Public record
Software health reportschema 0.34.0 · metrics 2.10.0 · 2026-09-15 05:09 UTC

openonion / connectonion

The Best AI Agent Framework for Agent Collaboration.

PythonApache-2.0★ 1,481 stars⑂ 218 forkssince Jul 2025View on GitHub ↗
KindCommand-line toolLibraryTerminal interfacehow this is determined
#agent#agentic-ai#llm#openonion

openonion/connectonion holds a health index of 90 out of 100, placing it in the Excellent band. It scores highest on Vitality (94/100) and lowest on Security (58/100). It was last updated today. A single contributor accounts for most of its recent work.

90
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.

90
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 76 is calibrated to 90 on the published index scale (record calibration 2026-08-02).

Ownership

openonionOrganization
148 followers22 public repossince Jan 2024

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

Package ecosystems

RegistryPackageVersionDownloads / moVersionsLast publishTags
PyPIconnectonion1.8.43,2602146 days agoagentaiautomationbreakpointsdebugginginteractive-debuggingllmopenaitoolsxray

Metrics by category

Vitality

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

94Exceptional · 21% of overall

Development activity

96Exceptional
How it's scored
36/36Push recency — last push 0 days ago
32.5/36Commit cadence — 47/52 weeks with commits
18/18Commit volume — 1,787 commits in the last year
10/10OpenSSF Scorecard: Maintained — 30 commit(s) and 30 issue activity found in the last 90 days -- score normalized to 10
Inputs used
commits_last_year1,787
human_commit_share1
days_since_last_push0
active_weeks_last_year47

Release discipline

90Excellent
How it's scored
27/27Ships releases — 100 releases published
36/36Release recency — latest release 0 days ago
27/27Release cadence — a release every ~0.4 days
0/10OpenSSF Scorecard: Signed-Releases — Project has not signed or included provenance with any releases.
Inputs used
releases_count100
latest_release_tagv1.8.5b10
releases_from_tagsno
days_since_latest_release0
mean_days_between_releases0.4

Community & Adoption

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

74Good · 17% of overall

Popularity & adoption

82Excellent
How it's scored
51.4/60Stars — 1,481 stars
19.5/25Forks — 218 forks
11.6/15Watchers — 125 watchers
Inputs used
forks218
stars1,481
watchers125
growth_stateunverified
growth_factor_pct100
growth_unverified_reasonno_history

Community health

77Good
How it's scored
22.5/22.5README
22.5/22.5License — recognized license (Apache-2.0)
18/18CONTRIBUTING guide
0/13.5Code of conduct
0/7.2Issue template
6.3/6.3PR template
Inputs used
has_readmeyes
has_licenseyes
readme_badges11
has_contributingyes
has_issue_templateno
has_code_of_conductno
readme_badge_servicesshields.io
has_pull_request_templateyes

Ecosystem adoption (downloads)

58Moderate
How it's scored
46.8/80Monthly downloads — 3,260 downloads/month across pypi
0/20Registry dependents — not reported by this ecosystem
Inputs used
packagesconnectonion
dependents—
ecosystemspypi
total_downloads—
monthly_downloads3,260
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?

60Moderate · 23% of overall

Maintainer resilience (bus factor)

27At Risk
How it's scored
9/54Bus factor — 1 contributor(s) cover half of all commits
1.3/22.5Commit distribution — top contributor authored 94% of commits
13.5/13.5Contributor breadth — 13 contributors
3/10OpenSSF Scorecard: Contributors — project has 1 contributing companies or organizations -- score normalized to 3
Inputs used
bus_factor1
contributors_sampled13
top_contributor_share0.942

Issue & PR responsiveness

67Good
How it's scored
29.1/42Issue resolution — 69% of issues closed
25/30PR acceptance — 686/823 decided PRs merged
13/13Newcomer PR acceptance — 1/1 first-time contributors' PRs merged in 30d
0/15OpenSSF Scorecard: Code-Review — Found 0/27 approved changesets -- score normalized to 0
Inputs used
merged_prs686
open_issues212
closed_issues480
prs_merged_7d38
prs_decided_7d46
prs_merged_30d51
prs_decided_30d60
issue_closed_ratio0.694
closed_unmerged_prs137
first_time_authors_30d1
first_time_prs_merged_30d1
first_time_prs_decided_30d1

