Is paritok-4b-v1 safe to use?

paritok-4b-v1 has an HVTrust score of 46.3/100 (Grade D), ranked #1068 of 1371 tracked AI agent projects. This score reflects verifiable supply-chain integrity, transparency, maintenance, and adoption signals.

What is the trust score for paritok-4b-v1?

paritok-4b-v1 scores 46.3/100 on HVTracker's evidence-weighted HVTrust scale. It has 1.5k GitHub stars and is categorized under LLM Gateways & Infra.

paritok-4b-v1

Repository

Website

Non-destructive compression gateway for AI coding agents. Cuts token bills 25% on turn 1 to past 85% in long or saturated sessions, and fits ~3× more turns in the same context window. Powered by our open-source code-native 4B model. Drop-in for Claude Code, Cursor, Codex, OpenHands, and any…

LLM Gateways & Infra Python Listed Apache-2.0

Is paritok-4b-v1 safe? Thin or incomplete trust evidence. Review carefully before production use.

OSSF Scorecard 2.6 / 10

Provenance None

Signed commits 11%

Last push 5d ago

Compare paritok-4b-v1

How does it stack up against its LLM Gateways & Infra neighbours?

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In detail: paritok-4b-v1 scores 46.3/100 (Grade D), ranked #1068 of 1371 tracked open-source AI agent projects, on evidence coverage C (2 of 5 independent signal types). The public evidence: no package-provenance attestation found; OSSF Scorecard rates its supply-chain practices 2.6/10; 11% of recent commits are signed; last pushed 2026-10-06. Every point is earned from checkable signals — never paid placement. How scoring works →

How paritok-4b-v1 could raise its score

Each line changes one public signal and recomputes with the live scoring function. The gains don't add up exactly, because the score is capped near the top.

Raise the OSSF Scorecard from 2.6 to 9.0lowest checks: Branch-Protection 0, CII-Best-Practices 0, Dependency-Update-Tool 0 +13.4 → 59.7 C · #9 of 14
Sign every commit11% signed today +4.4 → 50.7 C · #12 of 14

Already done? Suggest a correction Add the trust badge

Chain of custody

Scanners check what the code says. This traces who ships paritok-4b-v1 and whether that has changed: from the source repository, through how changes are reviewed and released, to the code you run. These are the checks for OWASP ASI04 Agentic Supply Chain Vulnerabilities.

Source Partly signed

github.com/Paritok-official/paritok-4b-v1, Apache-2.0, last pushed 2026-10-06. 11% of the last 100 commits carry a verified signature; the rest can't be tied to a verified identity.
Review and release Weak

OpenSSF Scorecard rates the repository's practices 2.6/10 (scanned Oct 8, 2026). The checks that decide who can get a change released:
- Code Review1
- Branch Protection0
- Signed Releasesn/a
- Dangerous Workflow10
- Token Permissions0
- Pinned Dependencies0
All 18 Scorecard checks

Binary-Artifacts 10

Branch-Protection 0

CI-Tests 2

CII-Best-Practices 0

Code-Review 1

Contributors 6

Dangerous-Workflow 10

Dependency-Update-Tool 0

Fuzzing 0

License 10

Maintained 0

Packaging -1

Pinned-Dependencies 0

SAST 0

Security-Policy 0

Signed-Releases -1

Token-Permissions 0

Vulnerabilities 2
Published packages None

No registry package. paritok-4b-v1 is used from its repository, so what you run is whatever you check out: pin a release tag or commit.

Changes to this chain

2026-08-29 OSSF Scorecard: 2.6/10

Evidence behind this score

Coverage C: 2 of 5 independent evidence types found.

GitHub repository data
Package downloads (missing)
Supply-chain checks
Public actions (missing)
Community mentions (missing)

Verify this score yourself

Every build re-issues paritok-4b-v1’s score as an Ed25519-signed credential, valid for 7 days. You can check it offline against HVTracker’s published key; if anyone changes a number after signing, verification fails.

