	indirect
PyPI	authlib	`1.7.2`	indirect
PyPI	babel	`2.17.0`	indirect
PyPI	backoff	`2.2.1`	indirect
PyPI	backrefs	`6.1`	indirect
PyPI	bandit	`1.9.3`	indirect
PyPI	beartype	`0.22.9`	indirect
PyPI	bidict	`0.23.1`	indirect
PyPI	blinker	`1.9.0`	indirect
PyPI	boolean-py	`5.0`	indirect
PyPI	boto3	`1.43.10`	indirect
PyPI	botocore	`1.43.10`	indirect
PyPI	bracex	`3.0.1`	indirect
PyPI	brotli	`1.2.0`	indirect
PyPI	cachecontrol	`0.14.4`	indirect
PyPI	cachetools	`7.1.3`	indirect
PyPI	caio	`0.9.25`	indirect
PyPI	cbor2	`6.1.2`	indirect
PyPI	certifi	`2026.1.4`	indirect
PyPI	cffi	`2.0.0`	indirect
PyPI	cfgv	`3.5.0`	indirect
PyPI	charset-normalizer	`3.4.4`	indirect
PyPI	claude-agent-sdk	`0.2.91`	indirect
PyPI	cloudpickle	`3.1.2`	indirect
PyPI	cocoindex	`1.0.11`	indirect
PyPI	cocoindex-code	`0.2.35`	indirect
PyPI	cohere	`6.1.0`	indirect
PyPI	colorama	`0.4.6`	indirect
PyPI	colorlog	`6.11.0`	indirect
PyPI	configargparse	`1.7.1`	indirect
PyPI	connectrpc	`0.11.1`	indirect
PyPI	contourpy	`1.3.3`	indirect
PyPI	coverage	`7.13.1`	indirect
PyPI	cross-web	`0.7.0`	indirect
PyPI	cryptography	`46.0.3`	indirect
PyPI	csscompressor	`0.9.5`	indirect
PyPI	culsans	`0.11.0`	indirect
PyPI	cycler	`0.12.1`	indirect
PyPI	cyclonedx-python-lib	`11.6.0`	indirect
PyPI	cyclopts	`4.14.1`	indirect
PyPI	databricks-sdk	`0.118.0`	indirect
PyPI	datasets	`4.8.5`	indirect
PyPI	daytona	`0.187.0`	indirect
PyPI	daytona-api-client	`0.187.0`	indirect
PyPI	daytona-api-client-async	`0.187.0`	indirect
PyPI	daytona-toolbox-api-client	`0.187.0`	indirect
PyPI	daytona-toolbox-api-client-async	`0.187.0`	indirect
PyPI	deepagents	`0.7.6`	indirect
PyPI	deepseek-harness-runtime-bin	`0.1.0rc6`	indirect
PyPI	deepseek-harness-sdk	`0.1.0rc6`	indirect
PyPI	defusedxml	`0.7.1`	indirect
PyPI	deprecated	`1.3.1`	indirect
PyPI	dill	`0.4.1`	indirect
PyPI	diskcache	`5.6.3`	indirect
PyPI	distlib	`0.4.0`	indirect
PyPI	distro	`1.9.0`	indirect
PyPI	dnspython	`2.8.0`	indirect
PyPI	docker	`7.1.0`	indirect
PyPI	dockerfile-parse	`2.0.1`	indirect
PyPI	docstring-parser	`0.17.0`	indirect
PyPI	dparse	`0.6.4`	indirect
PyPI	dspy	`2.6.27`	indirect
PyPI	e2b	`2.39.1`	indirect
PyPI	einops	`0.8.2`	indirect
PyPI	email-validator	`2.3.0`	indirect
PyPI	eval-type-backport	`0.3.1`	indirect
PyPI	exa-py	`2.12.1`	indirect
PyPI	exceptiongroup	`1.3.1`	indirect
PyPI	executing	`2.2.1`	indirect
PyPI	fastapi	`0.136.1`	indirect
PyPI	fastavro	`1.12.2`	indirect
PyPI	fastmcp-slim	`3.4.4`	indirect
PyPI	fastuuid	`0.14.0`	indirect
