Public record
Software health reportschema 0.34.0 · metrics 2.10.0 · 2026-09-05 19:11 UTC

mirasoth / soothe

🛀 Soothe - An autonomous expert system engineered to orchestrate complex workflows and execute long-duration tasks with precision and persistence.

PythonMIT★ 10 stars⑂ 1 forksince Mar 2026View on GitHub ↗
KindNetwork serviceCommand-line toolLibraryChat botTerminal interfacehow this is determined
#agent-harness#agentic-researcher#autonomous-agents#deepagents

mirasoth/soothe holds a health index of 75 out of 100, placing it in the Good band. It scores highest on Vitality (89/100) and lowest on Community & Adoption (41/100). 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

Mirasoth-AIOrganization
2 followers15 public repossince Dec 2025

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

Package ecosystems

RegistryPackageVersionDownloads / moVersionsLast publishTags
PyPIsoothe1.0.56,3051532 days agoagentsailangchainlanggraphllmmulti-agentsoothesubagents
PyPIsoothe-cli1.0.5-1422 days agocliclientsoothetuiwebsocket
PyPIsoothe-sdk1.0.124,28010312 days agoagentsaillmpluginsprotocolssdksoothewire
PyPIsoothe-daemon1.0.5-1002 days agoagentaidaemonllmserversoothewebsocket
PyPIsoothe-autopilot1.0.5-212 days agoagentsaiautopilotgoalsllmorchestrationsoothe

Metrics by category

Vitality

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

89Excellent · 21% of overall

Development activity

82Excellent
How it's scored
36/36Push recency — last push 0 days ago
18/36Commit cadence — 26/52 weeks with commits
18/18Commit volume — 2,542 commits in the last year
10/10OpenSSF Scorecard: Maintained — 30 commit(s) and 1 issue activity found in the last 90 days -- score normalized to 10
Inputs used
commits_last_year2,542
human_commit_share1
days_since_last_push0
active_weeks_last_year26

Release discipline

100Exceptional
How it's scored
27/27Ships releases — 100 releases published
36/36Release recency — latest release 2 days ago
27/27Release cadence — a release every ~1.2 days
0/10OpenSSF Scorecard: Signed-Releases — no data
Inputs used
releases_count100
latest_release_tagv1.0.5
releases_from_tagsno
days_since_latest_release2
mean_days_between_releases1.2
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?

41Weak · 17% of overall

Popularity & adoption

16Critical
How it's scored
15.5/60Stars — 10 stars
0/25Forks — 1 forks
0/15Watchers — 0 watchers
Inputs used
forks1
stars10
watchers0
growth_stateunverified
growth_factor_pct100
growth_unverified_reasonno_history

Community health

50Moderate
How it's scored
22.5/22.5README
22.5/22.5License — recognized license (MIT)
0/18CONTRIBUTING guide
0/13.5Code of conduct
0/7.2Issue template
0/6.3PR template
Inputs used
has_readmeyes
has_licenseyes
readme_badges7
has_contributingno
has_issue_templateno
has_code_of_conductno
readme_badge_servicesgithub.com, shields.io
has_pull_request_templateno

Ecosystem adoption (downloads)

67Good
How it's scored
53.7/80Monthly downloads — 10,585 downloads/month across pypi
0/20Registry dependents — not reported by this ecosystem
Inputs used
packagessoothe, soothe-cli, soothe-sdk, soothe-daemon, soothe-autopilot
dependents—
ecosystemspypi
total_downloads—
monthly_downloads10,585
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)

20At Risk
How it's scored
9/54Bus factor — 1 contributor(s) cover half of all commits
0/22.5Commit distribution — top contributor authored 100% of commits
1.4/13.5Contributor breadth — 1 contributors
10/10OpenSSF Scorecard: Contributors — project has 3 contributing companies or organizations -- score normalized to 10
Inputs used
bus_factor1
contributors_sampled1
top_contributor_share1

