Public record
Software health reportschema 0.14.0 · metrics 2.10.0 · 2026-07-18 22:59 UTC

SuperagenticAI / superqode

The harness engineering framework for coding agents

PythonApache-2.0★ 25 stars⑂ 5 forkssince Jan 2026View on GitHub ↗
KindLibraryMCP serverCommand-line toolTerminal interfacehow this is determined
#agentic#coding#agent-harness#harness-engineering

SuperagenticAI/superqode holds a health index of 78 out of 100, placing it in the Good band. It scores highest on Engineering Quality (96/100) and lowest on Security (38/100). It was last updated today. A single contributor accounts for most of its recent work.

78
overall / 100
Good

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.

78
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)
VitalityCommunity &AdoptionSustainability &GovernanceEngineeringQualitySecurityAI Readiness

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 67 is calibrated to 78 on the published index scale (record calibration 2026-08-02).

Ownership

Superagentic AIOrganization
84 followers36 public repossince Apr 2025

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

Package ecosystems

RegistryPackageVersionDownloads / moVersionsLast publishTags
PyPIsuperqode0.2.223,981710 days agoaicoding-agentsmulti-agentorchestrationsdlcautomationmcpkubernetessuperqode

Metrics by category

Vitality

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

84Excellent · 21% of overall

Development activity

74Good
How it's scored
36/36Push recency — last push 0 days ago
10.4/36Commit cadence — 15/52 weeks with commits
18/18Commit volume — 198 commits in the last year
10/10OpenSSF Scorecard: Maintained — 30 commit(s) and 0 issue activity found in the last 90 days -- score normalized to 10
Inputs used
commits_last_year198
human_commit_share—
days_since_last_push0
active_weeks_last_year15

Release discipline

100Exceptional
How it's scored
27/27Ships releases — 15 releases published
36/36Release recency — latest release 0 days ago
27/27Release cadence — a release every ~4.7 days
0/10OpenSSF Scorecard: Signed-Releases — no data
Inputs used
releases_count15
latest_release_tagv0.2.22
releases_from_tagsno
days_since_latest_release0
mean_days_between_releases4.7
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?

56Moderate · 17% of overall

Popularity & adoption

27At Risk
How it's scored
22.4/60Stars — 25 stars
5/25Forks — 5 forks
0/15Watchers — 0 watchers
Inputs used
forks5
stars25
watchers0
growth_stateunverified
growth_factor_pct100
growth_unverified_reasonno_history

Community health

85Excellent
How it's scored
22.5/22.5README
22.5/22.5License — recognized license (Apache-2.0)
18/18CONTRIBUTING guide
13.5/13.5Code of conduct
0/7.2Issue template
0/6.3PR template
Inputs used
has_readmeyes
has_licenseyes
readme_badges—
has_contributingyes
has_issue_templateno
has_code_of_conductyes
readme_badge_services—
has_pull_request_templateno

Ecosystem adoption (downloads)

60Moderate
How it's scored
48/80Monthly downloads — 3,981 downloads/month across pypi
0/20Registry dependents — not reported by this ecosystem
Inputs used
packagessuperqode
dependents—
ecosystemspypi
total_downloads—
monthly_downloads3,981
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?

57Moderate · 23% of overall

Maintainer resilience (bus factor)

15Critical
How it's scored
9/54Bus factor — 1 contributor(s) cover half of all commits
0.1/22.5Commit distribution — top contributor authored 100% of commits
2.7/13.5Contributor breadth — 2 contributors
3/10OpenSSF Scorecard: Contributors — project has 1 contributing companies or organizations -- score normalized to 3
Inputs used
bus_factor1
contributors_sampled2
top_contributor_share0.995

Issue & PR responsiveness

57Moderate
How it's scored
0/42Issue resolution — no issues or no data
25.7/30PR acceptance — 6/7 decided PRs merged
0/13Newcomer PR acceptance — no first-time contributor's PR decided in 30d
0/15OpenSSF Scorecard: Code-Review — Found 0/30 approved changesets -- score normalized to 0
Inputs used
merged_prs6
open_issues0
closed_issues0
prs_merged_7d—
prs_decided_7d—
prs_merged_30d—
prs_decided_30d—
issue_closed_ratio—
closed_unmerged_prs1
first_time_authors_30d—
first_time_prs_merged_30d—
first_time_prs_decided_30d—
Excluded from scoring (no data or not applicable): Issue resolution, Newcomer PR acceptance. Remaining weights renormalized.

Ownership & stewardship

72Good
How it's scored
30/30Ownership backing — organization-owned
0/20Verified domain — verified-domain status not read for this organization
13.9/25Owner reach — 84 followers of SuperagenticAI
13.9/25Track record — 36 public repos, account ~1 yr old
Inputs used
followers84
owner_typeOrganization
is_verified—
owner_loginSuperagenticAI
public_repos36
account_age_days444
Excluded from scoring (no data or not applicable): Verified domain. Remaining weights renormalized.

