Public record
Software health reportschema 0.31.0 · metrics 2.10.0 · 2026-08-05 02:46 UTC

oraios / serena

A powerful MCP toolkit for coding, providing semantic retrieval and editing capabilities - the IDE for your agent

PythonMIT★ 27,558 stars⑂ 1,827 forkssince Mar 2025View on GitHub ↗
KindNetwork serviceCommand-line toolMCP serverLibraryDesktop applicationhow this is determined

oraios/serena holds a health index of 94 out of 100, placing it in the Exceptional band. It scores highest on Vitality (100/100) and lowest on Security (66/100). It was last updated today. A single contributor accounts for most of its recent work.

94
overall / 100
Exceptional

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.

94
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 80 is calibrated to 94 on the published index scale (record calibration 2026-08-02).

Ownership

Oraios AIOrganization
288 followers19 public repossince Sep 2024

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

Package ecosystems

RegistryPackageVersionDownloads / moVersionsLast publish
PyPIserena-agent1.6.1-1414 days ago

Metrics by category

Vitality

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

100Exceptional · 21% of overall

Development activity

100Exceptional
How it's scored
36/36Push recencylast push 0 days ago
36/36Commit cadence52/52 weeks with commits
18/18Commit volume1,978 commits in the last year
10/10OpenSSF Scorecard: Maintained30 commit(s) and 5 issue activity found in the last 90 days -- score normalized to 10
Inputs used
commits_last_year1,978
human_commit_share1
days_since_last_push0
active_weeks_last_year52

Release discipline

100Exceptional
How it's scored
27/27Ships releases15 releases published
36/36Release recencylatest release 14 days ago
27/27Release cadencea release every ~11.1 days
0/10OpenSSF Scorecard: Signed-Releasesno data
Inputs used
releases_count15
latest_release_tagv1.6.1
releases_from_tagsno
days_since_latest_release14
mean_days_between_releases11.1
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?

87Excellent · 17% of overall
How it's scored
60/60Stars27,558 stars
25/25Forks1,827 forks
10.7/15Watchers85 watchers
Inputs used
forks1,827
stars27,558
watchers85
growth_stateunverified
growth_factor_pct100
growth_unverified_reasonno_history
How it's scored
22.5/22.5README
22.5/22.5Licenserecognized license (MIT)
18/18CONTRIBUTING guide
0/13.5Code of conduct
0/7.2Issue template
6.3/6.3PR template
Inputs used
has_readmeyes
has_licenseyes
readme_badges2
has_contributingyes
has_issue_templateno
has_code_of_conductno
readme_badge_servicesshields.io
has_pull_request_templateyes

Sustainability & Governance

Will the project survive its people — bus factor, responsiveness, who backs it, and package upkeep?

71Good · 23% of overall
How it's scored
9/54Bus factor1 contributor(s) cover half of all commits
11.1/22.5Commit distributiontop contributor authored 51% of commits
13.5/13.5Contributor breadth98 contributors
10/10OpenSSF Scorecard: Contributorsproject has 47 contributing companies or organizations
Inputs used
bus_factor1
contributors_sampled98
top_contributor_share0.506
How it's scored
38.7/42Issue resolution92% of issues closed
20.1/30PR acceptance554/828 decided PRs merged
9.2/13Newcomer PR acceptance12/17 first-time contributors' PRs merged in 30d
6/15OpenSSF Scorecard: Code-ReviewFound 8/19 approved changesets -- score normalized to 4
Inputs used
merged_prs554
open_issues62
closed_issues736
prs_merged_7d10
prs_decided_7d15
prs_merged_30d42
prs_decided_30d58
issue_closed_ratio0.922
closed_unmerged_prs274
first_time_authors_30d7
first_time_prs_merged_30d12
first_time_prs_decided_30d17
How it's scored
30/30Ownership backingorganization-owned
0/20Verified domainverified-domain status not read for this organization
17.7/25Owner reach288 followers of oraios
13.3/25Track record19 public repos, account ~1 yr old
Inputs used
followers288
owner_typeOrganization
is_verified
owner_loginoraios
public_repos19
account_age_days690
Excluded from scoring (no data or not applicable): Verified domain. Remaining weights renormalized.