Issue & PR responsiveness

79Good
How it's scored
42/42Issue resolution — 100% of issues closed
26.5/30PR acceptance — 15/17 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_prs15
open_issues0
closed_issues1
prs_merged_7d1
prs_decided_7d1
prs_merged_30d5
prs_decided_30d5
issue_closed_ratio1
closed_unmerged_prs2
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
3.4/25Owner reach — 2 followers of mirasoth
10.2/25Track record — 15 public repos, account ~0 yr old
Inputs used
followers2
owner_typeOrganization
is_verifiedno
owner_loginmirasoth
public_repos15
account_age_days256

Package maintenance

100Exceptional
How it's scored
25/25Published & resolvable — 5 package(s) on pypi
35/35Publish recency — latest publish 2 days ago
20/20Version history — 153 published versions
20/20Not deprecated — active, not deprecated or yanked
Inputs used
packagessoothe, soothe-cli, soothe-sdk, soothe-daemon, soothe-autopilot
ecosystemspypi
any_deprecatedno
min_days_since_publish2

Engineering Quality

Are baseline engineering and documentation practices in place?

84Excellent · 19% of overall

Engineering practices

80Excellent
How it's scored
24/24CI workflows — 4 workflow(s)
24/24Tests present
16/16Linter config — packages/soothe-autopilot/pyproject.toml ([tool.ruff]), packages/soothe-cli/pyproject.toml ([tool.ruff]), packages/soothe-daemon/pyproject.toml ([tool.ruff]), packages/soothe-sdk/pyproject.toml ([tool.ruff]), packages/soothe/pyproject.toml ([tool.ruff]), pyproject.toml ([tool.ruff])
0/9.6Pre-commit hooks
0/6.4.editorconfig
0/20OpenSSF Scorecard: CI-Tests — no data
Inputs used
has_ciyes
has_testsyes
has_editorconfigno
has_linter_configyes
has_precommit_configno
Excluded from scoring (no data or not applicable): OpenSSF Scorecard: CI-Tests. Remaining weights renormalized.

Documentation

90Excellent
How it's scored
30/30README
25/25Documentation directory
15/15Documentation / homepage site — https://mirasoth.github.io/soothe/
10/10Repository description
10/10Topics — 4 topics
0/10Wiki
Inputs used
topicsagent-harness, agentic-researcher, autonomous-agents, deepagents
has_wikino
homepagehttps://mirasoth.github.io/soothe/
docs_sitehttps://mirasoth.github.io/soothe/
has_readmeyes
has_docs_diryes
has_descriptionyes

Security

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

48Weak · 16% of overall

Security posture

37Weak
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
0/2.5CI-Tests — no data
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
2.5/2.5Contributors — project has 3 contributing companies or organizations -- score normalized to 10
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 1 issue activity found in the last 90 days -- score normalized to 10
5/5Packaging — packaging workflow detected
0/5Pinned-Dependencies — dependency not pinned by hash detected -- score normalized to 0
0/5SAST — no SAST tool detected
0/5Security-Policy — security policy file not detected
0/7.5Signed-Releases — no data
0/7.5Token-Permissions — detected GitHub workflow tokens with excessive permissions
0/7.5Vulnerabilities — 23 existing vulnerabilities detected
Inputs used
sourceopenssf_scorecard
checks_evaluated16
scorecard_versionv5.5.0
checks_inconclusive2
scorecard_aggregate3.7
Excluded from scoring (no data or not applicable): CI-Tests, Signed-Releases. Remaining weights renormalized.

Dependency advisories

91Excellent
How it's scored
35/35Direct dependencies free of known advisories — no direct dependency carries a known advisory
18.8/25Indirect dependencies free of known advisories — 1 affected: langchain-openai 0.3.34 (low 3.1)
37.1/40No advisories left outstanding — 1 advisory-carrying package(s) unaddressed past 90 days; oldest published 141 days ago
Inputs used
sourceosv
advisories2
affected_packages1
assessed_packages183
unassessed_packages0
affected_by_severitylow 1
direct_affected_packages0
Matched the pypi:soothe@1.0.5 runtime dependency closure — what installing the published package pulls in — 183 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.

