Public record
Software health reportschema 0.34.0 · metrics 2.10.0 · 2026-09-02 01:00 UTC

oracle / langchain-oracle

The Oracle LangChain integration provides official LangChain support for Oracle’s Generative AI and AI Platform services, enabling developers to build intelligent, secure, and scalable applications powered by Oracle’s cloud technologies.

Python · TypeScriptUPL-1.0★ 60 stars⑂ 33 forkssince Jul 2025View on GitHub ↗
KindLibraryhow this is determined
#agents#generative-ai#langchain#langgraph#llm#oci#oracle#oracle-database#python#rag#typescript#vector-database

oracle/langchain-oracle holds a health index of 92 out of 100, placing it in the Excellent band. It scores highest on Vitality (92/100) and lowest on Community & Adoption (67/100). It was last updated 12 days ago. 2 contributors account for most of its recent work.

92
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.

92
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 78 is calibrated to 92 on the published index scale (record calibration 2026-08-02).

Ownership

OracleOrganization
6,018 followers319 public repossince May 2013

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

Package ecosystems

RegistryPackageVersionDownloads / moVersionsLast publish
PyPIlangchain-oci0.3.2-1825 days ago
PyPIlangchain-oracledb1.5.0-790 days ago
PyPIlanggraph-oracledb1.0.138,1142110 days ago

Metrics by category

Vitality

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

92Excellent · 21% of overall

Development activity

87Excellent
How it's scored
28.8/36Push recency — last push 12 days ago
29.8/36Commit cadence — 43/52 weeks with commits
18/18Commit volume — 158 commits in the last year
10/10OpenSSF Scorecard: Maintained — 30 commit(s) and 6 issue activity found in the last 90 days -- score normalized to 10
Inputs used
commits_last_year158
human_commit_share0.81
days_since_last_push12
active_weeks_last_year43

Release discipline

100Exceptional
How it's scored
27/27Ships releases — 28 releases published
36/36Release recency — latest release 25 days ago
27/27Release cadence — a release every ~10.9 days
0/10OpenSSF Scorecard: Signed-Releases — no data
Inputs used
releases_count28
latest_release_taglibs/oci/v0.3.2
releases_from_tagsno
days_since_latest_release25
mean_days_between_releases10.9
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?

67Good · 17% of overall

Popularity & adoption

45Weak
How it's scored
28.7/60Stars — 60 stars
12.5/25Forks — 33 forks
3.9/15Watchers — 6 watchers
Inputs used
forks33
stars60
watchers6
growth_stateunverified
growth_factor_pct100
growth_unverified_reasonno_history

Community health

85Excellent
How it's scored
22.5/22.5README
22.5/22.5License — recognized license (UPL-1.0)
18/18CONTRIBUTING guide
13.5/13.5Code of conduct
0/7.2Issue template
0/6.3PR template
Inputs used
has_readmeyes
has_licenseyes
readme_badges8
has_contributingyes
has_issue_templateno
has_code_of_conductyes
readme_badge_servicesshields.io
has_pull_request_templateno

Ecosystem adoption (downloads)

76Good
How it's scored
61.1/80Monthly downloads — 38,114 downloads/month across pypi
0/20Registry dependents — not reported by this ecosystem
Inputs used
packageslangchain-oci, langchain-oracledb, langgraph-oracledb
dependents—
ecosystemspypi
total_downloads—
monthly_downloads38,114
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?

78Good · 23% of overall

Maintainer resilience (bus factor)

57Moderate
How it's scored
25.2/54Bus factor — 2 contributor(s) cover half of all commits
15.5/22.5Commit distribution — top contributor authored 31% of commits
13.5/13.5Contributor breadth — 21 contributors
3/10OpenSSF Scorecard: Contributors — project has 1 contributing companies or organizations -- score normalized to 3
Inputs used
bus_factor2
contributors_sampled21
top_contributor_share0.311

Issue & PR responsiveness

85Excellent
How it's scored
33.8/42Issue resolution — 80% of issues closed
23.6/30PR acceptance — 170/216 decided PRs merged
13/13Newcomer PR acceptance — 1/1 first-time contributors' PRs merged in 30d
15/15OpenSSF Scorecard: Code-Review — all changesets reviewed
Inputs used
merged_prs170
open_issues15
closed_issues62
prs_merged_7d0
prs_decided_7d0
prs_merged_30d12
prs_decided_30d13
issue_closed_ratio0.805
closed_unmerged_prs46
first_time_authors_30d1
first_time_prs_merged_30d1
first_time_prs_decided_30d1

