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 D Listed GPL-2.0
Compare → Suggest correction
Listing state
Listed
HVTrust
16.5/100 · Grade D
Evidence coverage
Grade D · 1/5 signals
Last push
2026-05-24 · 50d ago
Recent change
New

Is BettaFish safe? BettaFish scores 16.5/100 (Grade D), ranked #370 of 371 tracked open-source AI agent projects, on evidence coverage D (1 of 5 independent signal types). The public evidence: no package-provenance attestation found; no OSSF Scorecard result yet; 14% of recent commits are signed; last pushed 2026-05-24. Every point is earned from checkable signals — never paid placement. How scoring works →

Quick Trust Read

Verdict
Thin or incomplete trust evidence. Review carefully before production use.
16.5/100 · Grade D
Strongest Signal
Identity / Provenance
10.8/18
Weakest Signal
Safety / Integrity
0.7/25
What Would Improve It
Add or improve OSSF Scorecard coverage so safety checks are easier to verify.
Recent Changes
2026-07-13
Newly Listed
First tracked at rank #370
Maintainer Checklist
Add Scorecard coverage Expose the repository to OpenSSF Scorecard checks so supply-chain posture is easier to verify.
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.
Refresh maintenance signals The repo was last pushed 50 days ago. Fresh activity helps separate stable projects from stale ones.
63.9
Activity Score · out of 100
16.5
HVTrust Score · out of 100
#370
Global Rank · of 371
#21

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 D is separate — it grades how many independent signal types back the score (1 of 5), so a high score on thin evidence stays visible. Full methodology →

Signals refreshed 2026-07-13 10:30 UTC · Repo last pushed 50 days ago

Activity & Reach

Stars
41.7k
Forks
7.6k
Last Push
2026-05-24
50 days ago
Commits (4 wk)
0
Downloads (7d)
HN mentions (30d)
Open Issues
7
Rank Change
NEW

Analysis

HVTrust Dimensions

16.5 / 100 · 50.0% confidence
Safety / IntegrityOSSF, provenance, signatures
0.7 / 25
Identity / ProvenanceListing and build link
10.8 / 18
TransparencyLicense and public checks
8.5 / 17
MaintenanceFreshness and commits
8.7 / 20
AdoptionStars and downloads
11.1 / 20

Activity Inputs

63.9 / 100
StarsRepository reach
27.7 / 30
FreshnessLast push recency
18.1 / 25
ActivityRecent commits
0.0 / 25
CommunityFork signal
18.1 / 20

Supply Chain Trust

Package Provenance
None
No package attestations found
OSSF Scorecard
Not available
Signed Commits
14%
of last 100 commits verified

Is BettaFish safe?

Public trust evidence for BettaFish 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 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?
No OpenSSF Scorecard data is currently published for BettaFish. Maintainers can enable the Scorecard GitHub Action to get a public score; without it, automated supply-chain hygiene is harder for outsiders to verify.
Is BettaFish actively maintained?
Slowing down. Last push was 50 days ago — keep an eye on whether activity resumes.
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?
14% 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.

Ranked neighbours in Multi-Agent Systems

AI agent 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
4 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

Maintain BettaFish?

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.

Reputation Timeline

Listed 1
2026-07-13
Newly Listed
First tracked at rank #370

Embed Badge Badge guide for maintainers →

HVTrust 16.5 Grade D
Markdown:
[![HVTrust](https://hvtracker.net/badge/bettafish.svg)](https://hvtracker.net/agents/bettafish)
HTML:
<a href="https://hvtracker.net/agents/bettafish"><img src="https://hvtracker.net/badge/bettafish.svg" alt="HVTrust"></a>

Other agents in Multi-Agent Systems

Data sources
GitHub REST API (repo, commits, stars, forks, license)
Each agent's signals refresh once daily across 6 staggered batches. Methodology v4.2 · Raw JSON