Ownership & stewardship

61Moderate
How it's scored
30/30Ownership backing — organization-owned
0/20Verified domain
15.6/25Owner reach — 148 followers of openonion
15.2/25Track record — 22 public repos, account ~2 yr old
Inputs used
followers148
owner_typeOrganization
is_verifiedno
owner_loginopenonion
public_repos22
account_age_days965

Package maintenance

100Exceptional
How it's scored
25/25Published & resolvable — 1 package(s) on pypi
35/35Publish recency — latest publish 6 days ago
20/20Version history — 214 published versions
20/20Not deprecated — active, not deprecated or yanked
Inputs used
packagesconnectonion
ecosystemspypi
any_deprecatedno
min_days_since_publish6

Engineering Quality

Are baseline engineering and documentation practices in place?

90Excellent · 19% of overall

Engineering practices

84Excellent
How it's scored
24/24CI workflows — 6 workflow(s)
24/24Tests present
16/16Linter config — pyproject.toml ([tool.ruff])
0/9.6Pre-commit hooks
0/6.4.editorconfig
20/20OpenSSF Scorecard: CI-Tests — 27 out of 27 merged PRs checked by a CI test -- score normalized to 10
Inputs used
has_ciyes
has_testsyes
has_editorconfigno
has_linter_configyes
has_precommit_configno

Documentation

100Exceptional
How it's scored
30/30README
25/25Documentation directory
15/15Documentation / homepage site — https://docs.connectonion.com
10/10Repository description
10/10Topics — 4 topics
10/10Wiki
Inputs used
topicsagent, agentic-ai, llm, openonion
has_wikiyes
homepagehttps://docs.connectonion.com
docs_sitehttps://docs.connectonion.com
has_readmeyes
has_docs_diryes
has_descriptionyes

Security

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

58Moderate · 16% of overall

Security posture

47Weak
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 — 27 out of 27 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 0/27 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 30 issue activity found in the last 90 days -- score normalized to 10
5/5Packaging — packaging workflow detected
2/5Pinned-Dependencies — dependency not pinned by hash detected -- score normalized to 4
4.5/5SAST — SAST tool detected but not run on all commits
0/5Security-Policy — security policy file not detected
0/7.5Signed-Releases — Project has not signed or included provenance with any releases.
0/7.5Token-Permissions — detected GitHub workflow tokens with excessive permissions
6.8/7.5Vulnerabilities — 1 existing vulnerabilities detected
Inputs used
sourceopenssf_scorecard
checks_evaluated18
scorecard_versionv5.5.0
checks_inconclusive0
scorecard_aggregate4.7

Dependency advisories

100Exceptional
How it's scored
35/35Direct dependencies free of known advisories — no direct dependency carries a known advisory
25/25Indirect dependencies free of known advisories — no indirect dependency carries a known advisory
0/40No advisories left outstanding — no advisory carries a publication date
Inputs used
sourceosv
advisories0
affected_packages0
assessed_packages75
unassessed_packages0
affected_by_severitynone
direct_affected_packages0
Excluded from scoring (no data or not applicable): No advisories left outstanding. Remaining weights renormalized. Matched the pypi:connectonion@1.8.4 runtime dependency closure — what installing the published package pulls in — 75 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.

