updated 2026-08-25 05:32 UTC

Qdrant

qdrant/qdrant

Qdrant - High-performance, massive-scale Vector Database and Vector Search Engine for the next generation of AI. Also av

Memory & Knowledge Rust Grade B Listed Apache-2.0
71.4/100
Rank #130 of 1308
Compare Qdrant

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Promising trust profile, but some evidence still deserves review.

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Listing state
Listed
Evidence coverage
Grade A · 4/5 signals
Last push
2026-08-25 · 0d ago
Recent change
No recent signal change

Is Qdrant safe? Qdrant scores 71.4/100 (Grade B), ranked #130 of 1308 tracked open-source AI agent projects, on evidence coverage A (4 of 5 independent signal types). The public evidence: no package-provenance attestation found; OSSF Scorecard rates its supply-chain practices 5.0/10; recent commits are unsigned; last pushed 2026-08-25. Every point is earned from checkable signals — never paid placement. How scoring works →

Ranked neighbours in Memory & Knowledge

#13 RAGFlow — 72.0 (B) → #14 Tidb — 71.5 (B) → #16 Cognee — 69.0 (B) → #17 Code-Graph-RAG — 68.6 (B) →

Quick Trust Read

What Would Improve It
Publish package provenance or release attestations for stronger supply-chain evidence.
Recent Changes
2026-08-17
Rank Moved
Rank rose 10 spots (#130 → #120)
2026-08-08
Rank Moved
Rank dropped 12 spots (#109 → #121)
2026-08-07
Drift Warning Cleared
Provenance drift warning cleared (now: partial)
Maintainer Checklist
Raise Scorecard signals Current OSSF Scorecard is 5.0/10. Tighten the weakest checks to improve public safety evidence.
Publish provenance Add package provenance or release attestations so users can verify where shipped artifacts came from.
Increase signed commits Raise the share of verified-signed commits to make maintainer identity and release history easier to trust.
Compare with another agent Get email alerts for Qdrant View Memory & Knowledge Report missing data
93.1
Activity sub-score · out of 100
#15
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 B reflects the trust score band: A ≥ 80, B ≥ 65, C ≥ 50, D < 50. Evidence coverage A is separate — it grades how many independent signal types back the score (4 of 5), so a high score on thin evidence stays visible. Full methodology →

Signals refreshed 2026-08-25 05:32 UTC · Repo last pushed today

Rank Trend

2026-08-11 2026-08-25

Activity & Reach

Stars
34.2k
Forks
2.6k
Last Push
2026-08-25
today
Commits (4 wk)
532
Downloads (7d)
5,867,974
pypi
HN mentions (30d)
3
Open Issues
496
Rank Change
=
was #130

Analysis

HVTrust Dimensions vs Memory & Knowledge

71.4 / 100 · 100.0% confidence

Qdrant Memory & Knowledge average (44 agents)

Safety / Integrity50% OSSF Scorecard · 30% provenance · 20% signed commits
6.2 / 25
3.8 below avg 10.0
Identity / Provenance60% listing status · 40% build provenance
10.8 / 18
1.3 below 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
20.0 / 20
2.4 above avg 17.6
AdoptionLog-scaled stars · package downloads
19.9 / 20
6.3 above avg 13.6

Activity Inputs

93.1 / 100
StarsRepository reach
27.2 / 30
FreshnessLast push recency
25.0 / 25
ActivityRecent commits
25 / 25
CommunityFork signal
15.9 / 20

Supply Chain Trust

Package Provenance
None
No package attestations found
OSSF Scorecard
5.0 / 10
OpenSSF Scorecard · scanned Aug 24, 2026
Signed Commits
—
Unable to query
Binary-Artifacts 10
Branch-Protection 6
CI-Tests 10
CII-Best-Practices 0
Code-Review 0
Contributors 10
Dangerous-Workflow 10
Dependency-Update-Tool 10
Fuzzing 0
License 10
Maintained 10
Packaging 10
Pinned-Dependencies 7
SAST 0
Security-Policy 0
Signed-Releases 0
Token-Permissions 0
Vulnerabilities 0

Is Qdrant safe?

