Public record
Software health reportschema 0.34.0 · metrics 2.10.0 · 2026-09-16 18:43 UTC

oraios / serena

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

PythonCustom license★ 29,469 stars⑂ 1,998 forkssince Mar 2025View on GitHub ↗
KindNetwork serviceCommand-line toolMCP serverLibraryDesktop applicationhow this is determined
#agent#ai#vibe-coding#mcp-server#ai-coding#language-server#programming#claude#claude-code#codex#ide#jetbrains

oraios/serena holds a health index of 95 out of 100, placing it in the Exceptional band. It scores highest on Vitality (100/100) and lowest on Sustainability & Governance (67/100). It was last updated today. A single contributor accounts for most of its recent work.

95
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.

95
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 82 is calibrated to 95 on the published index scale (record calibration 2026-08-02).

Ownership

Oraios AIOrganization
317 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-agent1.7.0-1538 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 recency — last push 0 days ago
36/36Commit cadence — 52/52 weeks with commits
18/18Commit volume — 1,939 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_year1,939
human_commit_share0.98
days_since_last_push0
active_weeks_last_year52

Release discipline

100Exceptional
How it's scored
27/27Ships releases — 16 releases published
36/36Release recency — latest release 38 days ago
27/27Release cadence — a release every ~13 days
0/10OpenSSF Scorecard: Signed-Releases — no data
Inputs used
releases_count16
latest_release_tagv1.7.0
releases_from_tagsno
days_since_latest_release38
mean_days_between_releases13
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?

84Excellent · 17% of overall

Popularity & adoption

96Exceptional
How it's scored
60/60Stars — 29,469 stars
25/25Forks — 1,998 forks
11/15Watchers — 95 watchers
Inputs used
forks1,998
stars29,469
watchers95
growth_stateunverified
growth_factor_pct100
growth_unverified_reasonno_history

Community health

71Good
How it's scored
22.5/22.5README
16.9/22.5License — license file present, not a recognized license
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?

67Good · 23% of overall

Maintainer resilience (bus factor)

44Weak
How it's scored
9/54Bus factor — 1 contributor(s) cover half of all commits
11/22.5Commit distribution — top contributor authored 51% of commits
13.5/13.5Contributor breadth — 98 contributors
10/10OpenSSF Scorecard: Contributors — project has 47 contributing companies or organizations
Inputs used
bus_factor1
contributors_sampled98
top_contributor_share0.51

Issue & PR responsiveness

75Good
How it's scored
37.6/42Issue resolution — 90% of issues closed
20.1/30PR acceptance — 615/918 decided PRs merged
7.9/13Newcomer PR acceptance — 11/18 first-time contributors' PRs merged in 30d
9/15OpenSSF Scorecard: Code-Review — Found 16/26 approved changesets -- score normalized to 6
Inputs used
merged_prs615
open_issues93
closed_issues800
prs_merged_7d5
prs_decided_7d8
prs_merged_30d27
prs_decided_30d42
issue_closed_ratio0.896
closed_unmerged_prs303
first_time_authors_30d10
first_time_prs_merged_30d11
first_time_prs_decided_30d18

Ownership & stewardship

62Moderate
How it's scored
30/30Ownership backing — organization-owned
0/20Verified domain
18/25Owner reach — 317 followers of oraios
13.5/25Track record — 19 public repos, account ~2 yr old
Inputs used
followers317
owner_typeOrganization
is_verifiedno
owner_loginoraios
public_repos19
account_age_days733

Package maintenance

100Exceptional
How it's scored
25/25Published & resolvable — 1 package(s) on pypi
35/35Publish recency — latest publish 38 days ago
20/20Version history — 15 published versions
20/20Not deprecated — active, not deprecated or yanked
Inputs used
packagesserena-agent
ecosystemspypi
any_deprecatedno
min_days_since_publish38

Engineering Quality

Are baseline engineering and documentation practices in place?

86Excellent · 19% of overall

Engineering practices

84Excellent
How it's scored
24/24CI workflows — 8 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 — 19 out of 19 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

90Excellent
How it's scored
30/30README
25/25Documentation directory
15/15Documentation / homepage site — https://oraios.github.io/serena
10/10Repository description
10/10Topics — 12 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?

71Good · 16% of overall

Security posture

64Moderate
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 — 19 out of 19 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
4.5/7.5Code-Review — Found 16/26 approved changesets -- score normalized to 6
2.5/2.5Contributors — project has 47 contributing companies or organizations
10/10Dangerous-Workflow — no dangerous workflow patterns detected
7.5/7.5Dependency-Update-Tool — update tool detected
0/5Fuzzing — project is not fuzzed
2.2/2.5License — 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
5/5SAST — SAST tool is run on all commits
0/5Security-Policy — security policy file not detected
0/7.5Signed-Releases — no data
6/7.5Token-Permissions — detected GitHub workflow tokens with excessive permissions
0/7.5Vulnerabilities — 32 existing vulnerabilities detected
Inputs used
sourceopenssf_scorecard
checks_evaluated17
scorecard_versionv5.5.0
checks_inconclusive1
scorecard_aggregate6.4
Excluded from scoring (no data or not applicable): Signed-Releases. Remaining weights renormalized.

