Pyod has an HVTrust score of 72.3/100 (Grade B), ranked #109 of 1204 tracked AI agent projects. This score reflects verifiable supply-chain integrity, transparency, maintenance, and adoption signals.

What is the trust score for Pyod?

Pyod scores 72.3/100 on HVTracker's evidence-weighted HVTrust scale. It has 10.0k GitHub stars and is categorized under Agent Frameworks.

Pyod

yzhao062/pyod

A Python library for anomaly detection across tabular, time series, graph, text, image, and audio data. 60+ detectors, b

Agent Frameworks Python Grade B Listed BSD-2-Clause

72.3/100

Rank #109 of 1204

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Promising trust profile, but some evidence still deserves review.

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Listing state

Listed

Evidence coverage

Grade B · 3/5 signals

Last push

2026-08-02 · 7d ago

Recent change

Rank

Is Pyod safe? Pyod scores 72.3/100 (Grade B), ranked #109 of 1204 tracked open-source AI agent projects, on evidence coverage B (3 of 5 independent signal types). The public evidence: no package-provenance attestation found; OSSF Scorecard rates its supply-chain practices 5.5/10; 27% of recent commits are signed; last pushed 2026-08-02. Every point is earned from checkable signals — never paid placement. How scoring works →

Ranked neighbours in Agent Frameworks

#17 AutoGen — 74.4 (B) → #18 Microsoft Agent Framework — 73.3 (B) → #20 Claude Agent SDK — 71.6 (B) → #21 Zeroclaw — 69.7 (B) →

Quick Trust Read

What Would Improve It

Publish package provenance or release attestations for stronger supply-chain evidence.

Recent Changes

2026-08-08

Rank Moved

Rank dropped 10 spots (#98 → #108)

2026-08-01

Rank Moved

Rank rose 10 spots (#103 → #93)

2026-07-24

Rank Moved

Rank rose 12 spots (#118 → #106)

Maintainer Checklist

Raise Scorecard signals Current OSSF Scorecard is 5.5/10. 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 Pyod View Agent Frameworks Report missing data

78.5

Activity sub-score · out of 100

#19

In Agent Frameworks

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 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 →

Activity & Reach

Stars

10.0k

Forks

1.5k

Last Push

2026-08-02

7 days ago

Commits (4 wk)

Downloads (7d)

966,473

pypi

HN mentions (30d)

—

Open Issues

187

Rank Change

▼1

was #108

Analysis

HVTrust Dimensions vs Agent Frameworks

72.3 / 100 · 100.0% confidence

Pyod Agent Frameworks average (117 agents)

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

8.2 / 25

in line with avg 8.2

Identity / Provenance60% listing status · 40% build provenance

10.8 / 18

0.8 below avg 11.6

Transparency50% declared license · 50% OSSF Scorecard

13.2 / 17

1.6 above avg 11.6

Maintenance60% last-push freshness · 40% commit activity

16.5 / 20

2.2 above avg 14.3

AdoptionLog-scaled stars · package downloads

17.6 / 20

6.2 above avg 11.4

Activity Inputs

78.5 / 100

StarsRepository reach

24.0 / 30

FreshnessLast push recency

24.0 / 25

ActivityRecent commits

15.7 / 25

CommunityFork signal

14.8 / 20

Supply Chain Trust

Package Provenance

None

No package attestations found

OSSF Scorecard

5.5 / 10

OpenSSF Scorecard · scanned Aug 9, 2026

Signed Commits

27%

of last 100 commits verified

Binary-Artifacts 10

Branch-Protection 0

CI-Tests 7

CII-Best-Practices 0

Code-Review 5

Contributors 10

Dangerous-Workflow 10

Dependency-Update-Tool 10

Fuzzing 0

License 10

Maintained 10

Packaging -1

Pinned-Dependencies 0

SAST 9

Security-Policy 4

Signed-Releases -1

Token-Permissions 0

Vulnerabilities 2

Is Pyod safe?

Pyod 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 Pyod publish package provenance?

No published build provenance is currently detected for Pyod. This is common for open-source projects but means consumers cannot independently verify that the package on the registry matches the GitHub source.

Does Pyod have an OpenSSF Scorecard?

Pyod has an OpenSSF Scorecard score of 5.5/10. 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 Pyod actively maintained?

Actively maintained. The repository was pushed to within the last 7 day(s).

What license does Pyod use?

