Public record
Software health reportschema 0.34.0 · metrics 2.10.0 · 2026-10-12 06:05 UTC

converge-ai-labs / agent-foundation

a13n - An open-source library and self-hosted platform for building and running your own agent systems—with managed agents, memory, sandboxes, computer use, and durable execution. Commercial Friendly. Built With Love 💜 @converge-ai-labs.

Python · TypeScriptApache-2.0★ 180 stars⑂ 22 forkssince Aug 2026View on GitHub ↗
KindNetwork serviceCommand-line toolLibraryMCP serverhow this is determined
#a13n#managed-agents#sign-in-with-chatgpt#agent#harness

converge-ai-labs/agent-foundation holds a health index of 75 out of 100, placing it in the Good band. It scores highest on Engineering Quality (92/100) and lowest on Security (26/100). It was last updated today. A single contributor accounts for most of its recent work.

75
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.

75
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 65 is calibrated to 75 on the published index scale (record calibration 2026-08-02).

Ownership

Converge AI LabsOrganization
12 followers6 public repossince Aug 2026

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

Package ecosystems

RegistryPackageVersionDownloads / moVersionsLast publishTags
crates.ioa13n-envd0.1.655130 days agoagentsaiclouddaemonsandboxcommand-line-utilitiesdevelopment-tools
PyPIa13n-harness0.9.36,643570 days ago—
PyPIa13n-logging0.2.01,141415 days ago—
PyPIa13n-service0.0.94509610 days ago—
PyPIa13n-harness-ui0.9.37,067620 days ago—
PyPIa13n-envd-client0.1.61,742140 days ago—
PyPIa13n-stream-protocol0.9.36,412570 days ago—

Metrics by category

Vitality

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

72Good · 21% of overall

Development activity

60Moderate
How it's scored
36/36Push recency — last push 0 days ago
5.5/36Commit cadence — 8/52 weeks with commits
18/18Commit volume — 830 commits in the last year
0/10OpenSSF Scorecard: Maintained — project was created within the last 90 days. Please review its contents carefully
Inputs used
commits_last_year830
human_commit_share1
days_since_last_push0
active_weeks_last_year8

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 ~0.2 days
0/10OpenSSF Scorecard: Signed-Releases — Project has not signed or included provenance with any releases.
Inputs used
releases_count100
latest_release_tagrelease/a13n-harness-ui-v0.9.3
releases_from_tagsno
days_since_latest_release0
mean_days_between_releases0.2

Community & Adoption

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

64Moderate · 17% of overall

Popularity & adoption

48Weak
How it's scored
36.5/60Stars — 180 stars
11/25Forks — 22 forks
0/15Watchers — 0 watchers
Inputs used
forks22
stars180
watchers0
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_badges4
has_contributingyes
has_issue_templateno
has_code_of_conductno
readme_badge_servicesgithub.com, shields.io
has_pull_request_templateyes

Ecosystem adoption (downloads)

72Good
How it's scored
57.9/80Monthly downloads — 21,919 downloads/month across crates, pypi
0/20Registry dependents — not reported by this ecosystem
Inputs used
packagesa13n-envd, a13n-harness, a13n-harness-ui, a13n-envd-client, a13n-stream-protocol
dependents—
ecosystemscrates, pypi
total_downloads165
monthly_downloads21,919
unverified_packages_excludeda13n-logging, a13n-service
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)

40Weak
How it's scored
9/54Bus factor — 1 contributor(s) cover half of all commits
10.1/22.5Commit distribution — top contributor authored 55% of commits
10.8/13.5Contributor breadth — 8 contributors
10/10OpenSSF Scorecard: Contributors — project has 3 contributing companies or organizations -- score normalized to 10
Inputs used
bus_factor1
contributors_sampled8
top_contributor_share0.549

Issue & PR responsiveness

75Good
How it's scored
36.8/42Issue resolution — 88% of issues closed
28.7/30PR acceptance — 773/808 decided PRs merged
0/13Newcomer PR acceptance — no first-time contributor's PR decided in 30d
0/15OpenSSF Scorecard: Code-Review — Found 2/30 approved changesets -- score normalized to 0
Inputs used
merged_prs773
open_issues16
closed_issues112
prs_merged_7d60
prs_decided_7d60
prs_merged_30d60
prs_decided_30d60
issue_closed_ratio0.875
closed_unmerged_prs35
first_time_authors_30d0
first_time_prs_merged_30d0
first_time_prs_decided_30d0
Excluded from scoring (no data or not applicable): Newcomer PR acceptance. Remaining weights renormalized.