Qdrant has a mixed signal profile. Some trust indicators are present, others are missing. Whether it is safe for your use case depends on which gaps matter to you — review the breakdown below before adopting in production.
Does Qdrant publish package provenance?
No published build provenance is currently detected for Qdrant. This is common for open-source projects but means consumers cannot independently verify that the package on the registry matches the GitHub source.
Does Qdrant have an OpenSSF Scorecard?
Qdrant has an OpenSSF Scorecard score of 5.0/10. 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 Qdrant actively maintained?
Actively maintained. The repository was pushed to within the last 1 day(s).
What license does Qdrant use?
Qdrant ships under Apache-2.0. A declared, OSI-approved license is one of the transparency signals HVTrust scores.

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.

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
None detected
No MCP server signal detected.
Detailed evidence is not shown in the public view.
External Service Dependencies
high confidence
1 detected
Public provider/service dependencies detected.
Credential signal: No explicit API-key/config marker detected.
Tool / Plugin Surface
high confidence
1 tags
Broad capability areas detected.
  • database
Detailed evidence is not shown in the public view.
Package Provenance Drift
medium confidence
Partial
Some package metadata matches; some source metadata is missing
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 Qdrant'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.

2026-08-07
Drift Warning Cleared
Provenance drift warning cleared (now: partial)
2026-06-05
Drift Warning Raised
Package-provenance drift warning: package metadata no longer clearly points at this repo

Maintain Qdrant?

For maintainers

HVTrust scores Qdrant 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
Rank 9Score 4HVTrust 4Drift 1Grade 1Drift 1
2026-08-17
Rank Moved
Rank rose 10 spots (#130 → #120)
2026-08-08
Rank Moved
Rank dropped 12 spots (#109 → #121)
2026-08-07
Drift Warning Cleared
Provenance drift warning cleared (now: partial)
2026-08-04
Rank Moved
Rank rose 78 spots (#254 → #176)
2026-08-04
HVTrust Changed
HVTrust up 6.1pts (57.4 → 63.5)
2026-08-04
Activity Score Changed
Activity score up 19pts (74 → 93)
2026-07-17
Rank Moved
Rank rose 24 spots (#262 → #238)
2026-07-17
Activity Score Changed
Activity score up 6pts (68 → 74)
2026-07-15
Rank Moved
Rank dropped 13 spots (#248 → #261)
2026-07-14
Rank Moved
Rank dropped 15 spots (#233 → #248)
2026-07-13
Rank Moved
Rank dropped 28 spots (#205 → #233)
2026-07-03
Grade Changed
Trust grade B → C
2026-07-03
Rank Moved
Rank dropped 75 spots (#88 → #163)
2026-07-03
HVTrust Changed
HVTrust down 8.0pts (69.6 → 61.6)
2026-07-03
Activity Score Changed
Activity score down 25pts (93 → 68)
2026-06-20
Rank Moved
Rank dropped 27 spots (#55 → #82)
2026-06-20
HVTrust Changed
HVTrust down 5.0pts (74.6 → 69.6)
2026-06-05
Drift Warning Raised
Package-provenance drift warning: package metadata no longer clearly points at this repo
2026-05-29
HVTrust Changed
HVTrust up 10.0pts (60.4 → 70.4)
2026-05-28
Activity Score Changed
Activity score up 25pts (68 → 93)
GitHub → PyPI: qdrant-client

Embed Badge Badge guide for maintainers →

For maintainers
HVTrust 71.4 Grade B
Markdown:
[![HVTrust](https://hvtracker.net/badge/qdrant.svg)](https://hvtracker.net/agents/qdrant)
HTML:
<a href="https://hvtracker.net/agents/qdrant"><img src="https://hvtracker.net/badge/qdrant.svg" alt="HVTrust"></a>

Other agents in Memory & Knowledge

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