83Excellent · 4% of overall

Agent context & guidance

100Exceptional
How it's scored
45/45Agent instructions — AGENTS.md, CLAUDE.md, connectonion/cli/browser_agent/prompts/agent.md, connectonion/cli/co_ai/prompts/connectonion/concepts/agent.md, connectonion/cli/co_ai/prompts/system-reminders/agent.md, connectonion/useful_plugins/builtin_agents/explore/AGENT.md, connectonion/useful_plugins/builtin_agents/plan/AGENT.md, docs/concepts/agent.md, examples/browser-agent/CLAUDE.md, examples/browser-agent/prompts/agent.md
15/15Machine-readable docs (llms.txt) — llms.txt served by the project website (https://docs.connectonion.com/llms.txt)
40/40Legible commit history — 78 of 100 human commits state their intent (structured subject or explanatory body)
Inputs used
has_llms_txtyes
llms_txt_urlhttps://docs.connectonion.com/llms.txt
legible_history_share0.78
agent_instruction_filesAGENTS.md, CLAUDE.md, connectonion/cli/browser_agent/prompts/agent.md, connectonion/cli/co_ai/prompts/connectonion/concepts/agent.md, connectonion/cli/co_ai/prompts/system-reminders/agent.md, connectonion/useful_plugins/builtin_agents/explore/AGENT.md, connectonion/useful_plugins/builtin_agents/plan/AGENT.md, docs/concepts/agent.md, examples/browser-agent/CLAUDE.md, examples/browser-agent/prompts/agent.md
agent_instruction_max_bytes27,346

Verify loop (build / test / typecheck)

75Good
How it's scored
18/18One-command bootstrap — Makefile
22/22Automated tests
11/11Lint / format config — pyproject.toml ([tool.ruff])
0/11Static type checking
10/10Reproducible environment — Dockerfile, lockfile
10/10Demonstrated agent practice — 57 of the last 100 commits agent-authored or agent-credited
0/8Automated maintenance — no automated dependency updates observed
4/10OpenSSF Scorecard: Pinned-Dependencies — dependency not pinned by hash detected -- score normalized to 4
Inputs used
has_nixno
has_testsyes
lockfilesuv.lock
has_dockerfileyes
typed_languageno
bootstrap_filesMakefile
has_devcontainerno
has_linter_configyes
typecheck_configs—
agent_commit_share0.57
toolchain_manifests—
dependency_bot_commit_share0

Code legibility for models

54Moderate
How it's scored
0/45Type-checkable code — Python without a type-check config
54.4/55Manageable file sizes — 11/1,001 source files over 60KB
Inputs used
primary_languagePython
largest_source_bytes109,009
source_files_sampled1,001
oversized_source_files11

Machine-readable interfaces

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

Key facts

1,481GitHub stars
13contributors
1,787commits, last 12 months
0days since last push
100releases
1bus factor
212open issues
PyPIpackage ecosystems

Data collection warnings

  • Star history unavailable: GitHub GraphQL error: Resource not accessible by personal access token
  • pypi download statistics for 'connectonion' unavailable this scan (stats endpoint failed after retries); adoption may be under-evidenced
  • pypi download figures for connectonion carried forward from the previous scan (stats endpoint unavailable this scan)

More detail

Star and fork history 0 ★ / 218 ⇿
0Stars
218Forks
94Releases

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.

0408012016020024021862025-092026-032026-09
Major 0Minor 8Patch 33
OpenSSF Scorecard 4.7 / 10
4.7aggregate