Ownership & stewardship

44Weak
How it's scored
30/30Ownership backing — organization-owned
0/20Verified domain
8/25Owner reach — 12 followers of converge-ai-labs
6.5/25Track record — 6 public repos, account ~0 yr old
Inputs used
followers12
owner_typeOrganization
is_verifiedno
owner_loginconverge-ai-labs
public_repos6
account_age_days66

Package maintenance

100Exceptional
How it's scored
25/25Published & resolvable — 7 package(s) on crates, pypi
35/35Publish recency — latest publish 0 days ago
20/20Version history — 62 published versions
20/20Not deprecated — active, not deprecated or yanked
Inputs used
packagesa13n-envd, a13n-harness, a13n-logging, a13n-service, a13n-harness-ui, a13n-envd-client, a13n-stream-protocol
ecosystemscrates, pypi
any_deprecatedno
min_days_since_publish0

Engineering Quality

Are baseline engineering and documentation practices in place?

92Excellent · 19% of overall

Engineering practices

94Exceptional
How it's scored
24/24CI workflows — 22 workflow(s)
24/24Tests present
16/16Linter config — pyproject.toml ([tool.ruff])
9.6/9.6Pre-commit hooks
0/6.4.editorconfig
20/20OpenSSF Scorecard: CI-Tests — 30 out of 30 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

90Excellent
How it's scored
30/30README
25/25Documentation directory
15/15Documentation / homepage site — https://a13n.converge.ai
10/10Repository description
10/10Topics — 5 topics
0/10Wiki
Inputs used
topicsa13n, managed-agents, sign-in-with-chatgpt, agent, harness
has_wikino
homepagehttps://a13n.converge.ai
docs_sitehttps://a13n.converge.ai
has_readmeyes
has_docs_diryes
has_descriptionyes

Security

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

26At Risk · 16% of overall

Security posture

26At Risk
How it's scored
7.5/7.5Binary-Artifacts — no binaries found in the repo
2.2/7.5Branch-Protection — branch protection is not maximal on development and all release branches
2.5/2.5CI-Tests — 30 out of 30 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 2/30 approved changesets -- score normalized to 0
2.5/2.5Contributors — project has 3 contributing companies or organizations -- score normalized to 10
0/10Dangerous-Workflow — 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
0/7.5Maintained — project was created within the last 90 days. Please review its contents carefully
5/5Packaging — packaging workflow detected
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
5/5Security-Policy — security policy file 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
0/7.5Vulnerabilities — 71 existing vulnerabilities detected
Inputs used
sourceopenssf_scorecard
checks_evaluated18
scorecard_versionv5.5.0
checks_inconclusive0
scorecard_aggregate2.6

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.

81Excellent · 4% of overall

Agent context & guidance

85Excellent
How it's scored
45/45Agent instructions — AGENTS.md, CLAUDE.md, packages/a13n-harness/tests/fixtures/compatibility/AGENTS.md
0/15Machine-readable docs (llms.txt)
40/40Legible commit history — 100 of 100 human commits state their intent (structured subject or explanatory body)
Inputs used
has_llms_txtno
llms_txt_url—
legible_history_share1
agent_instruction_filesAGENTS.md, CLAUDE.md, packages/a13n-harness/tests/fixtures/compatibility/AGENTS.md
agent_instruction_max_bytes7,972

Verify loop (build / test / typecheck)