Ownership & stewardship

80Excellent
How it's scored
30/30Ownership backing — organization-owned
0/20Verified domain
25/25Owner reach — 6,018 followers of oracle
25/25Track record — 319 public repos, account ~13 yr old
Inputs used
followers6,018
owner_typeOrganization
is_verifiedno
owner_loginoracle
public_repos319
account_age_days4,858

Package maintenance

100Exceptional
How it's scored
25/25Published & resolvable — 3 package(s) on pypi
35/35Publish recency — latest publish 25 days ago
20/20Version history — 18 published versions
20/20Not deprecated — active, not deprecated or yanked
Inputs used
packageslangchain-oci, langchain-oracledb, langgraph-oracledb
ecosystemspypi
any_deprecatedno
min_days_since_publish25

Engineering Quality

Are baseline engineering and documentation practices in place?

73Good · 19% of overall

Engineering practices

82Excellent
How it's scored
24/24CI workflows — 8 workflow(s)
24/24Tests present
16/16Linter config — .eslintrc.cjs, libs/langgraph-oracledb/pyproject.toml ([tool.ruff]), libs/oci/pyproject.toml ([tool.ruff]), libs/oracledb/pyproject.toml ([tool.ruff])
0/9.6Pre-commit hooks
0/6.4.editorconfig
18/20OpenSSF Scorecard: CI-Tests — 29 out of 30 merged PRs checked by a CI test -- score normalized to 9
Inputs used
has_ciyes
has_testsyes
has_editorconfigno
has_linter_configyes
has_precommit_configno

Documentation

60Moderate
How it's scored
30/30README
0/25Documentation directory
0/15Documentation / homepage site
10/10Repository description
10/10Topics — 12 topics
10/10Wiki
Inputs used
topicsagents, generative-ai, langchain, langgraph, llm, oci, oracle, oracle-database, python, rag, typescript, vector-database
has_wikiyes
homepage—
docs_site—
has_readmeyes
has_docs_dirno
has_descriptionyes

Security

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

76Good · 16% of overall

Security posture

70Good
How it's scored
7.5/7.5Binary-Artifacts — no binaries found in the repo
3.8/7.5Branch-Protection — branch protection is not maximal on development and all release branches
2.2/2.5CI-Tests — 29 out of 30 merged PRs checked by a CI test -- score normalized to 9
0/2.5CII-Best-Practices — no effort to earn an OpenSSF best practices badge detected
7.5/7.5Code-Review — all changesets reviewed
0.8/2.5Contributors — project has 1 contributing companies or organizations -- score normalized to 3
10/10Dangerous-Workflow — no dangerous workflow patterns detected
7.5/7.5Dependency-Update-Tool — update tool detected
0/5Fuzzing — project is not fuzzed
2.5/2.5License — license file detected
7.5/7.5Maintained — 30 commit(s) and 6 issue activity found in the last 90 days -- score normalized to 10
0/5Packaging — no data
3/5Pinned-Dependencies — dependency not pinned by hash detected -- score normalized to 6
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 — no data
7.5/7.5Token-Permissions — GitHub workflow tokens follow principle of least privilege
0/7.5Vulnerabilities — 114 existing vulnerabilities detected
Inputs used
sourceopenssf_scorecard
checks_evaluated16
scorecard_versionv5.5.0
checks_inconclusive2
scorecard_aggregate7
Excluded from scoring (no data or not applicable): Packaging, 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_packages65
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:langchain-oci@0.3.2 runtime dependency closure — what installing the published package pulls in — 65 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.

78Good · 4% of overall

Agent context & guidance

55Moderate
How it's scored
0/45Agent instructions — no CLAUDE.md / AGENTS.md / editor rules
15/15Machine-readable docs (llms.txt) — llms.txt served by the project website (https://docs.langchain.com/llms.txt)
40/40Legible commit history — 81 of 81 human commits state their intent (structured subject or explanatory body)
Inputs used
has_llms_txtyes
llms_txt_urlhttps://docs.langchain.com/llms.txt
legible_history_share1
agent_instruction_files—
agent_instruction_max_bytes—

Verify loop (build / test / typecheck)