Package maintenance

100Exceptional
How it's scored
25/25Published & resolvable — 1 package(s) on pypi
35/35Publish recency — latest publish 0 days ago
20/20Version history — 71 published versions
20/20Not deprecated — active, not deprecated or yanked
Inputs used
packagessuperqode
ecosystemspypi
any_deprecatedno
min_days_since_publish0

Engineering Quality

Are baseline engineering and documentation practices in place?

96Exceptional · 19% of overall

Engineering practices

94Exceptional
How it's scored
24/24CI workflows — 2 workflow(s)
24/24Tests present
16/16Linter config
9.6/9.6Pre-commit hooks
0/6.4.editorconfig
20/20OpenSSF Scorecard: CI-Tests — 1 out of 1 merged PRs checked by a CI test -- score normalized to 10
Inputs used
has_ciyes
has_testsyes
has_editorconfigno
has_linter_configyes
has_precommit_configyes

Documentation

100Exceptional
How it's scored
30/30README
25/25Documentation directory
15/15Documentation / homepage site — https://super-agentic.ai/superqode
10/10Repository description
10/10Topics — 4 topics
10/10Wiki
Inputs used
topicsagentic, coding, agent-harness, harness-engineering
has_wikiyes
homepagehttps://super-agentic.ai/superqode
docs_sitehttps://super-agentic.ai/superqode
has_readmeyes
has_docs_diryes
has_descriptionyes

Security

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

38Weak · 16% of overall

Security posture

38Weak
How it's scored
7.5/7.5Binary-Artifacts — no binaries found in the repo
0/7.5Branch-Protection — branch protection not enabled on development/release branches
2.5/2.5CI-Tests — 1 out of 1 merged PRs checked by a CI test -- score normalized to 10
0/2.5CII-Best-Practices — no effort to earn an OpenSSF best practices badge detected
0/7.5Code-Review — Found 0/30 approved changesets -- score normalized to 0
0.8/2.5Contributors — project has 1 contributing companies or organizations -- score normalized to 3
10/10Dangerous-Workflow — no dangerous workflow patterns detected
0/7.5Dependency-Update-Tool — no update tool detected
0/5Fuzzing — project is not fuzzed
2.5/2.5License — license file detected
7.5/7.5Maintained — 30 commit(s) and 0 issue activity found in the last 90 days -- score normalized to 10
0/5Packaging — no data
0/5Pinned-Dependencies — dependency not pinned by hash detected -- score normalized to 0
0/5SAST — SAST tool is not run on all commits -- score normalized to 0
4.5/5Security-Policy — security policy file detected
0/7.5Signed-Releases — no data
0/7.5Token-Permissions — detected GitHub workflow tokens with excessive permissions
0/7.5Vulnerabilities — 81 existing vulnerabilities detected
Inputs used
sourceopenssf_scorecard
checks_evaluated16
scorecard_versionv5.5.0
checks_inconclusive2
scorecard_aggregate3.8
Excluded from scoring (no data or not applicable): Packaging, Signed-Releases. Remaining weights renormalized.

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.

54Moderate · 4% of overall

Agent context & guidance

1Critical
How it's scored
0/45Agent instructions — no CLAUDE.md / AGENTS.md / editor rules
0/15Machine-readable docs (llms.txt)
0/40Legible commit history — no data
Inputs used
has_llms_txtno
llms_txt_url—
legible_history_share—
agent_instruction_files—
agent_instruction_max_bytes—
Excluded from scoring (no data or not applicable): Legible commit history. Remaining weights renormalized.

Verify loop (build / test / typecheck)

66Good
How it's scored
0/18One-command bootstrap
22/22Automated tests
11/11Lint / format config
11/11Static type checking — src/superqode/py.typed
10/10Reproducible environment — Dockerfile, lockfile
0/10Demonstrated agent practice — no data
0/8Automated maintenance — no data
0/10OpenSSF Scorecard: Pinned-Dependencies — dependency not pinned by hash detected -- score normalized to 0
Inputs used
has_nixno
has_testsyes
lockfilesuv.lock
has_dockerfileyes
typed_languageno
bootstrap_files—
has_devcontainerno
has_linter_configyes
typecheck_configssrc/superqode/py.typed
agent_commit_share—
toolchain_manifests—
dependency_bot_commit_share—
Excluded from scoring (no data or not applicable): Demonstrated agent practice, Automated maintenance. Remaining weights renormalized.