Pyod ships under BSD-2-Clause. A declared, OSI-approved license is one of the transparency signals HVTrust scores.

Are Pyod's commits signed?

27% of the last 100 commits to Pyod 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.

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

Pyod appears to expose MCP server capabilities.

Detailed evidence is not shown in the public view.

External Service Dependencies

high confidence

1 detected

Public provider/service dependencies detected.

OpenAI

Credential signal: No explicit API-key/config marker detected.

Tool / Plugin Surface

None detected

No clear plugin system or broad tool surface detected.

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 Pyod'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.

2026-06-05

Provider Added

Runtime surface grew — new detected provider dependency: OpenAI

2026-06-05

Mcp Status Changed

Detected MCP server support changed: none → implemented

2026-06-01

Activity Resumed

Activity resumed

Maintain Pyod?

For maintainers

HVTrust scores Pyod 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

2026-08-08

Rank Moved

Rank dropped 10 spots (#98 → #108)

2026-08-01

Rank Moved

Rank rose 10 spots (#103 → #93)

2026-07-24

Rank Moved

Rank rose 12 spots (#118 → #106)

2026-07-20

Grade Changed

Trust grade C → B

2026-07-20

Rank Moved

Rank rose 47 spots (#157 → #110)

2026-07-20

HVTrust Changed

HVTrust up 4.9pts (64.7 → 69.6)

2026-07-20

Activity Score Changed

Activity score up 13pts (59 → 72)

2026-07-17

Grade Changed

Trust grade B → C

2026-07-17

Rank Moved

Rank dropped 25 spots (#129 → #154)

2026-07-17

Activity Score Changed

Activity score down 8pts (67 → 60)

2026-07-14

Rank Moved

Rank dropped 11 spots (#106 → #117)

2026-07-13

Rank Moved

Rank dropped 14 spots (#92 → #106)

2026-07-03

Grade Changed

Trust grade B → C

2026-06-21

Grade Changed

Trust grade C → B

2026-06-20

Grade Changed

Trust grade B → C

2026-06-18

Grade Changed

Trust grade C → B

2026-06-17

Rank Moved

Rank rose 13 spots (#124 → #111)

2026-06-17

Activity Score Changed

Activity score up 5pts (72 → 78)

2026-06-13

Rank Moved

Rank rose 10 spots (#125 → #115)

2026-06-10

Grade Changed

Trust grade B → C

2026-06-10

Rank Moved

Rank dropped 31 spots (#90 → #121)

2026-06-10

HVTrust Changed

HVTrust down 4.6pts (66.5 → 61.9)

2026-06-10

Activity Score Changed

Activity score down 8pts (82 → 75)

2026-06-08

Grade Changed

Trust grade C → B

2026-06-08

Rank Moved

Rank rose 24 spots (#114 → #90)

2026-06-08

HVTrust Changed

HVTrust up 4.0pts (62.6 → 66.6)

2026-06-08

Activity Score Changed

Activity score up 7pts (75 → 82)

2026-06-07

Grade Changed

Trust grade B → C

2026-06-07

Rank Moved

Rank dropped 25 spots (#89 → #114)

2026-06-07

HVTrust Changed

HVTrust down 4.1pts (66.7 → 62.6)

2026-06-07

Activity Score Changed

Activity score down 7pts (82 → 75)

2026-06-06

Grade Changed

Trust grade D → B

2026-06-06

Rank Moved

Rank rose 89 spots (#178 → #89)

2026-06-06

HVTrust Changed

HVTrust up 27.4pts (39.3 → 66.7)

2026-06-05

Provider Added

Runtime surface grew — new detected provider dependency: OpenAI

2026-06-05

Mcp Status Changed

Detected MCP server support changed: none → implemented

2026-06-01

Scorecard Added

OSSF Scorecard: 4.9/10

2026-06-01

Activity Resumed

Activity resumed

2026-06-01

Grade Changed

Trust grade D → C

2026-06-01

Rank Moved

Rank rose 73 spots (#186 → #113)

2026-06-01

HVTrust Changed

HVTrust up 57.8pts (0.0 → 57.8)

2026-06-01

Activity Score Changed

Activity score up 82pts (0 → 82)

2026-05-31

Newly Listed

First tracked at rank #186

GitHub → PyPI: pyod

Embed Badge Badge guide for maintainers →

For maintainers

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Other agents in Agent Frameworks

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 v4.2 · Raw JSON