74Good · 4% of overall

Agent context & guidance

85Excellent
How it's scored
45/45Agent instructions — AGENTS.md
0/15Machine-readable docs (llms.txt)
40/40Legible commit history — 79 of 100 human commits state their intent (structured subject or explanatory body)
Inputs used
has_llms_txtno
llms_txt_url—
legible_history_share0.79
agent_instruction_filesAGENTS.md
agent_instruction_max_bytes3,223

Verify loop (build / test / typecheck)

71Good
How it's scored
18/18One-command bootstrap — Makefile
22/22Automated tests
11/11Lint / format config — packages/soothe-autopilot/pyproject.toml ([tool.ruff]), packages/soothe-cli/pyproject.toml ([tool.ruff]), packages/soothe-daemon/pyproject.toml ([tool.ruff]), packages/soothe-sdk/pyproject.toml ([tool.ruff]), packages/soothe/pyproject.toml ([tool.ruff]), pyproject.toml ([tool.ruff])
0/11Static type checking
10/10Reproducible environment — Dockerfile, lockfile
10/10Demonstrated agent practice — 11 of the last 100 commits agent-authored or agent-credited
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
lockfilesGemfile.lock, uv.lock
has_dockerfileyes
typed_languageno
bootstrap_filesMakefile
has_devcontainerno
has_linter_configyes
typecheck_configs—
agent_commit_share0.11
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 — 15/1,418 source files over 60KB
Inputs used
primary_languagePython
largest_source_bytes218,175
source_files_sampled1,418
oversized_source_files15

Machine-readable interfaces

80Excellent
How it's scored
40/40API schema (OpenAPI/GraphQL/proto) — docs/specs/asyncapi.yaml
0/20MCP server
40/40Runnable examples — examples
Inputs used
example_dirsexamples
has_mcp_signalno
api_schema_filesdocs/specs/asyncapi.yaml
interfaces_expected_ofchat-bot, network-service

Key facts

10GitHub stars
1contributors
2,542commits, last 12 months
0days since last push
100releases
1bus factor
0open issues
PyPI, RubyGemspackage ecosystems

Data collection warnings

  • Star history unavailable: GitHub GraphQL error: Resource not accessible by personal access token
  • Could not fetch pypi package 'soothe-workspace' from its registry
  • pypi download statistics for 'soothe-cli' unavailable this scan (stats endpoint failed after retries); adoption may be under-evidenced
  • pypi download statistics for 'soothe-daemon' unavailable this scan (stats endpoint failed after retries); adoption may be under-evidenced
  • pypi download statistics for 'soothe-autopilot' unavailable this scan (stats endpoint failed after retries); adoption may be under-evidenced
  • GitHub dependency-graph SBOM unavailable (404); the dependency graph may be disabled for this repository