Code legibility for models

80Excellent
How it's scored
27/45Type-checkable code — Python with type-check config (src/superqode/py.typed)
53.4/55Manageable file sizes — 20/697 source files over 60KB
Inputs used
primary_languagePython
largest_source_bytes187,384
source_files_sampled697
oversized_source_files20

Machine-readable interfaces

100Exceptional
How it's scored
0/40API schema (OpenAPI/GraphQL/proto) — not applicable to this kind of software
20/20MCP server
40/40Runnable examples — examples
Inputs used
example_dirsexamples
has_mcp_signalyes
api_schema_files—
interfaces_expected_of—
Excluded from scoring (no data or not applicable): API schema (OpenAPI/GraphQL/proto). Remaining weights renormalized.

Key facts

25GitHub stars
2contributors
198commits, last 12 months
0days since last push
15releases
1bus factor
0open issues
PyPIpackage ecosystems

More detail

OpenSSF Scorecard 3.8 / 10
3.8aggregate

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 · 2026-07-18 22:59 UTC

10Binary-Artifactsno binaries found in the repo
0Branch-Protectionbranch protection not enabled on development/release branches
10CI-Tests1 out of 1 merged PRs checked by a CI test -- score normalized to 10
0CII-Best-Practicesno effort to earn an OpenSSF best practices badge detected
0Code-ReviewFound 0/30 approved changesets -- score normalized to 0
3Contributorsproject has 1 contributing companies or organizations -- score normalized to 3
10Dangerous-Workflowno dangerous workflow patterns detected
0Dependency-Update-Toolno update tool detected
0Fuzzingproject is not fuzzed
10Licenselicense file detected
10Maintained30 commit(s) and 0 issue activity found in the last 90 days -- score normalized to 10
n/aPackagingpackaging workflow not detected
0Pinned-Dependenciesdependency not pinned by hash detected -- score normalized to 0
0SASTSAST tool is not run on all commits -- score normalized to 0
9Security-Policysecurity policy file detected
n/aSigned-Releasesno releases found
0Token-Permissionsdetected GitHub workflow tokens with excessive permissions
0Vulnerabilities81 existing vulnerabilities detected
Direct dependencies 13
RegistryPackageVersion constraintManifest
PyPIpyyaml>=6.0.3pyproject.toml
PyPIclick>=8.0.0pyproject.toml
PyPIlitellm>=1.83.14pyproject.toml
PyPIagent-client-protocol>=0.10.0,<0.12pyproject.toml
PyPIprompt_toolkit>=3.0.52pyproject.toml
PyPIrich>=15.0.0pyproject.toml
PyPItextual>=0.47.0pyproject.toml
PyPImcp>=1.27.1pyproject.toml
PyPIanyio>=4.0.0pyproject.toml
PyPIhttpx>=0.28.1pyproject.toml
PyPIhttpx-sse>=0.4.3pyproject.toml
PyPIpython-frontmatter>=1.1.0pyproject.toml
PyPIsuperopt>=0.1.1pyproject.toml
All dependencies 403

Full resolved dependency set from the GitHub dependency graph: 13 direct and 390 indirect (transitive) packages. The transitive closure is complete when the repository commits a lockfile.