PyPI	filelock	`3.20.3`	indirect
PyPI	filetype	`1.2.0`	indirect
PyPI	flake8	`7.3.0`	indirect
PyPI	flask	`3.1.2`	indirect
PyPI	flask-cors	`6.0.2`	indirect
PyPI	flask-login	`0.6.3`	indirect
PyPI	fonttools	`4.63.0`	indirect
PyPI	frozenlist	`1.8.0`	indirect
PyPI	fsspec	`2026.1.0`	indirect
PyPI	genai-prices	`0.0.60`	indirect
PyPI	gepa	`0.1.1`	indirect
PyPI	gevent	`25.9.1`	indirect
PyPI	geventhttpclient	`2.3.7`	indirect
PyPI	ghp-import	`2.1.0`	indirect
PyPI	gitdb	`4.0.12`	indirect
PyPI	github-copilot-sdk	`1.0.8`	indirect
PyPI	gitpython	`3.1.50`	indirect
PyPI	google-adk	`2.5.0`	indirect
PyPI	google-antigravity	`0.1.8`	indirect
PyPI	google-api-core	`2.33.0`	indirect
PyPI	google-auth	`2.53.0`	indirect
PyPI	google-genai	`2.12.1`	indirect
PyPI	googleapis-common-protos	`1.75.0`	indirect
PyPI	graphene	`3.4.3`	indirect
PyPI	graphql-core	`3.2.11`	indirect
PyPI	graphql-relay	`3.2.0`	indirect
PyPI	graphviz	`0.21`	indirect
PyPI	greenlet	`3.3.1`	indirect
PyPI	griffelib	`2.0.2`	indirect
PyPI	groq	`1.2.0`	indirect
PyPI	grpc-interceptor	`0.15.4`	indirect
PyPI	grpcio	`1.80.0`	indirect
PyPI	grpclib	`0.4.9`	indirect
PyPI	gunicorn	`26.0.0`	indirect
PyPI	h11	`0.16.0`	indirect
PyPI	h2	`4.3.0`	indirect
PyPI	hf-xet	`1.5.0`	indirect
PyPI	hpack	`4.1.0`	indirect
PyPI	htmlmin2	`0.1.13`	indirect
PyPI	httpcore	`1.0.9`	indirect
PyPI	httpx-ws	`0.9.0`	indirect
PyPI	huey	`3.0.3`	indirect
PyPI	huggingface-hub	`1.15.0`	indirect
PyPI	hyperframe	`6.1.0`	indirect
PyPI	identify	`2.6.16`	indirect
PyPI	idna	`3.11`	indirect
PyPI	importlib-metadata	`8.5.0`	indirect
PyPI	iniconfig	`2.3.0`	indirect
PyPI	isort	`7.0.0`	indirect
PyPI	itsdangerous	`2.2.0`	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	jinja2	`3.1.6`	indirect
PyPI	jiter	`0.12.0`	indirect
PyPI	jmespath	`1.1.0`	indirect
PyPI	joblib	`1.5.3`	indirect
PyPI	joserfc	`1.6.5`	indirect
PyPI	jsmin	`3.0.1`	indirect
PyPI	json-repair	`0.61.6`	indirect
PyPI	json-rpc	`1.15.0`	indirect
PyPI	jsonpatch	`1.33`	indirect
PyPI	jsonpath-ng	`1.8.0`	indirect
PyPI	jsonpath-python	`1.1.6`	indirect
PyPI	jsonpointer	`3.1.1`	indirect
PyPI	jsonref	`1.1.0`	indirect
PyPI	jsonschema-path	`0.5.0`	indirect
PyPI	jsonschema-specifications	`2025.9.1`	indirect
PyPI	keyring	`25.7.0`	indirect
PyPI	kiwisolver	`1.5.0`	indirect
PyPI	langchain	`1.3.15`	indirect
PyPI	langchain-anthropic	`1.5.6`	indirect
PyPI	langchain-core	`1.5.5`	indirect
PyPI	langchain-google-genai	`4.3.4`	indirect
PyPI	langchain-protocol	`0.0.18`	indirect