More detail

OpenSSF Scorecard 3.7 / 10
3.7aggregate

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 · 2026-09-05 19:10 UTC

10Binary-Artifactsno binaries found in the repo
0Branch-Protectionbranch protection not enabled on development/release branches
n/aCI-Testsno pull request found
0CII-Best-Practicesno effort to earn an OpenSSF best practices badge detected
0Code-ReviewFound 0/30 approved changesets -- score normalized to 0
10Contributorsproject has 3 contributing companies or organizations -- score normalized to 10
10Dangerous-Workflowno dangerous workflow patterns detected
0Dependency-Update-Toolno update tool detected
0Fuzzingproject is not fuzzed
10Licenselicense file detected
10Maintained30 commit(s) and 1 issue activity found in the last 90 days -- score normalized to 10
10Packagingpackaging workflow detected
0Pinned-Dependenciesdependency not pinned by hash detected -- score normalized to 0
0SASTno SAST tool detected
0Security-Policysecurity policy file not detected
n/aSigned-Releasesno releases found
0Token-Permissionsdetected GitHub workflow tokens with excessive permissions
0Vulnerabilities23 existing vulnerabilities detected
Direct dependencies 73
RegistryPackageVersion constraintManifest
RubyGemsgithub-pages—Gemfile
RubyGemsrake—Gemfile
PyPIsoothe-sdk—pyproject.toml
PyPIsoothe-nano—pyproject.toml
PyPIsoothe-client-python—pyproject.toml
PyPIsoothe-cli—pyproject.toml
PyPIsoothe—pyproject.toml
PyPIsoothe-autopilot—pyproject.toml
PyPIsoothe-daemon—pyproject.toml
PyPIsoothe>=1.0.0,<2.0.0packages/soothe-autopilot/pyproject.toml
PyPIsoothe-sdk>=1.0.12,<2.0.0packages/soothe-autopilot/pyproject.toml
PyPIsoothe-nano>=1.2.23,<2.0.0packages/soothe-autopilot/pyproject.toml
PyPIpydantic>=2.0.0,<3.0.0packages/soothe-autopilot/pyproject.toml
PyPIlangchain-core>=1.2.18,<2.0.0packages/soothe-autopilot/pyproject.toml
PyPIpyyaml>=6.0.0,<7.0.0packages/soothe-autopilot/pyproject.toml
PyPIsoothe-sdk>=1.0.12,<2.0.0packages/soothe-cli/pyproject.toml
PyPIsoothe-client-python>=1.0.21,<2.0.0packages/soothe-cli/pyproject.toml
PyPItyper>=0.9.0,<2.0.0packages/soothe-cli/pyproject.toml
PyPItextual>=8.0.0,<10.0.0packages/soothe-cli/pyproject.toml
PyPIrich>=13.0.0,<15.0.0packages/soothe-cli/pyproject.toml
PyPItermaid>=0.7.1,<1.0.0packages/soothe-cli/pyproject.toml
PyPIpyyaml>=6.0.0,<7.0.0packages/soothe-cli/pyproject.toml
PyPIpython-dotenv>=1.0.0,<2.0.0packages/soothe-cli/pyproject.toml
PyPIwebsockets>=12.0,<16.0packages/soothe-cli/pyproject.toml
PyPIpillow>=10.0.0,<12.0.0packages/soothe-cli/pyproject.toml
PyPIsoothe>=1.0.0,<2.0.0packages/soothe-daemon/pyproject.toml
PyPIsoothe-autopilot>=1.0.0,<2.0.0packages/soothe-daemon/pyproject.toml
PyPIsoothe-sdk>=1.0.12,<2.0.0packages/soothe-daemon/pyproject.toml
PyPIaiohttp>=3.9.0,<4.0.0packages/soothe-daemon/pyproject.toml
PyPIfastapi>=0.104.0,<1.0.0packages/soothe-daemon/pyproject.toml
PyPIpsutil>=5.9.0,<8.0.0packages/soothe-daemon/pyproject.toml
PyPIpydantic>=2.0.0,<3.0.0packages/soothe-daemon/pyproject.toml
PyPIpydantic-settings>=2.0.0,<3.0.0packages/soothe-daemon/pyproject.toml
PyPIpyyaml>=6.0.0,<7.0.0packages/soothe-daemon/pyproject.toml