Package maintenance

100Exceptional
How it's scored
25/25Published & resolvable1 package(s) on pypi
35/35Publish recencylatest publish 14 days ago
20/20Version history14 published versions
20/20Not deprecatedactive, not deprecated or yanked
Inputs used
packagesserena-agent
ecosystemspypi
any_deprecatedno
min_days_since_publish14

Engineering Quality

Are baseline engineering and documentation practices in place?

77Good · 19% of overall
How it's scored
24/24CI workflows7 workflow(s)
24/24Tests present
0/16Linter config
0/9.6Pre-commit hooks
0/6.4.editorconfig
20/20OpenSSF Scorecard: CI-Tests11 out of 11 merged PRs checked by a CI test -- score normalized to 10
Inputs used
has_ciyes
has_testsyes
has_editorconfigno
has_linter_configno
has_precommit_configno

Documentation

90Excellent
How it's scored
30/30README
25/25Documentation directory
15/15Documentation / homepage sitehttps://oraios.github.io/serena
10/10Repository description
10/10Topics12 topics
0/10Wiki
Inputs used
topicsagent, ai, vibe-coding, mcp-server, ai-coding, language-server, programming, claude, claude-code, codex, ide, jetbrains
has_wikino
homepagehttps://oraios.github.io/serena
docs_sitehttps://oraios.github.io/serena
has_readmeyes
has_docs_diryes
has_descriptionyes

Security

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

66Good · 16% of overall
How it's scored
7.5/7.5Binary-Artifactsno binaries found in the repo
2.2/7.5Branch-Protectionbranch protection is not maximal on development and all release branches
2.5/2.5CI-Tests11 out of 11 merged PRs checked by a CI test -- score normalized to 10
0/2.5CII-Best-Practicesno effort to earn an OpenSSF best practices badge detected
3/7.5Code-ReviewFound 8/19 approved changesets -- score normalized to 4
2.5/2.5Contributorsproject has 47 contributing companies or organizations
10/10Dangerous-Workflowno dangerous workflow patterns detected
7.5/7.5Dependency-Update-Toolupdate tool detected
0/5Fuzzingproject is not fuzzed
2.5/2.5Licenselicense file detected
7.5/7.5Maintained30 commit(s) and 5 issue activity found in the last 90 days -- score normalized to 10
5/5Packagingpackaging workflow detected
0/5Pinned-Dependenciesdependency not pinned by hash detected -- score normalized to 0
5/5SASTSAST tool is run on all commits
0/5Security-Policysecurity policy file not detected
0/7.5Signed-Releasesno data
6/7.5Token-Permissionsdetected GitHub workflow tokens with excessive permissions
0/7.5Vulnerabilities57 existing vulnerabilities detected
Inputs used
sourceopenssf_scorecard
checks_evaluated17
scorecard_versionv5.5.0
checks_inconclusive1
scorecard_aggregate6.3
Excluded from scoring (no data or not applicable): Signed-Releases. Remaining weights renormalized.
How it's scored
12/35Direct dependencies free of known advisories1 affected: cryptography 48.0.1 (high 8.2)
25/25Indirect dependencies free of known advisoriesno indirect dependency carries a known advisory
40/40No advisories left outstandingno advisory has been public longer than 90 days
Inputs used
sourceosv
advisories6
affected_packages1
assessed_packages70
unassessed_packages0
affected_by_severityhigh 1
direct_affected_packages1
Matched the pypi:serena-agent@1.6.1 runtime dependency closure — what installing the published package pulls in — 70 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.