86Excellent
How it's scored
18/18One-command bootstrap — libs/langgraph-oracledb/Makefile, libs/oci/Makefile, libs/oracledb/Makefile
22/22Automated tests
11/11Lint / format config — .eslintrc.cjs, libs/langgraph-oracledb/pyproject.toml ([tool.ruff]), libs/oci/pyproject.toml ([tool.ruff]), libs/oracledb/pyproject.toml ([tool.ruff])
11/11Static type checking — libs/js/langchain-oracledb/tsconfig.json, libs/js/oci/tsconfig.json, libs/langgraph-oracledb/langgraph_oracledb/checkpoint/oracle/py.typed, libs/langgraph-oracledb/langgraph_oracledb/store/oracle/py.typed
10/10Reproducible environment — lockfile
0/10Demonstrated agent practice — no agent-authored commits among the last 100
8/8Automated maintenance — 19 of the last 100 commits are automated dependency updates
6/10OpenSSF Scorecard: Pinned-Dependencies — dependency not pinned by hash detected -- score normalized to 6
Inputs used
has_nixno
has_testsyes
lockfilespnpm-lock.yaml, poetry.lock
has_dockerfileno
typed_languageno
bootstrap_fileslibs/langgraph-oracledb/Makefile, libs/oci/Makefile, libs/oracledb/Makefile
has_devcontainerno
has_linter_configyes
typecheck_configslibs/js/langchain-oracledb/tsconfig.json, libs/js/oci/tsconfig.json, libs/langgraph-oracledb/langgraph_oracledb/checkpoint/oracle/py.typed, libs/langgraph-oracledb/langgraph_oracledb/store/oracle/py.typed
agent_commit_share0
toolchain_manifests—
dependency_bot_commit_share0.19

Code legibility for models

81Excellent
How it's scored
27/45Type-checkable code — Python with type-check config (libs/js/langchain-oracledb/tsconfig.json, libs/js/oci/tsconfig.json, libs/langgraph-oracledb/langgraph_oracledb/checkpoint/oracle/py.typed, libs/langgraph-oracledb/langgraph_oracledb/store/oracle/py.typed)
54.3/55Manageable file sizes — 4/319 source files over 60KB
Inputs used
primary_languagePython
largest_source_bytes103,419
source_files_sampled319
oversized_source_files4

Machine-readable interfaces

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

Key facts

60GitHub stars
21contributors
158commits, last 12 months
12days since last push
28releases
2bus factor
15open issues
—package ecosystems

Data collection warnings

  • Star history unavailable: GitHub GraphQL error: Resource not accessible by personal access token
  • pypi download statistics for 'langchain-oci' unavailable this scan (stats endpoint failed after retries); adoption may be under-evidenced
  • pypi download statistics for 'langchain-oracledb' unavailable this scan (stats endpoint failed after retries); adoption may be under-evidenced

More detail

Star and fork history 0 ★ / 33 ⇿
0Stars
33Forks
26Releases

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.

01325383332025-072026-012026-07
Major 0Minor 1Patch 3
OpenSSF Scorecard 7.0 / 10
7.0aggregate

