Public record
Software health reportschema 0.31.0 · metrics 2.10.0 · 2026-08-13 04:27 UTC

getzep / graphiti

Build Real-Time Knowledge Graphs for AI Agents

PythonApache-2.0★ 29,869 stars⑂ 3,023 forkssince Aug 2024View on GitHub ↗
KindNetwork serviceMCP serverLibraryhow this is determined

getzep/graphiti holds a health index of 93 out of 100, placing it in the Exceptional band. It scores highest on Vitality (99/100) and lowest on Security (61/100). It was last updated today. 2 contributors account for most of its recent work.

93
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.

93
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 79 is calibrated to 93 on the published index scale (record calibration 2026-08-02).

Ownership

ZepOrganization
488 followers14 public repossince May 2023

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

Package ecosystems

RegistryPackageVersionDownloads / moVersionsLast publish
PyPIgraphiti-core0.29.31,557,78119216 days ago
PyPImcp-server0.1.4-5488 days ago

Metrics by category

Vitality

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

99Exceptional · 21% of overall
How it's scored
36/36Push recencylast push 0 days ago
34.6/36Commit cadence50/52 weeks with commits
18/18Commit volume386 commits in the last year
10/10OpenSSF Scorecard: Maintained30 commit(s) and 1 issue activity found in the last 90 days -- score normalized to 10
Inputs used
commits_last_year386
human_commit_share0.45
days_since_last_push0
active_weeks_last_year50

Release discipline

100Exceptional
How it's scored
27/27Ships releases100 releases published
36/36Release recencylatest release 16 days ago
27/27Release cadencea release every ~18.4 days
0/10OpenSSF Scorecard: Signed-Releasesno data
Inputs used
releases_count100
latest_release_tagv0.29.3
releases_from_tagsno
days_since_latest_release16
mean_days_between_releases18.4
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?

96Exceptional · 17% of overall
How it's scored
60/60Stars29,869 stars
25/25Forks3,023 forks
12.3/15Watchers165 watchers
Inputs used
forks3,023
stars29,869
watchers165
growth_stateunverified
growth_factor_pct100
growth_unverified_reasonno_history

Community health

92Excellent
How it's scored
22.5/22.5README
22.5/22.5Licenserecognized license (Apache-2.0)
18/18CONTRIBUTING guide
13.5/13.5Code of conduct
0/7.2Issue template
6.3/6.3PR template
Inputs used
has_readmeyes
has_licenseyes
readme_badges6
has_contributingyes
has_issue_templateno
has_code_of_conductyes
readme_badge_servicesgithub.com, shields.io
has_pull_request_templateyes
How it's scored
80/80Monthly downloads1,557,781 downloads/month across pypi
0/20Registry dependentsnot reported by this ecosystem
Inputs used
packagesgraphiti-core
dependents
ecosystemspypi
total_downloads
monthly_downloads1,557,781
unverified_packages_excludedmcp-server
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?

69Good · 23% of overall
How it's scored
25.2/54Bus factor2 contributor(s) cover half of all commits
12.6/22.5Commit distributiontop contributor authored 44% of commits
13.5/13.5Contributor breadth56 contributors
3/10OpenSSF Scorecard: Contributorsproject has 1 contributing companies or organizations -- score normalized to 3
Inputs used
bus_factor2
contributors_sampled56
top_contributor_share0.441
How it's scored
18.6/42Issue resolution44% of issues closed
21.9/30PR acceptance762/1,042 decided PRs merged
4/13Newcomer PR acceptance4/13 first-time contributors' PRs merged in 30d
6/15OpenSSF Scorecard: Code-ReviewFound 14/30 approved changesets -- score normalized to 4
Inputs used
merged_prs762
open_issues279
closed_issues221
prs_merged_7d2
prs_decided_7d7
prs_merged_30d24
prs_decided_30d47
issue_closed_ratio0.442
closed_unmerged_prs280
first_time_authors_30d11
first_time_prs_merged_30d4
first_time_prs_decided_30d13
How it's scored
30/30Ownership backingorganization-owned
0/20Verified domainverified-domain status not read for this organization
19.3/25Owner reach488 followers of getzep
15.1/25Track record14 public repos, account ~3 yr old
Inputs used
followers488
owner_typeOrganization
is_verified
owner_logingetzep
public_repos14
account_age_days1,193
Excluded from scoring (no data or not applicable): Verified domain. Remaining weights renormalized.