68Good · 4% of overall
How it's scored
45/45Agent instructions.github/copilot-instructions.md, AGENTS.md, CLAUDE.md
0/15Machine-readable docs (llms.txt)
27.2/40Legible commit history51 of 100 human commits state their intent (structured subject or explanatory body)
Inputs used
has_llms_txtno
llms_txt_url
legible_history_share0.51
agent_instruction_files.github/copilot-instructions.md, AGENTS.md, CLAUDE.md
agent_instruction_max_bytes239
How it's scored
12.6/18One-command bootstraptest/resources/repos/csharp/test_repo/TestProject.csproj, test/resources/repos/elixir/test_repo/mix.exs, test/resources/repos/go/test_repo/go.mod (toolchain convention, no task runner)
22/22Automated tests
0/11Lint / format config
11/11Static type checkingtest/resources/repos/angular/test_repo/tsconfig.json, test/resources/repos/svelte/test_repo/tsconfig.json, test/resources/repos/typescript/cross_package_a/tsconfig.json, test/resources/repos/typescript/cross_package_b/tsconfig.json, test/resources/repos/typescript/test_repo/tsconfig.json, test/resources/repos/vue/test_repo/tsconfig.json
10/10Reproducible environmentdevcontainer, Dockerfile, Nix, lockfile
6/10Demonstrated agent practice3 of the last 100 commits agent-authored or agent-credited
0/8Automated maintenanceno automated dependency updates observed
0/10OpenSSF Scorecard: Pinned-Dependenciesdependency not pinned by hash detected -- score normalized to 0
Inputs used
has_nixyes
has_testsyes
lockfilesCargo.lock, mix.lock, package-lock.json, uv.lock
has_dockerfileyes
typed_languageno
bootstrap_files
has_devcontaineryes
has_linter_configno
typecheck_configstest/resources/repos/angular/test_repo/tsconfig.json, test/resources/repos/svelte/test_repo/tsconfig.json, test/resources/repos/typescript/cross_package_a/tsconfig.json, test/resources/repos/typescript/cross_package_b/tsconfig.json, test/resources/repos/typescript/test_repo/tsconfig.json, test/resources/repos/vue/test_repo/tsconfig.json
agent_commit_share0.03
toolchain_manifeststest/resources/repos/csharp/test_repo/TestProject.csproj, test/resources/repos/elixir/test_repo/mix.exs, test/resources/repos/go/test_repo/go.mod, test/resources/repos/groovy/test_repo/build.gradle, test/resources/repos/java/test_repo/pom.xml, test/resources/repos/kotlin/test_repo/build.gradle.kts, test/resources/repos/rust/test_repo/Cargo.toml, test/resources/repos/rust/test_repo_2024/Cargo.toml, test/resources/repos/toml/test_repo/Cargo.toml
dependency_bot_commit_share0
How it's scored
27/45Type-checkable codePython with type-check config (test/resources/repos/angular/test_repo/tsconfig.json, test/resources/repos/svelte/test_repo/tsconfig.json, test/resources/repos/typescript/cross_package_a/tsconfig.json, test/resources/repos/typescript/cross_package_b/tsconfig.json, test/resources/repos/typescript/test_repo/tsconfig.json, test/resources/repos/vue/test_repo/tsconfig.json)
53.9/55Manageable file sizes11/558 source files over 60KB
Inputs used
primary_languagePython
largest_source_bytes216,884
source_files_sampled558
oversized_source_files11
How it's scored
0/40API schema (OpenAPI/GraphQL/proto)
20/20MCP server
40/40Runnable examplesexample, examples
Inputs used
example_dirsexample, examples
has_mcp_signalyes
api_schema_files
interfaces_expected_ofnetwork-service

Key facts

27,558GitHub stars
98contributors
1,978commits, last 12 months
0days since last push
15releases
1bus factor
62open issues
PyPIpackage ecosystems

Data collection warnings

  • Star history unavailable: GitHub GraphQL error: Resource not accessible by personal access token
  • First-time contributor figures cover 12 of 25 authors (cap 12)

More detail

Star and fork history 0 ★ / 1,827 ⇿
0Stars
1,827Forks
12Releases

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.

Only the most recent history is shown — this repository exceeds the collection window, so the earliest history is not captured.

5001,0001,5002,0001,827192025-092026-032026-08
Major 1Minor 5Patch 6
OpenSSF Scorecard 6.3 / 10
6.3aggregate

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 · 2026-08-05 02:46 UTC

10Binary-Artifactsno binaries found in the repo
3Branch-Protectionbranch protection is not maximal on development and all release branches
10CI-Tests11 out of 11 merged PRs checked by a CI test -- score normalized to 10
0CII-Best-Practicesno effort to earn an OpenSSF best practices badge detected
4Code-ReviewFound 8/19 approved changesets -- score normalized to 4
10Contributorsproject has 47 contributing companies or organizations
10Dangerous-Workflowno dangerous workflow patterns detected
10Dependency-Update-Toolupdate tool detected
0Fuzzingproject is not fuzzed
10Licenselicense file detected
10Maintained30 commit(s) and 5 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
10SASTSAST tool is run on all commits
0Security-Policysecurity policy file not detected
n/aSigned-Releasesno releases found
8Token-Permissionsdetected GitHub workflow tokens with excessive permissions
0Vulnerabilities57 existing vulnerabilities detected
Direct dependencies 33
RegistryPackageVersion constraintManifest
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PyPIoverrides==7.7.0pyproject.toml
PyPIpython-dotenv==1.2.2pyproject.toml
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PyPIflask==3.1.3pyproject.toml
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PyPIstarlette==1.3.1pyproject.toml
PyPIpython-multipart==0.0.31pyproject.toml
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PyPIcryptography==48.0.1pyproject.toml
PyPIregex==2026.2.28pyproject.toml
PyPIpythonnet==3.1.0pyproject.toml
PyPIoslex==2.0.0pyproject.toml
All dependencies 342