PyPI	langgraph	`1.2.11`	indirect
PyPI	langgraph-checkpoint	`4.1.0`	indirect
PyPI	langgraph-prebuilt	`1.1.0`	indirect
PyPI	langgraph-sdk	`0.4.2`	indirect
PyPI	langsmith	`0.11.0`	indirect
PyPI	ldap3	`2.9.1`	indirect
PyPI	librt	`0.7.8`	indirect
PyPI	license-expression	`30.4.4`	indirect
PyPI	linkify-it-py	`2.0.3`	indirect
PyPI	llguidance	`1.7.6`	indirect
PyPI	locust	`2.43.2.dev4`	indirect
PyPI	logfire	`4.33.0`	indirect
PyPI	logfire-api	`4.33.0`	indirect
PyPI	magicattr	`0.1.6`	indirect
PyPI	mako	`1.3.12`	indirect
PyPI	markdown	`3.10.1`	indirect
PyPI	markdown-it-py	`4.0.0`	indirect
PyPI	markupsafe	`3.0.3`	indirect
PyPI	marshmallow	`4.2.1`	indirect
PyPI	matplotlib	`3.11.0`	indirect
PyPI	mccabe	`0.7.0`	indirect
PyPI	mdit-py-plugins	`0.5.0`	indirect
PyPI	mdurl	`0.1.2`	indirect
PyPI	mem0ai	`2.0.4`	indirect
PyPI	mergedeep	`1.3.4`	indirect
PyPI	miniaudio	`1.71`	indirect
PyPI	mistralai	`2.4.5`	indirect
PyPI	mkdocs	`1.6.1`	indirect
PyPI	mkdocs-get-deps	`0.2.0`	indirect
PyPI	mkdocs-material	`9.7.1`	indirect
PyPI	mkdocs-material-extensions	`1.3.1`	indirect
PyPI	mkdocs-minify-plugin	`0.8.0`	indirect
PyPI	mlflow	`3.14.0`	indirect
PyPI	mlflow-skinny	`3.14.0`	indirect
PyPI	mlflow-tracing	`3.14.0`	indirect
PyPI	mlx	`0.31.2`	indirect
PyPI	mlx-audio	`0.4.3`	indirect
PyPI	mlx-lm	`0.31.3`	indirect
PyPI	mlx-metal	`0.31.2`	indirect
PyPI	mlx-vlm	`0.5.0`	indirect
PyPI	modal	`1.5.0`	indirect
PyPI	more-itertools	`11.0.2`	indirect
PyPI	msgpack	`1.1.2`	indirect
PyPI	msgspec	`0.21.1`	indirect
PyPI	multidict	`6.7.0`	indirect
PyPI	multiprocess	`0.70.19`	indirect
PyPI	mypy	`1.19.1`	indirect
PyPI	mypy-extensions	`1.1.0`	indirect
PyPI	narwhals	`2.22.1`	indirect
PyPI	nexus-rpc	`1.4.0`	indirect
PyPI	nltk	`3.9.2`	indirect
PyPI	nodeenv	`1.10.0`	indirect
PyPI	numpy	`2.4.1`	indirect
PyPI	obstore	`0.8.2`	indirect
PyPI	openai	`2.37.0`	indirect
PyPI	openai-agents	`0.17.4`	indirect
PyPI	openai-codex	`0.144.4`	indirect
PyPI	openai-codex-cli-bin	`0.144.4`	indirect
PyPI	openapi-pydantic	`0.5.1`	indirect
PyPI	opencv-python	`4.13.0.92`	indirect
PyPI	openinference-instrumentation	`0.1.53`	indirect
PyPI	openinference-instrumentation-openai	`0.1.52`	indirect
PyPI	openinference-semantic-conventions	`0.1.30`	indirect
PyPI	opentelemetry-api	`1.39.1`	indirect
PyPI	opentelemetry-api	`1.44.0`	indirect
PyPI	opentelemetry-exporter-otlp	`1.39.1`	indirect
PyPI	opentelemetry-exporter-otlp-proto-common	`1.39.1`	indirect
PyPI	opentelemetry-exporter-otlp-proto-common	`1.44.0`	indirect