72Good
How it's scored
18/18One-command bootstrap — Makefile
22/22Automated tests
11/11Lint / format config — pyproject.toml ([tool.ruff])
11/11Static type checking — frontend/apps/a13n-console/tsconfig.json, frontend/apps/a13n-docs/tsconfig.json, frontend/apps/a13n-harness-ui/tsconfig.json, frontend/apps/a13n-site/tsconfig.json, frontend/packages/a13n-ui/tsconfig.json, packages/a13n-envd-client/a13n_envd_client/py.typed, packages/a13n-harness-ui/a13n_harness_ui/py.typed, packages/a13n-harness/a13n_harness/providers/environment/py.typed, packages/a13n-harness/a13n_harness/py.typed, packages/a13n-stream-protocol/a13n_stream_protocol/py.typed
10/10Reproducible environment — Dockerfile, lockfile
0/10Demonstrated agent practice — no agent-authored commits among the last 100
0/8Automated maintenance — no automated dependency updates observed
0/10OpenSSF Scorecard: Pinned-Dependencies — dependency not pinned by hash detected -- score normalized to 0
Inputs used
has_nixno
has_testsyes
lockfilesCargo.lock, package-lock.json, pnpm-lock.yaml, uv.lock
has_dockerfileyes
typed_languageno
bootstrap_filesMakefile
has_devcontainerno
has_linter_configyes
typecheck_configsfrontend/apps/a13n-console/tsconfig.json, frontend/apps/a13n-docs/tsconfig.json, frontend/apps/a13n-harness-ui/tsconfig.json, frontend/apps/a13n-site/tsconfig.json, frontend/packages/a13n-ui/tsconfig.json, packages/a13n-envd-client/a13n_envd_client/py.typed, packages/a13n-harness-ui/a13n_harness_ui/py.typed, packages/a13n-harness/a13n_harness/providers/environment/py.typed, packages/a13n-harness/a13n_harness/py.typed, packages/a13n-stream-protocol/a13n_stream_protocol/py.typed
agent_commit_share0
toolchain_manifestsCargo.toml, crates/a13n-envd/Cargo.toml
dependency_bot_commit_share0

Code legibility for models

81Excellent
How it's scored
27/45Type-checkable code — Python with type-check config (frontend/apps/a13n-console/tsconfig.json, frontend/apps/a13n-docs/tsconfig.json, frontend/apps/a13n-harness-ui/tsconfig.json, frontend/apps/a13n-site/tsconfig.json, frontend/packages/a13n-ui/tsconfig.json, packages/a13n-envd-client/a13n_envd_client/py.typed, packages/a13n-harness-ui/a13n_harness_ui/py.typed, packages/a13n-harness/a13n_harness/providers/environment/py.typed, packages/a13n-harness/a13n_harness/py.typed, packages/a13n-stream-protocol/a13n_stream_protocol/py.typed)
54.3/55Manageable file sizes — 29/2,437 source files over 60KB
Inputs used
primary_languagePython
largest_source_bytes413,534
source_files_sampled2,437
oversized_source_files29

Machine-readable interfaces

100Exceptional
How it's scored
40/40API schema (OpenAPI/GraphQL/proto) — frontend/apps/a13n-harness-ui/src/openapi.json, proto/a13n-envd/eip/v1/common.proto, proto/a13n-envd/eip/v1/computer.proto, proto/a13n-envd/eip/v1/eip.proto, proto/a13n-envd/eip/v1/environment.proto, proto/a13n-envd/eip/v1/error.proto, proto/a13n-envd/eip/v1/options.proto, proto/a13n-envd/eip/v1/output.proto, proto/a13n-envd/eip/v1/process.proto, proto/a13n-envd/eip/v1/resource.proto, proto/a13n-service/openapi.json
20/20MCP server
40/40Runnable examples — examples
Inputs used
example_dirsexamples
has_mcp_signalyes
api_schema_filesfrontend/apps/a13n-harness-ui/src/openapi.json, proto/a13n-envd/eip/v1/common.proto, proto/a13n-envd/eip/v1/computer.proto, proto/a13n-envd/eip/v1/eip.proto, proto/a13n-envd/eip/v1/environment.proto, proto/a13n-envd/eip/v1/error.proto, proto/a13n-envd/eip/v1/options.proto, proto/a13n-envd/eip/v1/output.proto, proto/a13n-envd/eip/v1/process.proto, proto/a13n-envd/eip/v1/resource.proto, proto/a13n-service/openapi.json
interfaces_expected_ofnetwork-service