Full resolved dependency set from the GitHub dependency graph: 34 direct and 308 indirect (transitive) packages. The transitive closure is complete when the repository commits a lockfile.

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PyPIcssutils2.11.1indirect
PyPIdebugpy1.8.20indirect
PyPIdecorator5.2.1indirect
PyPIdict2css0.3.0.post1indirect
PyPIdistro1.9.0indirect
PyPIdocutils0.20.1indirect
PyPIdomdf-python-tools3.10.0indirect
PyPIexecnet2.1.2indirect
PyPIexecuting2.2.1indirect
PyPIfastjsonschema2.21.2indirect
PyPIgitdb4.0.12indirect
PyPIgitpython3.1.46indirect
PyPIgoogle-auth2.49.1indirect
PyPIgoogle-genai1.27.0indirect
PyPIgreenlet3.3.2indirect
PyPIh110.16.0indirect
PyPIh24.3.0indirect
PyPIhpack4.1.0indirect
PyPIhtml5lib1.1indirect
PyPIhttpcore1.0.9indirect
PyPIhttpxindirect
PyPIhttpx0.28.1indirect
PyPIhttpx-sse0.4.3indirect
PyPIhyperframe6.1.0indirect
PyPIidna3.15indirect
PyPIimagesize2.0.0indirect
PyPIimportlib-metadata9.0.0indirect
PyPIiniconfig2.3.0indirect
PyPIipykernel7.2.0indirect
PyPIipython9.10.1indirect
PyPIipython9.12.0indirect
PyPIipython-pygments-lexers1.1.1indirect
PyPIitsdangerous2.2.0indirect
PyPIjedi0.19.2indirect
PyPIjiter0.13.0indirect
PyPIjsonschema4.26.0indirect
PyPIjsonschema-specifications2025.9.1indirect
PyPIjupyter-book1.0.4.post1indirect
PyPIjupyter-cache1.0.1indirect
PyPIjupyter-client8.8.0indirect
PyPIjupyter-core5.9.1indirect
PyPIlatexcodec3.0.1indirect
PyPIlinkify-it-py2.1.0indirect
PyPImarkdown-it-py3.0.0indirect
PyPImarkupsafe3.0.3indirect
PyPImatplotlib-inline0.2.1indirect
PyPImdit-py-plugins0.5.0indirect
PyPImdurl0.1.2indirect
PyPImore-itertools10.8.0indirect
PyPImsgpack1.2.1indirect
PyPImslex1.3.0indirect
PyPImyst-nb1.4.0indirect
PyPImyst-parser3.0.1indirect
PyPInatsort8.4.0indirect
PyPInbclient0.10.4indirect
PyPInbformat5.10.4indirect
PyPInest-asyncio1.6.0indirect
PyPIpackaging26.0indirect
PyPIparso0.8.6indirect
PyPIpastel0.2.1indirect
PyPIpexpect4.9.0indirect
PyPIpillow12.2.0indirect
PyPIplatformdirs4.9.4indirect
PyPIpluggy1.6.0indirect
PyPIpoethepoet0.36.0indirect
PyPIprompt-toolkit3.0.52indirect
PyPIproxy-tools0.1.0indirect
PyPIptyprocess0.7.0indirect
PyPIpure-eval0.2.3indirect
PyPIpyasn10.6.3indirect
PyPIpyasn1-modules0.4.2indirect
PyPIpybtex0.25.1indirect
PyPIpybtex-docutils1.0.3indirect
PyPIpycparser3.0indirect
PyPIpydantic-core2.41.5indirect
PyPIpydantic-settings2.14.2indirect
PyPIpydata-sphinx-theme0.15.4indirect
PyPIpygments2.19.2indirect
PyPIpyinstrument5.1.1indirect
PyPIpyjwt2.12.0indirect
PyPIpyobjc-core12.1indirect
PyPIpyobjc-framework-cocoa12.1indirect
PyPIpyobjc-framework-quartz12.1indirect
PyPIpyobjc-framework-security12.1indirect
PyPIpyobjc-framework-uniformtypeidentifiers12.1indirect
PyPIpyobjc-framework-webkit12.1indirect