Package maintenance

100Exceptional
How it's scored
25/25Published & resolvable2 package(s) on pypi
35/35Publish recencylatest publish 16 days ago
20/20Version history192 published versions
20/20Not deprecatedactive, not deprecated or yanked
Inputs used
packagesgraphiti-core, mcp-server
ecosystemspypi
any_deprecatedno
min_days_since_publish16

Engineering Quality

Are baseline engineering and documentation practices in place?

67Good · 19% of overall
How it's scored
24/24CI workflows13 workflow(s)
24/24Tests present
0/16Linter config
0/9.6Pre-commit hooks
0/6.4.editorconfig
20/20OpenSSF Scorecard: CI-Tests14 out of 14 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
How it's scored
30/30README
0/25Documentation directory
15/15Documentation / homepage sitehttps://help.getzep.com/graphiti
10/10Repository description
10/10Topics4 topics
0/10Wiki
Inputs used
topicsagents, graph, llms, rag
has_wikino
homepagehttps://help.getzep.com/graphiti
docs_sitehttps://help.getzep.com/graphiti
has_readmeyes
has_docs_dirno
has_descriptionyes

Security

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

61Moderate · 16% of overall
How it's scored
7.5/7.5Binary-Artifactsno binaries found in the repo
3.8/7.5Branch-Protectionbranch protection is not maximal on development and all release branches
2.5/2.5CI-Tests14 out of 14 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 14/30 approved changesets -- score normalized to 4
0.8/2.5Contributorsproject has 1 contributing companies or organizations -- score normalized to 3
0/10Dangerous-Workflowdangerous 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 1 issue activity found in the last 90 days -- score normalized to 10
5/5Packagingpackaging workflow detected
3/5Pinned-Dependenciesdependency not pinned by hash detected -- score normalized to 6
5/5SASTSAST tool is run on all commits
2/5Security-Policysecurity policy file detected
0/7.5Signed-Releasesno data
0/7.5Token-Permissionsdetected GitHub workflow tokens with excessive permissions
0/7.5Vulnerabilities48 existing vulnerabilities detected
Inputs used
sourceopenssf_scorecard
checks_evaluated17
scorecard_versionv5.5.0
checks_inconclusive1
scorecard_aggregate5.1
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 advisoriesno direct dependency carries a known advisory
25/25Indirect dependencies free of known advisoriesno indirect dependency carries a known advisory
0/40No advisories left outstandingno advisory carries a publication date
Inputs used
sourceosv
advisories0
affected_packages0
assessed_packages27
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:graphiti-core@0.29.3 runtime dependency closure — what installing the published package pulls in — 27 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.

81Excellent · 4% of overall
How it's scored
45/45Agent instructionsAGENTS.md, CLAUDE.md
0/15Machine-readable docs (llms.txt)
40/40Legible commit history45 of 45 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
agent_instruction_max_bytes6,672
How it's scored
18/18One-command bootstrapMakefile, server/Makefile
22/22Automated tests
0/11Lint / format config
11/11Static type checkinggraphiti_core/py.typed, py.typed
10/10Reproducible environmentDockerfile, lockfile
10/10Demonstrated agent practice28 of the last 100 commits agent-authored or agent-credited
8/8Automated maintenance10 of the last 100 commits are automated dependency updates
6/10OpenSSF Scorecard: Pinned-Dependenciesdependency not pinned by hash detected -- score normalized to 6
Inputs used
has_nixno
has_testsyes
lockfilesuv.lock
has_dockerfileyes
typed_languageno
bootstrap_filesMakefile, server/Makefile
has_devcontainerno
has_linter_configno
typecheck_configsgraphiti_core/py.typed, py.typed
agent_commit_share0.28
toolchain_manifests
dependency_bot_commit_share0.1
How it's scored
27/45Type-checkable codePython with type-check config (graphiti_core/py.typed, py.typed)
54.4/55Manageable file sizes3/264 source files over 60KB
Inputs used
primary_languagePython
largest_source_bytes73,143
source_files_sampled264
oversized_source_files3
How it's scored
0/40API schema (OpenAPI/GraphQL/proto)
20/20MCP server
40/40Runnable examplesexamples, notebooks
Inputs used
example_dirsexamples, notebooks
has_mcp_signalyes
api_schema_files
interfaces_expected_ofnetwork-service