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 · 2026-09-02 01:00 UTC

10Binary-Artifactsno binaries found in the repo
5Branch-Protectionbranch protection is not maximal on development and all release branches
9CI-Tests29 out of 30 merged PRs checked by a CI test -- score normalized to 9
0CII-Best-Practicesno effort to earn an OpenSSF best practices badge detected
10Code-Reviewall changesets reviewed
3Contributorsproject has 1 contributing companies or organizations -- score normalized to 3
10Dangerous-Workflowno dangerous workflow patterns detected
10Dependency-Update-Toolupdate tool detected
0Fuzzingproject is not fuzzed
10Licenselicense file detected
10Maintained30 commit(s) and 6 issue activity found in the last 90 days -- score normalized to 10
n/aPackagingpackaging workflow not detected
6Pinned-Dependenciesdependency not pinned by hash detected -- score normalized to 6
0SASTSAST tool is not run on all commits -- score normalized to 0
10Security-Policysecurity policy file detected
n/aSigned-Releasesno releases found
10Token-PermissionsGitHub workflow tokens follow principle of least privilege
0Vulnerabilities114 existing vulnerabilities detected
Direct dependencies 23
RegistryPackageVersion constraintManifest
PyPIlanggraph-checkpoint>=2.1.2,<5.0.0libs/langgraph-oracledb/pyproject.toml
PyPIorjson>=3.11.5libs/langgraph-oracledb/pyproject.toml
PyPIoracledb>=2.2.0libs/langgraph-oracledb/pyproject.toml
PyPIlangchain-core>=0.3.78,<1.0.0libs/oci/pyproject.toml
PyPIlangchain-core>=1.4.0,<2.0.0libs/oci/pyproject.toml
PyPIlangchain>=0.3.20,<1.0.0libs/oci/pyproject.toml
PyPIlangchain>=1.0.0,<2.0.0libs/oci/pyproject.toml
PyPIoci>=2.173.0libs/oci/pyproject.toml
PyPIpydantic>=2,<3libs/oci/pyproject.toml
PyPIaiohttp>=3.12.14libs/oci/pyproject.toml
PyPIopenai>=2.6.1libs/oci/pyproject.toml
PyPIoci-openai>=1.0.0libs/oci/pyproject.toml
PyPIlangchain-openai>=0.3.35,<1.0.0libs/oci/pyproject.toml
PyPIlangchain-openai>=1.1.0,<2.0.0libs/oci/pyproject.toml
PyPIlanggraph>=0.2.0,<2.0.0libs/oci/pyproject.toml
PyPInumpy>=1.24libs/oci/pyproject.toml
PyPIlangchain-core>=0.3.15,<1.0.0libs/oracledb/pyproject.toml
PyPIlangchain-core>=1.0.0,<2.0.0libs/oracledb/pyproject.toml
PyPIlangchain-text-splitters>=0.3.0,<1.0.0libs/oracledb/pyproject.toml
PyPIlangchain-text-splitters>=1.0.0,<2.0.0libs/oracledb/pyproject.toml
PyPIoracledb>=2.2.0libs/oracledb/pyproject.toml
PyPIpydantic>=2,<3libs/oracledb/pyproject.toml
PyPInumpy>=1.21,<3libs/oracledb/pyproject.toml
All dependencies 935

Full resolved dependency set from the GitHub dependency graph: 23 direct and 912 indirect (transitive) packages. The transitive closure is complete when the repository commits a lockfile.

RegistryPackageVersionRelation
PyPIaiohttp3.13.5direct
PyPIlangchain0.3.27direct
PyPIlangchain-core0.3.79direct
PyPIlangchain-core0.3.80direct
PyPIlangchain-core1.3.3direct
PyPIlangchain-openai0.3.35direct
PyPIlangchain-text-splitters0.3.11direct
PyPIlanggraph0.6.11direct
PyPIlanggraph-checkpoint2.1.2direct
PyPIlanggraph-checkpoint4.1.1direct
PyPInumpy2.0.2direct
PyPIoci2.173.0direct
PyPIoci-openai1.0.0direct
PyPIopenai2.8.1direct
PyPIoracledb3.4.0direct
PyPIoracledb3.4.2direct
PyPIoracledb4.0.0direct
PyPIorjson3.11.4direct
PyPIorjson3.11.5direct
PyPIorjson3.11.9direct
PyPIpydantic2.12.3direct
PyPIpydantic2.12.4direct
PyPIpydantic2.13.4direct
npm@babel/code-frame7.29.7indirect
npm@babel/helper-validator-identifier7.29.7indirect
npm@cfworker/json-schema4.1.1indirect
npm@esbuild/aix-ppc640.28.1indirect
npm@esbuild/android-arm0.28.1indirect
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npm@esbuild/linux-mips64el0.28.1indirect
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npm@esbuild/sunos-x640.28.1indirect
npm@esbuild/win32-arm640.28.1indirect
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npm@humanwhocodes/config-array0.13.0indirect
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npm@iarna/toml2.2.5indirect
npm@isaacs/cliui8.0.2indirect
npm@jridgewell/sourcemap-codec1.5.5indirect
npm@langchain/core1.2.3indirect
npm@langchain/core^1.0.0indirect
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npm@rollup/rollup-win32-x64-msvc4.62.3indirect
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npm@swc/core-linux-arm64-gnu1.15.47indirect
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npm@swc/core-linux-ppc64-gnu1.15.47indirect
npm@swc/core-linux-s390x-gnu1.15.47indirect
npm@swc/core-linux-x64-gnu1.15.47indirect
npm@swc/core-linux-x64-musl1.15.47indirect
npm@swc/core-win32-arm64-msvc1.15.47indirect
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PyPIlangchain-community0.3.31indirect
PyPIlangchain-google-genai4.2.2indirect
PyPIlangchain-huggingface0.3.1indirect
PyPIlangchain-oracledb1.4.0indirect
PyPIlangchain-protocol0.0.15indirect
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Dependency advisories 0

Installing pypi:langchain-oci@0.3.2 pulls in 65 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.

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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.