PyPI	opentelemetry-exporter-otlp-proto-grpc	`1.39.1`	indirect
PyPI	opentelemetry-exporter-otlp-proto-http	`1.39.1`	indirect
PyPI	opentelemetry-exporter-otlp-proto-http	`1.44.0`	indirect
PyPI	opentelemetry-instrumentation	`0.60b1`	indirect
PyPI	opentelemetry-instrumentation	`0.65b0`	indirect
PyPI	opentelemetry-instrumentation-aiohttp-client	`0.60b1`	indirect
PyPI	opentelemetry-instrumentation-aiohttp-client	`0.65b0`	indirect
PyPI	opentelemetry-instrumentation-httpx	`0.60b1`	indirect
PyPI	opentelemetry-proto	`1.39.1`	indirect
PyPI	opentelemetry-proto	`1.44.0`	indirect
PyPI	opentelemetry-sdk	`1.39.1`	indirect
PyPI	opentelemetry-sdk	`1.44.0`	indirect
PyPI	opentelemetry-semantic-conventions	`0.60b1`	indirect
PyPI	opentelemetry-semantic-conventions	`0.65b0`	indirect
PyPI	opentelemetry-util-http	`0.60b1`	indirect
PyPI	opentelemetry-util-http	`0.65b0`	indirect
PyPI	optuna	`4.9.0`	indirect
PyPI	orjson	`3.11.9`	indirect
PyPI	ormsgpack	`1.12.2`	indirect
PyPI	outcome	`1.3.0.post0`	indirect
PyPI	packageurl-python	`0.17.6`	indirect
PyPI	packaging	`25.0`	indirect
PyPI	paginate	`0.5.7`	indirect
PyPI	pandas	`2.3.3`	indirect
PyPI	pathable	`0.6.0`	indirect
PyPI	pathspec	`1.0.3`	indirect
PyPI	pillow	`12.2.0`	indirect
PyPI	pip	`25.3`	indirect
PyPI	pip-api	`0.0.34`	indirect
PyPI	pip-audit	`2.10.0`	indirect
PyPI	pip-requirements-parser	`32.0.1`	indirect
PyPI	platformdirs	`4.5.1`	indirect
PyPI	playwright	`1.57.0`	indirect
PyPI	pluggy	`1.6.0`	indirect
PyPI	portalocker	`3.2.0`	indirect
PyPI	posthog	`7.18.0`	indirect
PyPI	pre-commit	`4.5.1`	indirect
PyPI	prettytable	`3.17.0`	indirect
PyPI	prometheus-client	`0.25.0`	indirect
PyPI	propcache	`0.4.1`	indirect
PyPI	proto-plus	`1.28.2`	indirect
PyPI	protobuf	`6.33.6`	indirect
PyPI	protobuf	`7.35.1`	indirect
PyPI	protobuf-py	`0.1.1`	indirect
PyPI	protobuf-py-ext	`0.1.1`	indirect
PyPI	psutil	`7.2.1`	indirect
PyPI	py-key-value-aio	`0.4.4`	indirect
PyPI	py-serializable	`2.1.0`	indirect
PyPI	pyarrow	`24.0.0`	indirect
PyPI	pyasn1	`0.6.2`	indirect
PyPI	pyasn1-modules	`0.4.2`	indirect
PyPI	pycodestyle	`2.14.0`	indirect
PyPI	pycparser	`3.0`	indirect
PyPI	pydantic	`2.12.5`	indirect
PyPI	pydantic-ai	`1.98.0`	indirect
PyPI	pydantic-ai-slim	`1.98.0`	indirect
PyPI	pydantic-core	`2.41.5`	indirect
PyPI	pydantic-evals	`1.98.0`	indirect
PyPI	pydantic-graph	`1.98.0`	indirect
PyPI	pydantic-handlebars	`0.1.0`	indirect
PyPI	pydantic-monty	`0.0.21`	indirect