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 · 2026-09-15 05:09 UTC

10Binary-Artifactsno binaries found in the repo
0Branch-Protectionbranch protection not enabled on development/release branches
10CI-Tests27 out of 27 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 0/27 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 30 issue activity found in the last 90 days -- score normalized to 10
10Packagingpackaging workflow detected
4Pinned-Dependenciesdependency not pinned by hash detected -- score normalized to 4
9SASTSAST tool detected but not run on all commits
0Security-Policysecurity policy file not detected
0Signed-ReleasesProject has not signed or included provenance with any releases.
0Token-Permissionsdetected GitHub workflow tokens with excessive permissions
9Vulnerabilities1 existing vulnerabilities detected
Direct dependencies 36
RegistryPackageVersion constraintManifest
PyPIopenai>=1.0.0pyproject.toml
PyPIanthropic>=0.18.0pyproject.toml
PyPIpydantic>=2.0.0pyproject.toml
PyPIpython-dotenv>=1.2.2pyproject.toml
PyPIrequests>=2.33.0pyproject.toml
PyPIrich>=13.0.0pyproject.toml
PyPIPyNaCl>=1.6.2pyproject.toml
PyPIqrcode>=8.2pyproject.toml
PyPImnemonic>=0.20pyproject.toml
PyPIquestionary>=2.0.0pyproject.toml
PyPIwebsockets>=11.0.0pyproject.toml
PyPIgoogle-auth>=2.0.0pyproject.toml
PyPIgoogle-api-python-client>=2.0.0pyproject.toml
PyPIhttpx>=0.24.0pyproject.toml
PyPIifaddr>=0.2.0pyproject.toml
PyPIbeautifulsoup4>=4.12.0pyproject.toml
PyPIpyyaml>=6.0.0pyproject.toml
PyPItyper>=0.20.0pyproject.toml
PyPIbashlex>=0.18pyproject.toml
PyPIuvicorn>=0.20.0pyproject.toml
PyPItextual>=0.86.0pyproject.toml
PyPItextual-autocomplete>=3.0.0pyproject.toml
PyPIpatchright==1.61.2pyproject.toml
PyPIcharset-normalizer>=3.0.0pyproject.toml
PyPIpypdf>=4.0.0pyproject.toml
PyPIpython-pptx>=1.0.0pyproject.toml
PyPIpython-docx>=1.1.0pyproject.toml
PyPIpackaging>=23.0pyproject.toml
PyPIclick>=8.3.3pyproject.toml
PyPIhttplib2>=0.32.0pyproject.toml
PyPIidna>=3.15pyproject.toml
PyPIprotobuf>=6.33.5pyproject.toml
PyPIpyasn1>=0.6.4pyproject.toml
PyPIPygments>=2.20.0pyproject.toml
PyPIsoupsieve>=2.8.4pyproject.toml
PyPIurllib3>=2.7.0pyproject.toml
All dependencies 110

Full resolved dependency set from the GitHub dependency graph: 36 direct and 74 indirect (transitive) packages. The transitive closure is complete when the repository commits a lockfile.