Key facts

180GitHub stars
8contributors
830commits, last 12 months
0days since last push
100releases
1bus factor
16open issues
crates.io, npm, PyPIpackage ecosystems

Data collection warnings

  • Star history unavailable: GitHub GraphQL error: Resource not accessible by personal access token
  • Could not fetch pypi package 'a13n-workspace' from its registry
  • GitHub dependency-graph SBOM unavailable (404); the dependency graph may be disabled for this repository
  • deps.dev does not index crates:a13n-envd@0.1.6; advisories assessed against the repository dependency graph instead

More detail

Star and fork history 0 ★ / 22 ⇿
0Stars
22Forks
38Releases

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.

48121620242272026-092026-102026-10
Major 0Minor 0Patch 0
OpenSSF Scorecard 2.6 / 10
2.6aggregate

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 · 2026-10-12 06:05 UTC

10Binary-Artifactsno binaries found in the repo
3Branch-Protectionbranch protection is not maximal on development and all release branches
10CI-Tests30 out of 30 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 2/30 approved changesets -- score normalized to 0
10Contributorsproject has 3 contributing companies or organizations -- score normalized to 10
0Dangerous-Workflowdangerous workflow patterns detected
0Dependency-Update-Toolno update tool detected
0Fuzzingproject is not fuzzed
10Licenselicense file detected
0Maintainedproject was created within the last 90 days. Please review its contents carefully
10Packagingpackaging workflow detected
0Pinned-Dependenciesdependency not pinned by hash detected -- score normalized to 0
0SASTSAST tool is not run on all commits -- score normalized to 0
10Security-Policysecurity policy file detected
0Signed-ReleasesProject has not signed or included provenance with any releases.
0Token-Permissionsdetected GitHub workflow tokens with excessive permissions
0Vulnerabilities71 existing vulnerabilities detected
Direct dependencies 138
RegistryPackageVersion constraintManifest
crates.iobase640.22.1crates/a13n-envd/Cargo.toml
crates.iobytes1.10.1crates/a13n-envd/Cargo.toml
crates.iocap-primitives3.4.5crates/a13n-envd/Cargo.toml
crates.iocap-std3.4.5crates/a13n-envd/Cargo.toml
crates.iochrono0.4.42crates/a13n-envd/Cargo.toml
crates.iofs20.4.3crates/a13n-envd/Cargo.toml
crates.iofutures-util0.3.31crates/a13n-envd/Cargo.toml
crates.iogetrandom0.3.3crates/a13n-envd/Cargo.toml
crates.ioglobset0.4.16crates/a13n-envd/Cargo.toml
crates.iohttp-body-util0.1.3crates/a13n-envd/Cargo.toml
crates.iohyper1.7.0crates/a13n-envd/Cargo.toml
crates.ioignore0.4.25crates/a13n-envd/Cargo.toml
crates.iohyper-util0.1.17crates/a13n-envd/Cargo.toml
crates.iolibc0.2.175crates/a13n-envd/Cargo.toml
crates.ioregex1.11.2crates/a13n-envd/Cargo.toml
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crates.iorustls-native-certs0.8.4crates/a13n-envd/Cargo.toml
crates.iorustls-pemfile2.2.0crates/a13n-envd/Cargo.toml
crates.ioserde1.0.219crates/a13n-envd/Cargo.toml
crates.ioserde_json1.0.143crates/a13n-envd/Cargo.toml
crates.iosha20.10.9crates/a13n-envd/Cargo.toml
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crates.iotokio-rustls0.26.4crates/a13n-envd/Cargo.toml
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crates.iorcgen0.14crates/a13n-envd/Cargo.toml
crates.iozeroize1.8crates/a13n-envd/Cargo.toml
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PyPIag-ui-protocol>=1.0.0,<2packages/a13n-harness-ui/pyproject.toml
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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 — crates.io, PyPI.