PyPI	pydantic-monty-client	`0.0.21`	indirect
PyPI	pydantic-monty-runtime	`0.0.21`	indirect
PyPI	pydantic-settings	`2.12.0`	indirect
PyPI	pyee	`13.0.0`	indirect
PyPI	pyflakes	`3.4.0`	indirect
PyPI	pygments	`2.19.2`	indirect
PyPI	pyjwt	`2.10.1`	indirect
PyPI	pylint	`4.0.4`	indirect
PyPI	pymdown-extensions	`10.20`	indirect
PyPI	pyopenssl	`26.2.0`	indirect
PyPI	pyparsing	`3.3.2`	indirect
PyPI	pyperclip	`1.11.0`	indirect
PyPI	pyqwest	`0.9.0`	indirect
PyPI	pysocks	`1.7.1`	indirect
PyPI	pystache	`0.6.8`	indirect
PyPI	pytest	`9.0.2`	indirect
PyPI	pytest-asyncio	`1.3.0`	indirect
PyPI	pytest-cov	`7.0.0`	indirect
PyPI	python-dateutil	`2.9.0.post0`	indirect
PyPI	python-dotenv	`1.2.2`	indirect
PyPI	python-engineio	`4.13.0`	indirect
PyPI	python-multipart	`0.0.29`	indirect
PyPI	python-socketio	`5.16.0`	indirect
PyPI	pytz	`2026.2`	indirect
PyPI	pywin32	`311`	indirect
PyPI	pywin32-ctypes	`0.2.3`	indirect
PyPI	pyyaml-env-tag	`1.1`	indirect
PyPI	pyzmq	`27.1.0`	indirect
PyPI	qdrant-client	`1.18.0`	indirect
PyPI	questionary	`2.1.1`	indirect
PyPI	referencing	`0.37.0`	indirect
PyPI	regex	`2026.1.15`	indirect
PyPI	requests	`2.34.2`	indirect
PyPI	requests-toolbelt	`1.0.0`	indirect
PyPI	rich-rst	`2.0.1`	indirect
PyPI	rlm-code	`0.1.11`	indirect
PyPI	rpds-py	`0.30.0`	indirect
PyPI	ruamel-yaml	`0.19.1`	indirect
PyPI	ruff	`0.14.14`	indirect
PyPI	s3transfer	`0.17.0`	indirect
PyPI	safetensors	`0.7.0`	indirect
PyPI	safety	`3.8.0b0`	indirect
PyPI	safety-schemas	`0.0.16`	indirect
PyPI	scikit-learn	`1.9.0`	indirect
PyPI	scipy	`1.17.1`	indirect
PyPI	secretstorage	`3.5.0`	indirect
PyPI	selenium	`4.40.0`	indirect
PyPI	sentencepiece	`0.2.1`	indirect
PyPI	setuptools	`—`	indirect
PyPI	shellingham	`1.5.4`	indirect
PyPI	simple-websocket	`1.1.0`	indirect
PyPI	six	`1.17.0`	indirect
PyPI	skops	`0.14.0`	indirect
PyPI	smmap	`5.0.3`	indirect
PyPI	sniffio	`1.3.1`	indirect
PyPI	socksio	`1.0.0`	indirect
PyPI	sortedcontainers	`2.4.0`	indirect
PyPI	sounddevice	`0.5.5`	indirect
PyPI	sqlalchemy	`2.0.50`	indirect
PyPI	sqlean-py	`3.49.1`	indirect
PyPI	sqlite-vec	`0.1.9`	indirect
PyPI	sqlparse	`0.5.5`	indirect
PyPI	sse-starlette	`3.2.0`	indirect
PyPI	starlette	`1.3.1`	indirect
PyPI	stevedore	`5.6.0`	indirect
PyPI	strawberry-graphql	`0.316.0`	indirect
PyPI	supermemory	`3.45.0`	indirect
PyPI	superqode	`—`	indirect
PyPI	superqode	`2.2.0`	indirect
PyPI	synchronicity	`0.12.5`	indirect
PyPI	tau-ai	`0.3.3`	indirect
PyPI	temporalio	`1.27.2`	indirect
PyPI	tenacity	`9.1.2`	indirect