PyPItyper>=0.9.0,<2.0.0packages/soothe-daemon/pyproject.toml
PyPIuvicorn>=0.24.0,<1.0.0packages/soothe-daemon/pyproject.toml
PyPIwebsockets>=12.0,<16.0packages/soothe-daemon/pyproject.toml
PyPIpython-telegram-bot>=22.6,<23.0packages/soothe-daemon/pyproject.toml
PyPIslack-sdk>=3.39.0,<4.0.0packages/soothe-daemon/pyproject.toml
PyPIslackify-markdown>=0.2.0,<1.0.0packages/soothe-daemon/pyproject.toml
PyPIlark-oapi>=1.5.0,<2.0.0packages/soothe-daemon/pyproject.toml
PyPIdingtalk-stream>=0.24.0,<1.0.0packages/soothe-daemon/pyproject.toml
PyPIqq-botpy>=1.2.0,<2.0.0packages/soothe-daemon/pyproject.toml
PyPIhttpx>=0.28.0,<1.0.0packages/soothe-daemon/pyproject.toml
PyPIdiscord.py>=2.5.2,<3.0.0packages/soothe-daemon/pyproject.toml
PyPImatrix-nio>=0.25.2packages/soothe-daemon/pyproject.toml
PyPImistune>=3.0.0,<4.0.0packages/soothe-daemon/pyproject.toml
PyPInh3>=0.2.17,<1.0.0packages/soothe-daemon/pyproject.toml
PyPIwecom-aibot-sdk-python>=0.1.5packages/soothe-daemon/pyproject.toml
PyPIqrcode>=8.0packages/soothe-daemon/pyproject.toml
PyPIpycryptodome>=3.20.0packages/soothe-daemon/pyproject.toml
PyPIPyJWT>=2.0,<3.0packages/soothe-daemon/pyproject.toml
PyPIcryptography>=41.0,<49packages/soothe-daemon/pyproject.toml
PyPIboxlite>=0.10.0,<1.0.0packages/soothe-daemon/pyproject.toml
PyPIpydantic>=2.0.0,<3.0.0packages/soothe-sdk/pyproject.toml
PyPIlangchain-core>=1.2.0,<2.0.0packages/soothe-sdk/pyproject.toml
PyPIsoothe-sdk>=1.0.12,<2.0.0packages/soothe/pyproject.toml
PyPIsoothe-nano>=1.2.23,<2.0.0packages/soothe/pyproject.toml
PyPIaiosqlite>=0.22.1,<1.0.0packages/soothe/pyproject.toml
PyPIpydantic>=2.0.0,<3.0.0packages/soothe/pyproject.toml
PyPIpydantic-settings>=2.0.0,<3.0.0packages/soothe/pyproject.toml
PyPIpyyaml>=6.0.0,<7.0.0packages/soothe/pyproject.toml
PyPIjinja2>=3.1.0packages/soothe/pyproject.toml
PyPIpyjwt>=2.8.0,<3.0.0packages/soothe/pyproject.toml
PyPIlangchain>=1.2.11,<2.0.0packages/soothe/pyproject.toml
PyPIlangchain-core>=1.2.18,<2.0.0packages/soothe/pyproject.toml
PyPIlanggraph>=1.2.11,<2.0.0packages/soothe/pyproject.toml
PyPIlanggraph-checkpoint>=4.2.0,<5.0.0packages/soothe/pyproject.toml
PyPIlanggraph-checkpoint-sqlite>=3.1.1,<4.0.0packages/soothe/pyproject.toml
PyPIlanggraph-checkpoint-postgres>=3.1.2,<4.0.0packages/soothe/pyproject.toml
PyPIpsycopg>=3.2.0,<4.0.0packages/soothe/pyproject.toml
PyPIwatchdog>=3.0.0,<5.0.0packages/soothe/pyproject.toml
PyPIfsspec>=2025.0.0packages/soothe/pyproject.toml
All dependencies not collected

The resolved dependency set could not be collected for this report: GitHub dependency-graph SBOM unavailable (404); the dependency graph may be disabled for this repository

Dependency advisories 1

Installing pypi:soothe@1.0.5 pulls in 183 packages, direct and transitive: 1 carry known advisories, of which 0 are direct dependencies.

PackageVersionRelationSeverityAdvisoriesFixed in
langchain-openai0.3.34indirectlow21.1.14

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

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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 — PyPI.