Is BettaFish safe to use?

BettaFish has an HVTrust score of 55.1/100 (Grade C), ranked #412 of 1283 tracked AI agent projects. This score reflects verifiable supply-chain integrity, transparency, maintenance, and adoption signals.

What is the trust score for BettaFish?

BettaFish scores 55.1/100 on HVTracker's evidence-weighted HVTrust scale. It has 42.0k GitHub stars and is categorized under Multi-Agent Systems.

BettaFish

666ghj/BettaFish

微舆：人人可用的多Agent舆情分析助手，打破信息茧房，还原舆情原貌，预测未来走向，辅助决策！从0实现，不依赖任何框架。

Multi-Agent Systems Python Grade C Listed GPL-2.0

55.1/100

Rank #412 of 1283

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Promising trust profile, but some evidence still deserves review.

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Listing state

Listed

Evidence coverage

Grade C · 2/5 signals

Last push

2026-08-10 · 1d ago

Recent change

Rank +1

Is BettaFish safe? BettaFish scores 55.1/100 (Grade C), ranked #412 of 1283 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 4.8/10; 22% of recent commits are signed; last pushed 2026-08-10. Every point is earned from checkable signals — never paid placement. How scoring works →

Ranked neighbours in Multi-Agent Systems

#12 Rowboat — 56.8 (C) → #13 TinyTroupe — 55.5 (C) → #15 ChatDev — 55.1 (C) → #16 Hive — 51.9 (C) →

Quick Trust Read

What Would Improve It

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

Recent Changes

2026-08-10

Rank Moved

Rank dropped 14 spots (#399 → #413)

2026-08-08

Rank Moved

Rank dropped 94 spots (#293 → #387)

2026-07-20

Grade Changed

Trust grade D → C

Maintainer Checklist

Raise Scorecard signals Current OSSF Scorecard is 4.8/10. 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 BettaFish View Multi-Agent Systems Report missing data

87.7

Activity sub-score · out of 100

#14

In Multi-Agent Systems

How to read this: HVTrust (0–100) weighs supply-chain signals (provenance, OSSF Scorecard, signed commits, open license) alongside real-world adoption. Grade C 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 →

Activity & Reach

Stars

42.0k

Forks

7.6k

Last Push

2026-08-10

yesterday

Commits (4 wk)

Downloads (7d)

—

HN mentions (30d)

—

Open Issues

Rank Change

▲1

was #413

Analysis

HVTrust Dimensions vs Multi-Agent Systems

55.1 / 100 · 100.0% confidence

BettaFish Multi-Agent Systems average (35 agents)

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

7.1 / 25

0.9 above avg 6.2

Identity / Provenance60% listing status · 40% build provenance

10.8 / 18

in line with avg 11.2

Transparency50% declared license · 50% OSSF Scorecard

12.6 / 17

1.6 above avg 11.0

Maintenance60% last-push freshness · 40% commit activity

17.4 / 20

4.4 above avg 13.0

AdoptionLog-scaled stars · package downloads

11.1 / 20

1.1 above avg 10.0

Activity Inputs

87.7 / 100

StarsRepository reach

27.7 / 30

FreshnessLast push recency

24.9 / 25

ActivityRecent commits

17.0 / 25

CommunityFork signal

18.1 / 20

Supply Chain Trust

Package Provenance

None

No package attestations found

OSSF Scorecard

4.8 / 10

OpenSSF Scorecard · scanned Aug 10, 2026

Signed Commits

22%

of last 100 commits verified

Binary-Artifacts 10

Branch-Protection 3

CI-Tests 0

CII-Best-Practices 0

Code-Review 5

Contributors 6

Dangerous-Workflow 10

Dependency-Update-Tool 0

Fuzzing 0

License 10

Maintained 10

Packaging 10

Pinned-Dependencies 0

SAST 0

Security-Policy 0

Signed-Releases -1

Token-Permissions 9

Vulnerabilities 0

Is BettaFish safe?

BettaFish 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 BettaFish publish package provenance?

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

Does BettaFish have an OpenSSF Scorecard?

BettaFish has an OpenSSF Scorecard score of 4.8/10. 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 BettaFish actively maintained?

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

What license does BettaFish use?

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

Are BettaFish's commits signed?

22% of the last 100 commits to BettaFish 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

5 detected

Public provider/service dependencies detected.

Credential signal: API keys or service config markers documented.

Tool / Plugin Surface

high confidence

3 tags

Broad capability areas detected.

browser
database
search

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 BettaFish'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.

2026-07-17

Provider Added

Runtime surface grew — new detected provider dependency: DeepSeek

Maintain BettaFish?

For maintainers

HVTrust scores BettaFish 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

2026-08-10

Rank Moved

Rank dropped 14 spots (#399 → #413)

2026-08-08

Rank Moved

Rank dropped 94 spots (#293 → #387)

2026-07-20

Grade Changed

Trust grade D → C

2026-07-20

Rank Moved

Rank rose 68 spots (#337 → #269)

2026-07-20

HVTrust Changed

HVTrust up 9.7pts (44.7 → 54.4)

2026-07-20

Activity Score Changed

Activity score up 24pts (63 → 87)

2026-07-17

Provider Added

Runtime surface grew — new detected provider dependency: DeepSeek

2026-07-15

Rank Moved

Rank dropped 23 spots (#308 → #331)

2026-07-14

Scorecard Added

OSSF Scorecard: 4.4/10

2026-07-14

Rank Moved

Rank rose 62 spots (#370 → #308)

2026-07-14

HVTrust Changed

HVTrust up 29.0pts (16.5 → 45.5)

2026-07-13

Newly Listed

First tracked at rank #370

GitHub →

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For maintainers

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Other agents in Multi-Agent Systems

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 v4.3 · Raw JSON