Key facts

29,869GitHub stars
56contributors
386commits, last 12 months
0days since last push
100releases
2bus factor
279open 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 37 authors (cap 12)
  • Could not fetch pypi package 'graph-service' from its registry

More detail

Star and fork history 0 ★ / 3,023 ⇿
0Stars
3,023Forks
17Releases

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.

2,0002,2002,4002,6002,8003,0003,2003,023132026-012026-042026-08
Major 0Minor 4Patch 9
OpenSSF Scorecard 5.1 / 10
5.1aggregate

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 · 2026-08-13 04:26 UTC

10Binary-Artifactsno binaries found in the repo
5Branch-Protectionbranch protection is not maximal on development and all release branches
10CI-Tests14 out of 14 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 14/30 approved changesets -- score normalized to 4
3Contributorsproject has 1 contributing companies or organizations -- score normalized to 3
0Dangerous-Workflowdangerous workflow patterns detected
10Dependency-Update-Toolupdate 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
6Pinned-Dependenciesdependency not pinned by hash detected -- score normalized to 6
10SASTSAST tool is run on all commits
4Security-Policysecurity policy file detected
n/aSigned-Releasesno releases found
0Token-Permissionsdetected GitHub workflow tokens with excessive permissions
0Vulnerabilities48 existing vulnerabilities detected
Direct dependencies 18
RegistryPackageVersion constraintManifest
PyPImcp>=1.27.2,<2mcp_server/pyproject.toml
PyPIopenai>=2.41.0mcp_server/pyproject.toml
PyPIgraphiti-core>=0.29.2mcp_server/pyproject.toml
PyPIpydantic-settings>=2.0.0mcp_server/pyproject.toml
PyPIpyyaml>=6.0.3mcp_server/pyproject.toml
PyPItyping-extensions>=4.0.0mcp_server/pyproject.toml
PyPIpydantic>=2.11.5pyproject.toml
PyPIneo4j>=5.26.0pyproject.toml
PyPIopenai>=1.91.0pyproject.toml
PyPItenacity>=9.0.0pyproject.toml
PyPInumpy>=1.0.0pyproject.toml
PyPIpython-dotenv>=1.0.1pyproject.toml
PyPIposthog>=3.0.0pyproject.toml
PyPIfastapi>=0.115.0server/pyproject.toml
PyPIgraphiti-core>=0.28.2server/pyproject.toml
PyPIpydantic-settings>=2.4.0server/pyproject.toml
PyPIuvicorn>=0.44.0server/pyproject.toml
PyPIhttpx>=0.28.1server/pyproject.toml
All dependencies 359

Full resolved dependency set from the GitHub dependency graph: 34 direct and 325 indirect (transitive) packages. The transitive closure is complete when the repository commits a lockfile.

