Is Graphiti safe to use?

Graphiti has an HVTrust score of 86.1/100 (Grade A), ranked #42 of 1308 tracked AI agent projects. This score reflects verifiable supply-chain integrity, transparency, maintenance, and adoption signals.

What is the trust score for Graphiti?

Graphiti scores 86.1/100 on HVTracker's evidence-weighted HVTrust scale. It has 30.1k GitHub stars and is categorized under Memory & Knowledge.

Graphiti

getzep/graphiti

Build Real-Time Knowledge Graphs for AI Agents

Memory & Knowledge Python Grade A Listed Apache-2.0

86.1/100

Rank #42 of 1308

Compare Graphiti

How does it stack up against its Memory & Knowledge neighbours?

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Strong public trust posture, backed by multiple independent signals.

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Listing state

Listed

Evidence coverage

Grade B · 3/5 signals

Last push

2026-08-18 · 1d ago

Recent change

No recent signal change

Is Graphiti safe? Graphiti scores 86.1/100 (Grade A), ranked #42 of 1308 tracked open-source AI agent projects, on evidence coverage B (3 of 5 independent signal types). The public evidence: its packages ship with cryptographic provenance; OSSF Scorecard rates its supply-chain practices 5.1/10; 81% of recent commits are signed; last pushed 2026-08-18. Every point is earned from checkable signals — never paid placement. How scoring works →

Ranked neighbours in Memory & Knowledge

#2 LanceDB — 86.8 (A) → #3 Mem0 — 86.3 (A) → #5 LightRAG — 84.1 (A) → #6 Hindsight — 83.1 (A) →

Quick Trust Read

What Would Improve It

Improve safety / integrity to lift the weakest part of the trust profile.

Maintainer Checklist

Raise Scorecard signals Current OSSF Scorecard is 5.1/10. Tighten the weakest checks to improve public safety evidence.

Compare with Vespa Get email alerts for Graphiti View Memory & Knowledge Report missing data

90.0

Activity sub-score · out of 100

In Memory & Knowledge

How to read this: HVTrust (0–100) weighs supply-chain signals (provenance, OSSF Scorecard, signed commits, open license) alongside real-world adoption. Grade A reflects the trust score band: A ≥ 80, B ≥ 65, C ≥ 50, D < 50. Evidence coverage B is separate — it grades how many independent signal types back the score (3 of 5), so a high score on thin evidence stays visible. Full methodology →

Rank Trend

2026-08-11 2026-08-19

Activity & Reach

Stars

30.1k

Forks

3.0k

Last Push

2026-08-18

yesterday

Commits (4 wk)

Downloads (7d)

298,963

pypi

HN mentions (30d)

—

Open Issues

281

Rank Change

▼4

was #38

Analysis

HVTrust Dimensions vs Memory & Knowledge

86.1 / 100 · 100.0% confidence

Graphiti Memory & Knowledge average (44 agents)

Safety / Integrity50% OSSF Scorecard · 30% provenance · 20% signed commits

17.9 / 25

8.0 above avg 9.9

Identity / Provenance60% listing status · 40% build provenance

18.0 / 18

5.9 above avg 12.1

Transparency50% declared license · 50% OSSF Scorecard

12.8 / 17

in line with avg 12.4

Maintenance60% last-push freshness · 40% commit activity

18.9 / 20

1.2 above avg 17.7

AdoptionLog-scaled stars · package downloads

18.0 / 20

4.4 above avg 13.6

Activity Inputs

90.0 / 100

StarsRepository reach

26.9 / 30

FreshnessLast push recency

24.9 / 25

ActivityRecent commits

21.9 / 25

CommunityFork signal

16.2 / 20

Supply Chain Trust

Package Provenance

Verified

pypi attestation

OSSF Scorecard

5.1 / 10

OpenSSF Scorecard · scanned Aug 18, 2026

Signed Commits

81%

of last 100 commits verified

Binary-Artifacts 10

Branch-Protection 5

CI-Tests 10

CII-Best-Practices 0

Code-Review 3

Contributors 3

Dangerous-Workflow 0

Dependency-Update-Tool 10

Fuzzing 0

License 10

Maintained 10

Packaging 10

Pinned-Dependencies 6

SAST 10

Security-Policy 4

Signed-Releases -1

Token-Permissions 0

Vulnerabilities 0

Is Graphiti safe?

Public supply-chain signals for Graphiti are strong: it has multiple independent trust indicators in place. This does not replace your own security review, but Graphiti carries less obvious unverified-evidence risk than projects with thin signals.

Does Graphiti publish package provenance?

Yes. Graphiti's package releases carry build provenance attestations, which cryptographically link the published package back to its source repository and CI workflow.

Does Graphiti have an OpenSSF Scorecard?

Graphiti has an OpenSSF Scorecard score of 5.1/10. The Scorecard checks for branch protection, signed releases, dependency updates, fuzzing, code review, and other supply-chain hygiene items. See the full check breakdown on this page.

Is Graphiti actively maintained?

Actively maintained. The repository was pushed to within the last 1 day(s).

What license does Graphiti use?

Graphiti ships under Apache-2.0. A declared, OSI-approved license is one of the transparency signals HVTrust scores.

Are Graphiti's commits signed?

81% of the last 100 commits to Graphiti are verified-signed (GPG, SSH, S/MIME, or GitHub's signing flow). Signed commits help confirm that code was authored by who the commit claims.

Not a safety endorsement. HVTracker describes what public signals show, not whether a project is safe for your use case. Run your own security review before adopting in production.