Signed credential (JSON) How to verify

What this score doesn’t check

It covers who ships the code, not what the code does. It doesn’t read tool descriptions or prompts for injected instructions, watch runtime behaviour, or find bugs nobody has disclosed yet. For that, run a content scanner before you connect it, such as Cisco MCP Scanner or Snyk Agent Scan.

How paritok-4b-v1 compares in LLM Gateways & Infra

Bars show each HVTrust score; the tick marks paritok-4b-v1’s 46.3.

Where the 46.3 comes from

HVTrust dimensions vs the LLM Gateways & Infra average

46.3 / 100 · 100.0% confidence

paritok-4b-v1 LLM Gateways & Infra average (14 agents)

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

3.8 / 25

6.3 below avg 10.1

Identity / Provenance60% listing status · 40% build provenance

10.8 / 18

0.5 below avg 11.3

Transparency50% declared license · 50% OSSF Scorecard

10.7 / 17

1.9 below avg 12.6

Maintenance60% last-push freshness · 40% commit activity

15.7 / 20

0.8 below avg 16.5

AdoptionLog-scaled stars · package downloads

7.6 / 20

5.7 below avg 13.3

Quick Trust Read

What Would Improve It

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

Recent Changes

2026-10-11

Rank Moved

Rank dropped 15 spots (#1053 → #1068)

2026-10-08

Rank Moved

Rank dropped 14 spots (#1030 → #1044)

2026-10-06

Rank Moved

Rank rose 34 spots (#1063 → #1029)

Maintainer Checklist

Raise Scorecard signals Current OSSF Scorecard is 2.6/10. 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 paritok-4b-v1 View LLM Gateways & Infra Report missing data

65.9

Activity sub-score · out of 100

#12

In LLM Gateways & Infra

How to read this: HVTrust (0–100) weighs supply-chain signals (provenance, OSSF Scorecard, signed commits, open license) alongside real-world adoption. Grade D reflects the trust score band: A ≥ 80, B ≥ 65, C ≥ 50, D < 50. Evidence coverage C is separate — it grades how many independent signal types back the score (2 of 5), so a high score on thin evidence stays visible. Full methodology →

Rank Trend

2026-09-29 2026-10-10

Activity & Reach

Stars

1.5k

Forks

140

Last Push

2026-10-06

5 days ago

Commits (4 wk)

Downloads (7d)

—

HN mentions (30d)

—

Open Issues

Rank Change

▼15

was #1053

Analysis

Activity Inputs

65.9 / 100

StarsRepository reach

19.0 / 30

FreshnessLast push recency

24.3 / 25

ActivityRecent commits

12.5 / 25

CommunityFork signal

10.0 / 20

Common questions about paritok-4b-v1

Public trust evidence for paritok-4b-v1 is thin: several supply-chain signals are missing or weak. This does not mean the project is unsafe — it means an outside observer cannot easily verify the usual integrity checks. Treat with extra scrutiny.

Does paritok-4b-v1 publish package provenance?

No published build provenance is currently detected for paritok-4b-v1. This is common for open-source projects but means consumers cannot independently verify that the package on the registry matches the GitHub source.

Does paritok-4b-v1 have an OpenSSF Scorecard?

paritok-4b-v1 has an OpenSSF Scorecard score of 2.6/10. 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 paritok-4b-v1 actively maintained?

Actively maintained. The repository was pushed to within the last 5 day(s).

What license does paritok-4b-v1 use?

paritok-4b-v1 ships under Apache-2.0. A declared, OSI-approved license is one of the transparency signals HVTrust scores.

Are paritok-4b-v1's commits signed?

11% of the last 100 commits to paritok-4b-v1 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

None detected

No MCP server signal detected.

Detailed evidence is not shown in the public view.

External Service Dependencies

high confidence

3 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

N/A

No package source configured

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 paritok-4b-v1'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.

2026-09-23

Provider Added

Runtime surface grew — new detected provider dependencies: Anthropic, OpenAI, Redis

Maintain paritok-4b-v1?