PyPI	textual-serve	`1.1.3`	indirect
PyPI	threadpoolctl	`3.6.0`	indirect
PyPI	tiktoken	`0.12.0`	indirect
PyPI	tokenizers	`0.22.2`	indirect
PyPI	toml	`0.10.2`	indirect
PyPI	tomli	`2.4.0`	indirect
PyPI	tomli-w	`1.2.0`	indirect
PyPI	tomlkit	`0.14.0`	indirect
PyPI	tqdm	`4.67.1`	indirect
PyPI	transformers	`5.10.1`	indirect
PyPI	trio	`0.32.0`	indirect
PyPI	trio-typing	`0.10.0`	indirect
PyPI	trio-websocket	`0.12.2`	indirect
PyPI	truststore	`0.10.4`	indirect
PyPI	typer	`0.21.1`	indirect
PyPI	types-certifi	`2021.10.8.3`	indirect
PyPI	types-protobuf	`6.32.1.20260221`	indirect
PyPI	types-requests	`2.33.0.20260518`	indirect
PyPI	types-toml	`0.10.8.20260518`	indirect
PyPI	types-urllib3	`1.26.25.14`	indirect
PyPI	typing-extensions	`4.15.0`	indirect
PyPI	typing-inspection	`0.4.2`	indirect
PyPI	tzdata	`2026.2`	indirect
PyPI	tzlocal	`5.3.1`	indirect
PyPI	uc-micro-py	`1.0.3`	indirect
PyPI	ujson	`5.13.0`	indirect
PyPI	uncalled-for	`0.3.2`	indirect
PyPI	urllib3	`2.6.3`	indirect
PyPI	uuid-utils	`0.15.0`	indirect
PyPI	uvicorn	`0.51.0`	indirect
PyPI	virtualenv	`20.36.1`	indirect
PyPI	waitress	`3.0.2`	indirect
PyPI	watchdog	`6.0.0`	indirect
PyPI	watchfiles	`1.2.0`	indirect
PyPI	wcmatch	`11.0.1`	indirect
PyPI	wcwidth	`0.3.1`	indirect
PyPI	websocket-client	`1.9.0`	indirect
PyPI	websockets	`15.0.1`	indirect
PyPI	werkzeug	`3.1.5`	indirect
PyPI	wrapt	`1.17.3`	indirect
PyPI	wsproto	`1.3.2`	indirect
PyPI	xai-sdk	`1.12.2`	indirect
PyPI	xxhash	`3.7.0`	indirect
PyPI	yarl	`1.22.0`	indirect
PyPI	zipp	`3.23.0`	indirect
PyPI	zope-event	`6.1`	indirect
PyPI	zope-interface	`8.2`	indirect
PyPI	zstandard	`0.25.0`	indirect

Dependency advisories 0

Installing pypi:superqode@2.2.0 pulls in 105 packages, direct and transitive: 0 carry known advisories, of which 0 are direct dependencies.

No known advisories affect the assessed dependencies.

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

Raw JSON report machine-readable

Feedback

Spotted something off in this report, or have thoughts to share? Wrong measurements, missed tooling, ideas, questions — anything is welcome. Every message is read and gets a response.

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 v2.10.0, schema v0.34.0 — full methodology · metrics wiki.

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

Software health index

Score profile

Ownership

Package ecosystems

Metrics by category

Key facts

Data collection warnings

More detail

Feedback

Related records