RegistryPackageVersionRelation
PyPIanthropic0.75.0direct
PyPIbashlex0.18direct
PyPIbeautifulsoup44.14.2direct
PyPIcharset-normalizer3.4.4direct
PyPIclick8.4.2direct
PyPIgoogle-api-python-client2.187.0direct
PyPIgoogle-auth2.43.0direct
PyPIhttplib20.32.0direct
PyPIhttpx0.28.1direct
PyPIidna3.18direct
PyPIifaddr0.2.0direct
PyPImnemonic0.21direct
PyPIopenai2.8.1direct
PyPIpackaging25.0direct
PyPIpatchright1.61.2direct
PyPIprotobuf6.33.6direct
PyPIpyasn10.6.4direct
PyPIpydantic2.12.5direct
PyPIpygments2.20.0direct
PyPIpynacl1.6.2direct
PyPIpypdf6.16.2direct
PyPIpython-docx1.2.0direct
PyPIpython-dotenv1.2.2direct
PyPIpython-pptx1.0.2direct
PyPIpyyaml6.0.3direct
PyPIqrcode8.2direct
PyPIquestionary2.1.1direct
PyPIrequests2.34.2direct
PyPIrich14.2.0direct
PyPIsoupsieve2.9.2direct
PyPItextual8.2.8direct
PyPItextual-autocomplete4.0.6direct
PyPItyper0.20.0direct
PyPIurllib32.7.0direct
PyPIuvicorn0.52.1direct
PyPIwebsockets15.0.1direct
PyPIannotated-types0.7.0indirect
PyPIanyio4.12.0indirect
PyPIbackports-asyncio-runner1.2.0indirect
PyPIbackports-tarfile1.2.0indirect
PyPIbcrypt5.0.0indirect
PyPIcachetools6.2.2indirect
PyPIcertifi2025.11.12indirect
PyPIcffi2.0.0indirect
PyPIcolorama0.4.6indirect
PyPIconnectonion—indirect
PyPIconnectonion1.8.5b10indirect
PyPIcoverage7.12.0indirect
PyPIcryptography50.0.1indirect
PyPIdistro1.9.0indirect
PyPIdocstring-parser0.17.0indirect
PyPIexceptiongroup1.3.1indirect
PyPIexecnet2.1.2indirect
PyPIgoogle-api-core2.28.1indirect
PyPIgoogle-auth-httplib20.2.1indirect
PyPIgoogleapis-common-protos1.72.0indirect
PyPIgreenlet3.2.4indirect
PyPIh110.16.0indirect
PyPIhttpcore1.0.9indirect
PyPIimportlib-metadata9.0.1indirect
PyPIiniconfig2.3.0indirect
PyPIinvoke3.0.3indirect
PyPIjaraco-classes3.4.0indirect
PyPIjaraco-context6.1.2indirect
PyPIjaraco-functools4.6.0indirect
PyPIjeepney0.9.0indirect
PyPIjiter0.12.0indirect
PyPIkeyring25.7.0indirect
PyPIlinkify-it-py2.1.0indirect
PyPIlxml6.1.1indirect
PyPImarkdown-it-py4.0.0indirect
PyPImdit-py-plugins0.6.1indirect
PyPImdurl0.1.2indirect
PyPImore-itertools11.1.0indirect
PyPIonionwright0.0.14indirect
PyPIparamiko4.0.0indirect
PyPIpillow12.3.0indirect
PyPIplatformdirs4.11.1indirect
PyPIplaywright1.61.0indirect
PyPIpluggy1.6.0indirect
PyPIprompt-toolkit3.0.52indirect
PyPIproto-plus1.26.1indirect
PyPIpsutil7.2.2indirect
PyPIpyasn1-modules0.4.2indirect
PyPIpycparser2.23indirect
PyPIpydantic-core2.41.5indirect
PyPIpyee13.0.0indirect
PyPIpyparsing3.2.5indirect
PyPIpysnmp7.1.29indirect
PyPIpytest9.1.1indirect
PyPIpytest-asyncio1.3.0indirect
PyPIpytest-cov7.0.0indirect
PyPIpytest-mock3.15.1indirect
PyPIpytest-timeout2.4.0indirect
PyPIpytest-xdist3.8.0indirect
PyPIpywin32-ctypes0.2.3indirect
PyPIrsa4.9.1indirect
PyPIsecretstorage3.5.0indirect
PyPIshellingham1.5.4indirect
PyPIsniffio1.3.1indirect
PyPItomli2.3.0indirect
PyPItqdm4.67.1indirect
PyPItyping-extensions4.15.0indirect
PyPItyping-inspection0.4.2indirect
PyPIuc-micro-py2.0.0indirect
PyPIuritemplate4.2.0indirect
PyPIwcwidth0.2.14indirect
PyPIxlsxwriter3.2.9indirect
PyPIzipp4.1.0indirect
PyPIzstandard0.25.0indirect
Dependency advisories 0

Installing pypi:connectonion@1.8.4 pulls in 75 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.

The message is kept through sign-in.

Related records

Inspected repositories sharing catalogue tags or ecosystems with openonion/connectonion. Read them side by side →

97langgenius/difyBuild Agentic workflows, RAG pipelines, with rich AI model and tool support on one collaborative workspace. Deploy on cloud, VPC, or self-hosted, so teams move from prototype to production without rebuilding the stack.Exceptional96vercel/aiThe AI Toolkit for TypeScript. From the creators of Next.js, the AI SDK is a free open-source library for building AI-powered applications and agents Exceptional99google/adk-pythonAn open-source, code-first Python toolkit for building, evaluating, and deploying sophisticated AI agents with flexibility and control.Exceptional99ag2ai/ag2AG2 (formerly AutoGen): The Open-Source AgentOS.Join us at: https://discord.gg/sNGSwQME3xExceptional98strands-agents/toolsA set of tools that gives agents powerful capabilities.Exceptional98ModelEngine-Group/nexentNexent is a zero-code platform for auto-generating production-grade AI agents using Harness Engineering principles — unified tools, skills, memory, and orchestration with built-in constraints, feedback loops, and control planes.Exceptional

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.