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_packages70
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:serena-agent@1.7.0 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.

79Good · 4% of overall

Agent context & guidance

79Good
How it's scored
45/45Agent instructions — .github/copilot-instructions.md, AGENTS.md, CLAUDE.md
0/15Machine-readable docs (llms.txt)
33.7/40Legible commit history — 62 of 98 human commits state their intent (structured subject or explanatory body)
Inputs used
has_llms_txtno
llms_txt_url—
legible_history_share0.633
agent_instruction_files.github/copilot-instructions.md, AGENTS.md, CLAUDE.md
agent_instruction_max_bytes436

Verify loop (build / test / typecheck)

85Excellent
How it's scored
12.6/18One-command bootstrap — test/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
11/11Lint / format config — pyproject.toml ([tool.ruff])
11/11Static type checking — 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
10/10Reproducible environment — devcontainer, Dockerfile, Nix, lockfile
10/10Demonstrated agent practice — 6 of the last 100 commits agent-authored or agent-credited
8/8Automated maintenance — 2 of the last 100 commits are automated dependency updates
0/10OpenSSF Scorecard: Pinned-Dependencies — dependency 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_configyes
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_share0.06
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_share0.02

Code legibility for models

81Excellent
How it's scored
27/45Type-checkable code — Python 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 sizes — 12/593 source files over 60KB
Inputs used
primary_languagePython
largest_source_bytes217,487
source_files_sampled593
oversized_source_files12

Machine-readable interfaces

60Moderate
How it's scored
0/40API schema (OpenAPI/GraphQL/proto)
20/20MCP server
40/40Runnable examples — example, examples
Inputs used
example_dirsexample, examples
has_mcp_signalyes
api_schema_files—
interfaces_expected_ofnetwork-service

Key facts

29,469GitHub stars
98contributors
1,939commits, last 12 months
0days since last push
16releases
1bus factor
93open 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 22 authors (cap 12)
  • pypi download statistics for 'serena-agent' unavailable this scan (stats endpoint failed after retries); adoption may be under-evidenced

More detail

Star and fork history 0 ★ / 1,998 ⇿
0Stars
1,998Forks
13Releases

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.

8001,2001,6002,0001,998132025-112026-042026-09
Major 1Minor 6Patch 6
OpenSSF Scorecard 6.4 / 10
6.4aggregate

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 · 2026-09-16 18:42 UTC

10Binary-Artifactsno binaries found in the repo
3Branch-Protectionbranch protection is not maximal on development and all release branches
10CI-Tests19 out of 19 merged PRs checked by a CI test -- score normalized to 10
0CII-Best-Practicesno effort to earn an OpenSSF best practices badge detected
6Code-ReviewFound 16/26 approved changesets -- score normalized to 6
10Contributorsproject has 47 contributing companies or organizations
10Dangerous-Workflowno dangerous workflow patterns detected
10Dependency-Update-Toolupdate tool detected
0Fuzzingproject is not fuzzed
9Licenselicense 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
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
0Vulnerabilities32 existing vulnerabilities detected
Direct dependencies 32
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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PyPIjinja2==3.1.6pyproject.toml
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PyPIpystray==0.19.5pyproject.toml
PyPIpygls==2.1.1pyproject.toml
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PyPIwerkzeug==3.1.7pyproject.toml
PyPIstarlette==1.3.1pyproject.toml
PyPIpython-multipart==0.0.31pyproject.toml
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PyPIcryptography==50.0.0pyproject.toml
PyPIregex==2026.2.28pyproject.toml
PyPIpythonnet==3.1.0pyproject.toml
PyPIoslex==2.0.0pyproject.toml
All dependencies 317

Full resolved dependency set from the GitHub dependency graph: 33 direct and 284 indirect (transitive) packages. The transitive closure is complete when the repository commits a lockfile.

RegistryPackageVersionRelation
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PyPIh110.16.0indirect
PyPIh24.4.1indirect
PyPIhpack4.2.0indirect
PyPIhtml5lib1.1indirect
PyPIhttpcore1.0.9indirect
PyPIhttpx—indirect
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
PyPIpillow12.3.0indirect
PyPIplatformdirs4.9.4indirect
PyPIpluggy1.6.0indirect
PyPIpoethepoet0.36.0indirect
PyPIprompt-toolkit3.0.52indirect
PyPIproxy-tools0.1.0indirect
PyPIptyprocess0.7.0indirect
PyPIpure-eval0.2.3indirect
PyPIpyasn10.6.4indirect
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-agent1.7.1.dev0indirect
PyPIsetuptools83.0.0indirect
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 0

Installing pypi:serena-agent@1.7.0 pulls in 70 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

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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.