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PyPIplaywright1.57.0indirect
PyPIpluggy1.6.0indirect
PyPIportalocker3.2.0indirect
PyPIposthog7.18.0indirect
PyPIpre-commit4.5.1indirect
PyPIprettytable3.17.0indirect
PyPIprometheus-client0.25.0indirect
PyPIpropcache0.4.1indirect
PyPIprotobuf6.33.6indirect
PyPIpsutil7.2.1indirect
PyPIpy-key-value-aio0.4.4indirect
PyPIpy-serializable2.1.0indirect
PyPIpyarrow24.0.0indirect
PyPIpyasn10.6.2indirect
PyPIpyasn1-modules0.4.2indirect
PyPIpycodestyle2.14.0indirect
PyPIpycparser3.0indirect
PyPIpydantic2.12.5indirect
PyPIpydantic-ai1.98.0indirect
PyPIpydantic-ai-slim1.98.0indirect
PyPIpydantic-core2.41.5indirect
PyPIpydantic-evals1.98.0indirect
PyPIpydantic-graph1.98.0indirect
PyPIpydantic-handlebars0.1.0indirect
PyPIpydantic-monty0.0.17indirect
PyPIpydantic-settings2.12.0indirect
PyPIpyee13.0.0indirect
PyPIpyflakes3.4.0indirect
PyPIpygments2.19.2indirect
PyPIpyjwt2.10.1indirect
PyPIpylint4.0.4indirect
PyPIpymdown-extensions10.20indirect
PyPIpyopenssl26.2.0indirect
PyPIpyparsing3.3.2indirect
PyPIpyperclip1.11.0indirect
PyPIpysocks1.7.1indirect
PyPIpystache0.6.8indirect
PyPIpytest9.0.2indirect
PyPIpytest-asyncio1.3.0indirect
PyPIpytest-cov7.0.0indirect
PyPIpython-dateutil2.9.0.post0indirect
PyPIpython-dotenv1.2.2indirect
PyPIpython-engineio4.13.0indirect
PyPIpython-multipart0.0.29indirect
PyPIpython-socketio5.16.0indirect
PyPIpytz2026.2indirect
PyPIpywin32311indirect
PyPIpywin32-ctypes0.2.3indirect
PyPIpyyaml-env-tag1.1indirect
PyPIpyzmq27.1.0indirect
PyPIqdrant-client1.18.0indirect
PyPIquestionary2.1.1indirect
PyPIreferencing0.37.0indirect
PyPIregex2026.1.15indirect
PyPIrequests2.32.5indirect
PyPIrequests-toolbelt1.0.0indirect
PyPIrich-rst2.0.1indirect
PyPIrpds-py0.30.0indirect
PyPIruamel-yaml0.19.1indirect
PyPIruff0.14.14indirect
PyPIs3transfer0.17.0indirect
PyPIsafetensors0.7.0indirect
PyPIsafety3.8.0b0indirect
PyPIsafety-schemas0.0.16indirect
PyPIscikit-learn1.9.0indirect
PyPIscipy1.17.1indirect
PyPIsecretstorage3.5.0indirect
PyPIselenium4.40.0indirect
PyPIsentencepiece0.2.1indirect
PyPIsetuptools—indirect
PyPIshellingham1.5.4indirect
PyPIsimple-websocket1.1.0indirect
PyPIsix1.17.0indirect
PyPIskops0.14.0indirect
PyPIsmmap5.0.3indirect
PyPIsniffio1.3.1indirect
PyPIsortedcontainers2.4.0indirect
PyPIsounddevice0.5.5indirect
PyPIsqlalchemy2.0.50indirect
PyPIsqlean-py3.49.1indirect
PyPIsqlite-vec0.1.9indirect
PyPIsqlparse0.5.5indirect
PyPIsse-starlette3.2.0indirect
PyPIstarlette0.52.1indirect
PyPIstevedore5.6.0indirect
PyPIstrawberry-graphql0.316.0indirect
PyPIsupermemory3.45.0indirect
PyPIsuperqode—indirect
PyPIsuperqode0.2.22indirect
PyPIsynchronicity0.12.5indirect
PyPItemporalio1.27.2indirect
PyPItenacity9.1.2indirect
PyPItextual-serve1.1.3indirect
PyPIthreadpoolctl3.6.0indirect
PyPItiktoken0.12.0indirect
PyPItokenizers0.22.2indirect
PyPItoml0.10.2indirect
PyPItomli2.4.0indirect
PyPItomli-w1.2.0indirect
PyPItomlkit0.14.0indirect
PyPItqdm4.67.1indirect
PyPItransformers5.10.1indirect
PyPItrio0.32.0indirect
PyPItrio-typing0.10.0indirect
PyPItrio-websocket0.12.2indirect
PyPItruststore0.10.4indirect
PyPItyper0.21.1indirect
PyPItypes-certifi2021.10.8.3indirect
PyPItypes-protobuf6.32.1.20260221indirect
PyPItypes-requests2.33.0.20260518indirect
PyPItypes-toml0.10.8.20260518indirect
PyPItypes-urllib31.26.25.14indirect
PyPItyping-extensions4.15.0indirect
PyPItyping-inspection0.4.2indirect
PyPItzdata2026.2indirect
PyPItzlocal5.3.1indirect
PyPIuc-micro-py1.0.3indirect
PyPIuncalled-for0.3.2indirect
PyPIurllib32.6.3indirect
PyPIuuid-utils0.15.0indirect
PyPIuvicorn0.51.0indirect
PyPIvirtualenv20.36.1indirect
PyPIwaitress3.0.2indirect
PyPIwatchdog6.0.0indirect
PyPIwatchfiles1.2.0indirect
PyPIwcmatch10.1indirect
PyPIwcwidth0.3.1indirect
PyPIwebsocket-client1.9.0indirect
PyPIwebsockets15.0.1indirect
PyPIwerkzeug3.1.5indirect
PyPIwrapt1.17.3indirect
PyPIwsproto1.3.2indirect
PyPIxai-sdk1.12.2indirect
PyPIxxhash3.7.0indirect
PyPIyarl1.22.0indirect
PyPIzipp3.23.0indirect
PyPIzope-event6.1indirect
PyPIzope-interface8.2indirect
PyPIzstandard0.25.0indirect
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Missing data is excluded and weights renormalized, never scored as zero. Methodology is versioned and open: metrics v2.10.0, schema v0.14.0 — full methodology · metrics wiki.

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