PyPIpytest8.4.1indirect
PyPIpytest-timeout2.4.0indirect
PyPIpytest-xdist3.8.0indirect
PyPIpython-dateutil2.9.0.post0indirect
PyPIpython-xlib0.33indirect
PyPIpywin32311indirect
PyPIpyzmq27.1.0indirect
PyPIqtpy2.4.3indirect
PyPIreferencing0.37.0indirect
PyPIrich14.3.3indirect
PyPIrpds-py0.30.0indirect
PyPIruamel-yaml-clib0.2.15indirect
PyPIruff0.12.5indirect
PyPIserena-agent1.6.2.dev0indirect
PyPIsetuptools82.0.1indirect
PyPIshellingham1.5.4indirect
PyPIsix1.17.0indirect
PyPIsmmap5.0.3indirect
PyPIsniffio1.3.1indirect
PyPIsnowballstemmer3.0.1indirect
PyPIsoupsieve2.8.4indirect
PyPIsphinx7.4.7indirect
PyPIsphinx-autodoc-typehints2.3.0indirect
PyPIsphinx-book-theme1.1.4indirect
PyPIsphinx-comments0.0.3indirect
PyPIsphinx-copybutton0.5.2indirect
PyPIsphinx-design0.7.0indirect
PyPIsphinx-external-toc1.1.0indirect
PyPIsphinx-jinja2-compat0.4.1indirect
PyPIsphinx-jupyterbook-latex1.0.0indirect
PyPIsphinx-multitoc-numbering0.1.3indirect
PyPIsphinx-prompt1.10.2indirect
PyPIsphinx-rtd-theme2.0.0indirect
PyPIsphinx-tabs3.4.7indirect
PyPIsphinx-thebe0.3.1indirect
PyPIsphinx-togglebutton0.4.5indirect
PyPIsphinx-toolbox3.7.0indirect
PyPIsphinxcontrib-applehelp2.0.0indirect
PyPIsphinxcontrib-bibtex2.6.5indirect
PyPIsphinxcontrib-devhelp2.0.0indirect
PyPIsphinxcontrib-htmlhelp2.1.0indirect
PyPIsphinxcontrib-jquery4.1indirect
PyPIsphinxcontrib-jsmath1.0.1indirect
PyPIsphinxcontrib-qthelp2.0.0indirect
PyPIsphinxcontrib-serializinghtml2.0.0indirect
PyPIsqlalchemy2.0.41indirect
PyPIsse-starlette3.3.3indirect
PyPIstack-data0.6.3indirect
PyPIstandard-imghdr3.10.14indirect
PyPIsyrupy4.9.1indirect
PyPItabulate0.10.0indirect
PyPItenacity8.5.0indirect
PyPItoml-sort0.24.2indirect
PyPItomlkit0.14.0indirect
PyPItornado6.5.7indirect
PyPItraitlets5.14.3indirect
PyPIty0.0.24indirect
PyPItyper0.24.1indirect
PyPItypes-requests2.32.4.20250809indirect
PyPItyping-extensions4.15.0indirect
PyPItyping-inspection0.4.2indirect
PyPIuc-micro-py2.0.0indirect
PyPIuvicorn0.42.0indirect
PyPIwcwidth0.6.0indirect
PyPIwebencodings0.5.1indirect
PyPIwebsockets15.0.1indirect
PyPIwheel0.46.3indirect
PyPIzipp3.23.0indirect
Dependency advisories 1

Installing pypi:serena-agent@1.6.1 pulls in 70 packages, direct and transitive: 1 carry known advisories, of which 1 are direct dependencies.

PackageVersionRelationSeverityAdvisoriesFixed in
cryptography48.0.1directhigh650.0.0

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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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.

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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 v0.31.0 — full methodology · metrics wiki.

How one result sits in the wider record: aggregate statisticsPyPI.