Compare Graphiti head-to-head

Graphiti vs Vespa → Graphiti vs LanceDB → Graphiti vs Mem0 →

AI agent surface

MCP, providers, tool surface

Scored in HVTrust

These runtime-trust fields — detected from public repo docs and manifests — contribute a bounded adjustment to this project's HVTrust score alongside supply-chain evidence. The exact values each field can add or subtract are documented in the methodology → Compare this surface across every listed agent in the capability matrix →

MCP Server Support

high confidence

Implemented

Graphiti appears to expose MCP server capabilities.

Detailed evidence is not shown in the public view.

External Service Dependencies

high confidence

6 detected

Public provider/service dependencies detected.

Credential signal: API keys or service config markers documented.

Tool / Plugin Surface

medium confidence

1 tags

Broad capability areas detected.

database

Detailed evidence is not shown in the public view.

Package Provenance Drift

high confidence

Match

Published package metadata matches the tracked repo

Detailed evidence is not shown in the public view.

MCP signal live
External deps live
Tool / plugin surface live
Package provenance drift live

How this surface has changed

Detected changes to Graphiti's runtime surface and supply-chain posture, from daily public-signal snapshots. A change here means our detectors see something different — a genuinely changed capability, or better evidence of an existing one.

2026-06-16

Provider Added

Runtime surface grew — new detected provider dependency: Redis

2026-06-15

Provider Removed

Runtime surface shrank — no longer detected: Redis

2026-06-13

Provider Added

Runtime surface grew — new detected provider dependency: Redis

2026-06-11

Provider Removed

Runtime surface shrank — no longer detected: Redis

2026-06-10

Provider Added

Runtime surface grew — new detected provider dependency: Redis

2026-06-08

Provider Removed

Runtime surface shrank — no longer detected: Redis

2026-06-07

Provider Added

Runtime surface grew — new detected provider dependency: Redis

Maintain Graphiti?

For maintainers

HVTrust scores Graphiti from public signals only — we never contact maintainers first. If a signal is wrong, stale, or missing (provenance you publish, a Scorecard you run, signed releases), tell us and we'll review it. Corrections are public and tracked on GitHub.

Submit a correction → Add the trust badge

Reputation Timeline

Signal history

2026-06-16

Provider Added

Runtime surface grew — new detected provider dependency: Redis

2026-06-16

Grade Changed

Trust grade B → A

2026-06-16

Rank Moved

Rank rose 11 spots (#38 → #27)

2026-06-16

HVTrust Changed

HVTrust up 6.8pts (78.2 → 85.0)

2026-06-16

Activity Score Changed

Activity score up 12pts (76 → 88)

2026-06-15

Provider Removed

Runtime surface shrank — no longer detected: Redis

2026-06-15

Grade Changed

Trust grade A → B

2026-06-15

HVTrust Changed

HVTrust down 6.4pts (84.6 → 78.2)

2026-06-15

Activity Score Changed

Activity score down 12pts (88 → 76)

2026-06-13

Provider Added

Runtime surface grew — new detected provider dependency: Redis

2026-06-13

Grade Changed

Trust grade B → A

2026-06-13

HVTrust Changed

HVTrust up 6.4pts (78.4 → 84.8)

2026-06-13

Activity Score Changed

Activity score up 12pts (76 → 88)

2026-06-11

Provider Removed

Runtime surface shrank — no longer detected: Redis

2026-06-11

Grade Changed

Trust grade A → B

2026-06-11

Rank Moved

Rank dropped 10 spots (#29 → #39)

2026-06-11

HVTrust Changed

HVTrust down 6.4pts (84.8 → 78.4)

2026-06-11

Activity Score Changed

Activity score down 12pts (88 → 76)

2026-06-10

Provider Added

Runtime surface grew — new detected provider dependency: Redis

2026-06-10

Grade Changed

Trust grade B → A

2026-06-10

HVTrust Changed

HVTrust up 6.5pts (78.3 → 84.8)

2026-06-10

Activity Score Changed

Activity score up 12pts (76 → 88)

2026-06-08

Provider Removed

Runtime surface shrank — no longer detected: Redis

2026-06-08

Grade Changed

Trust grade A → B

2026-06-08

HVTrust Changed

HVTrust down 4.5pts (82.8 → 78.3)

2026-06-08

Activity Score Changed

Activity score down 8pts (84 → 76)

2026-06-07

Provider Added

Runtime surface grew — new detected provider dependency: Redis

2026-06-07

Grade Changed

Trust grade B → A

2026-06-07

HVTrust Changed

HVTrust up 4.3pts (78.5 → 82.8)

2026-06-07

Activity Score Changed

Activity score up 8pts (76 → 84)

2026-05-29

HVTrust Changed

HVTrust up 11.6pts (67.1 → 78.7)

2026-05-28

Activity Score Changed

Activity score up 10pts (67 → 77)

2026-05-27

Scorecard Added

OSSF Scorecard: 4.9/10

2026-05-27

HVTrust Changed

HVTrust up 10.3pts (49.0 → 59.3)

2026-05-25

Rank Moved

Rank dropped 23 spots (#35 → #58)

2026-05-24

Newly Listed

First tracked at rank #35

GitHub → PyPI: graphiti-core

Embed Badge Badge guide for maintainers →

For maintainers

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Other agents in Memory & Knowledge

Data sources
GitHub REST API (repo, commits, stars, forks, license) · PyPI / pypistats (downloads, provenance) · OpenSSF Scorecard CLI
Each agent's signals refresh once daily across 6 staggered batches. Methodology v4.3 · Raw JSON