For maintainers

HVTrust scores paritok-4b-v1 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

2026-10-11

Rank Moved

Rank dropped 15 spots (#1053 → #1068)

2026-10-08

Rank Moved

Rank dropped 14 spots (#1030 → #1044)

2026-10-06

Rank Moved

Rank rose 34 spots (#1063 → #1029)

2026-09-28

Rank Moved

Rank dropped 11 spots (#1023 → #1034)

2026-09-27

Rank Moved

Rank rose 16 spots (#1039 → #1023)

2026-09-23

Provider Added

Runtime surface grew — new detected provider dependencies: Anthropic, OpenAI, Redis

2026-09-23

Rank Moved

Rank dropped 512 spots (#510 → #1022)

2026-09-23

HVTrust Changed

HVTrust up 5.9pts (40.4 → 46.3)

2026-09-22

Newly Listed

First tracked at rank #510

2026-09-21

Removed From Active Tracking

Removed from active tracking

2026-09-17

Rank Moved

Rank dropped 15 spots (#969 → #984)

2026-09-15

Rank Moved

Rank dropped 11 spots (#961 → #972)

2026-09-14

Rank Moved

Rank dropped 10 spots (#951 → #961)

2026-09-11

Rank Moved

Rank dropped 12 spots (#922 → #934)

2026-09-09

Rank Moved

Rank dropped 18 spots (#906 → #924)

2026-09-07

Rank Moved

Rank dropped 36 spots (#867 → #903)

2026-09-06

Rank Moved

Rank dropped 21 spots (#846 → #867)

2026-09-05

Rank Moved

Rank dropped 61 spots (#785 → #846)

2026-09-04

Grade Changed

Trust grade C → D

2026-09-04

Rank Moved

Rank dropped 32 spots (#753 → #785)

2026-09-03

Rank Moved

Rank dropped 53 spots (#700 → #753)

2026-09-02

Grade Changed

Trust grade D → C

2026-09-02

Rank Moved

Rank dropped 22 spots (#678 → #700)

2026-09-01

Grade Changed

Trust grade C → D

2026-09-01

Rank Moved

Rank dropped 26 spots (#652 → #678)

2026-08-31

Rank Moved

Rank dropped 43 spots (#609 → #652)

2026-08-30

Rank Moved

Rank dropped 10 spots (#599 → #609)

2026-08-29

Scorecard Added

OSSF Scorecard: 2.6/10

2026-08-29

Grade Changed

Trust grade D → C

2026-08-29

Rank Moved

Rank rose 533 spots (#1132 → #599)

2026-08-29

HVTrust Changed

HVTrust up 29.2pts (21.1 → 50.3)

2026-08-28

Rank Moved

Rank dropped 22 spots (#1110 → #1132)

2026-08-27

Rank Moved

Rank dropped 16 spots (#1094 → #1110)

2026-08-26

Newly Listed

First tracked at rank #1094

GitHub → Website →

Embed Badge Badge guide for maintainers →

For maintainers

Markdown:
            [![HVTrust](https://hvtracker.net/badge/paritok-4b-v1.svg)](https://hvtracker.net/agents/paritok-4b-v1)
            
HTML:
            <a href="https://hvtracker.net/agents/paritok-4b-v1"><img src="https://hvtracker.net/badge/paritok-4b-v1.svg" alt="HVTrust"></a>

Other agents in LLM Gateways & Infra

Data sources
GitHub REST API (repo, commits, stars, forks, license) · OpenSSF Scorecard CLI
Each agent's signals refresh once daily across 6 staggered batches. Methodology v4.4 · Raw JSON

paritok-4b-v1

How paritok-4b-v1 could raise its score

Chain of custody

Source Partly signed

Review and release Weak

Published packages None

Changes to this chain

Evidence behind this score

Verify this score yourself

What this score doesn’t check

How paritok-4b-v1 compares in LLM Gateways & Infra

Where the 46.3 comes from

HVTrust dimensions vs the LLM Gateways & Infra average

Quick Trust Read

Rank Trend

Activity & Reach

Analysis

Activity Inputs

Common questions about paritok-4b-v1

AI agent surface

Maintain paritok-4b-v1?

Reputation Timeline

Embed Badge Badge guide for maintainers →

Other agents in LLM Gateways & Infra