RegistryPackageVersionRelation
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PyPIpyasn1-modules0.4.2indirect
PyPIpycparser2.22indirect
PyPIpycparser2.23indirect
PyPIpydantic-core2.33.2indirect
PyPIpydantic-core2.41.5indirect
PyPIpygments2.20.0indirect
PyPIpyjwt2.13.0indirect
PyPIpyrightindirect
PyPIpyright1.1.402indirect
PyPIpyright1.1.408indirect
PyPIpytestindirect
PyPIpytest9.0.3indirect
PyPIpytest-asyncioindirect
PyPIpytest-asyncio1.3.0indirect
PyPIpytest-asyncio1.4.0indirect
PyPIpytest-timeout2.4.0indirect
PyPIpytest-xdistindirect
PyPIpytest-xdist3.7.0indirect
PyPIpytest-xdist3.8.0indirect
PyPIpython-dateutil2.9.0.post0indirect
PyPIpython-json-logger4.0.0indirect
PyPIpython-multipart0.0.32indirect
PyPIpytz2025.2indirect
PyPIpywin32311indirect
PyPIpywinpty3.0.2indirect
PyPIpyzmq27.1.0indirect
PyPIredis5.3.1indirect
PyPIredis7.1.0indirect
PyPIredis8.0.0indirect
PyPIreferencing0.37.0indirect
PyPIregex2025.11.3indirect
PyPIregex2025.7.34indirect
PyPIrequests2.33.0indirect
PyPIrequests-toolbelt1.0.0indirect
PyPIrfc3339-validator0.1.4indirect
PyPIrfc3986-validator0.1.1indirect
PyPIrfc3987-syntax1.1.0indirect
PyPIrich14.0.0indirect
PyPIrich15.0.0indirect
PyPIrich-toolkit0.14.7indirect
PyPIrpds-py0.30.0indirect
PyPIrsa4.9.1indirect
PyPIruffindirect
PyPIruff0.12.1indirect
PyPIruff0.14.11indirect
PyPIruff0.15.18indirect
PyPIs3transfer0.16.0indirect
PyPIsafetensors0.6.2indirect
PyPIsafetensors0.7.0indirect
PyPIscikit-learn1.7.1indirect
PyPIscikit-learn1.7.2indirect
PyPIscikit-learn1.8.0indirect
PyPIscipy1.15.3indirect
PyPIscipy1.17.0indirect
PyPIsend2trash2.0.0indirect
PyPIsentence-transformersindirect
PyPIsentence-transformers5.2.0indirect
PyPIsentence-transformers5.4.0indirect
PyPIsentencepiece0.2.1indirect
PyPIsetuptools80.9.0indirect
PyPIshellingham1.5.4indirect
PyPIsix1.17.0indirect
PyPIsniffio1.3.1indirect
PyPIsoupsieve2.8.1indirect
PyPIsse-starlette2.3.6indirect
PyPIstack-data0.6.3indirect
PyPIstarlette1.3.1indirect
PyPIsympy1.14.0indirect
PyPIterminado0.18.1indirect
PyPIthreadpoolctl3.6.0indirect
PyPItiktoken0.12.0indirect
PyPItinycss21.4.0indirect
PyPItokenizers0.22.2indirect
PyPItomli2.2.1indirect
PyPItomli2.4.0indirect
PyPItorch2.12.1indirect
PyPItornado6.5.7indirect
PyPItqdm4.67.1indirect
PyPItraitlets5.14.3indirect
PyPItransformersindirect
PyPItransformers5.0.0rc3indirect
PyPItriton3.7.1indirect
PyPItyper0.16.0indirect
PyPItyper0.24.1indirect
PyPItyper-slim0.24.0indirect
PyPItyping-inspection0.4.1indirect
PyPItyping-inspection0.4.2indirect
PyPItzdata2025.2indirect
PyPItzdata2025.3indirect
PyPIuri-template1.3.0indirect
PyPIurllib32.7.0indirect
PyPIuuid-utils0.13.0indirect
PyPIuuid-utils0.14.0indirect
PyPIuvloop0.21.0indirect
PyPIvoyageaiindirect
PyPIvoyageai0.3.7indirect
PyPIwatchfiles1.1.0indirect
PyPIwcwidth0.2.14indirect
PyPIwebcolors25.10.0indirect
PyPIwebencodings0.5.1indirect
PyPIwebsocket-client1.9.0indirect
PyPIwebsockets15.0.1indirect
PyPIxxhash3.6.0indirect
PyPIyarl1.20.1indirect
PyPIyarl1.22.0indirect
PyPIzipp3.23.0indirect
PyPIzstandard0.24.0indirect
PyPIzstandard0.25.0indirect
Dependency advisories 0

Installing pypi:graphiti-core@0.29.3 pulls in 27 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 v0.31.0 — full methodology · metrics wiki.

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