BISHENG

BISHENG is an open LLM devops platform for next generation Enterprise AI applications. Powerful and comprehensive features include: GenAI workflow, RAG, Agent, Unified model management, Evaluation, SFT, Dataset Management, Enterprise-level System Management, Observability and more.

Workflow Platforms Python Listed Apache-2.0

Is BISHENG safe? Promising trust profile, but some evidence still deserves review.

OSSF Scorecard 5.3 / 10
Provenance None
Signed commits 7%
Last push today
Compare BISHENG

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In detail: BISHENG scores 56.7/100 (Grade C), ranked #784 of 1378 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 5.3/10; 7% of recent commits are signed; last pushed 2026-10-21. Every point is earned from checkable signals — never paid placement. How scoring works →

How BISHENG 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.

Chain of custody

Scanners check what the code says. This traces who ships BISHENG 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.

  1. Source Partly signed

    github.com/dataelement/bisheng, Apache-2.0, last pushed 2026-10-21. 7% of the last 100 commits carry a verified signature; the rest can't be tied to a verified identity.

  2. Review and release Mixed

    OpenSSF Scorecard rates the repository's practices 5.3/10 (scanned Sep 30, 2026, refresh pending). The checks that decide who can get a change released:

    • Code Review8
    • Branch Protection6
    • Signed Releasesn/a
    • Dangerous Workflow10
    • Token Permissions0
    • Pinned Dependencies0
    All 18 Scorecard checks
    Binary-Artifacts 10
    Branch-Protection 6
    CI-Tests 6
    CII-Best-Practices 0
    Code-Review 8
    Contributors 10
    Dangerous-Workflow 10
    Dependency-Update-Tool 0
    Fuzzing 0
    License 10
    Maintained 10
    Packaging 10
    Pinned-Dependencies 0
    SAST 0
    Security-Policy 10
    Signed-Releases -1
    Token-Permissions 0
    Vulnerabilities 0
  3. Published packages None

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

Changes to this chain

  • 2026-09-30 OSSF Scorecard: 5.3/10

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 BISHENG’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.

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 BISHENG compares in Workflow Platforms

  1. #16 ongrid 60.4 +3.7
  2. #17 Golem 59.2 +2.5
  3. #18 BISHENG 56.7 this agent
  4. #19 Astron Agent 56.7 ±0
  5. #20 Xpert AI 56.3 −0.4

Bars show each HVTrust score; the tick marks BISHENG’s 56.7.

Where the 56.7 comes from

HVTrust dimensions vs the Workflow Platforms average

56.7 / 100 · 100.0% confidence

BISHENG Workflow Platforms average (26 agents)

Safety / Integrity50% OSSF Scorecard · 30% provenance · 20% signed commits
7.0 / 25
3.5 below avg 10.5
Identity / Provenance60% listing status · 40% build provenance
10.8 / 18
1.1 below avg 11.9
Transparency50% declared license · 50% OSSF Scorecard
13.0 / 17
in line with avg 12.5
Maintenance60% last-push freshness · 40% commit activity
20.0 / 20
3.0 above avg 17.0
AdoptionLog-scaled stars · package downloads
9.8 / 20
3.0 below avg 12.8

Quick Trust Read

What Would Improve It
Publish package provenance or release attestations for stronger supply-chain evidence.
Recent Changes
2026-10-10
Rank Moved
Rank rose 37 spots (#794 → #757)
2026-10-08
Rank Moved
Rank rose 17 spots (#802 → #785)
2026-09-30
Scorecard Added
OSSF Scorecard: 5.3/10
Maintainer Checklist
Raise Scorecard signals Current OSSF Scorecard is 5.3/10. 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.
89.8
Activity sub-score · out of 100
#18

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 →

Signals refreshed 2026-10-21 20:07 UTC · Repo last pushed today

Rank Trend

2026-09-29 2026-10-21

Activity & Reach

Stars
12.1k
Forks
2.0k
Last Push
2026-10-21
today
Commits (4 wk)
153
Downloads (7d)
—
HN mentions (30d)
—
Open Issues
12
Rank Change
▲4
was #788

Analysis

Activity Inputs

89.8 / 100
StarsRepository reach
24.5 / 30
FreshnessLast push recency
25.0 / 25
ActivityRecent commits
25 / 25
CommunityFork signal
15.3 / 20

Common questions about BISHENG

BISHENG 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 BISHENG publish package provenance?
No published build provenance is currently detected for BISHENG. This is common for open-source projects but means consumers cannot independently verify that the package on the registry matches the GitHub source.
Does BISHENG have an OpenSSF Scorecard?
BISHENG has an OpenSSF Scorecard score of 5.3/10. 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 BISHENG actively maintained?
Actively maintained. The repository was pushed to within the last 1 day(s).
What license does BISHENG use?
BISHENG ships under Apache-2.0. A declared, OSI-approved license is one of the transparency signals HVTrust scores.
Are BISHENG's commits signed?
7% of the last 100 commits to BISHENG 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
7 detected
Public provider/service dependencies detected.
Credential signal: No explicit API-key/config marker detected.
Tool / Plugin Surface
high confidence
Declared
Declared plugin/integration surface detected.
  • browser
  • 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 BISHENG'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
Tool Surface Changed
Detected tool/plugin surface changed: none → declared
2026-09-23
Provider Added
Runtime surface grew — new detected provider dependencies: E2B, OpenAI, Postgres, Qdrant, Redis, Supabase, Weaviate

Maintain BISHENG?

For maintainers

HVTrust scores BISHENG 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

Signal history
Rank 4Listed 2Delisted 1Surface 1Surface 1HVTrust 1Grade 1Scorecard 1
2026-10-10
Rank Moved
Rank rose 37 spots (#794 → #757)
2026-10-08
Rank Moved
Rank rose 17 spots (#802 → #785)
2026-09-30
Scorecard Added
OSSF Scorecard: 5.3/10
2026-09-30
Grade Changed
Trust grade D → C
2026-09-30
Rank Moved
Rank rose 561 spots (#1337 → #776)
2026-09-30
HVTrust Changed
HVTrust up 35.3pts (20.3 → 55.6)
2026-09-23
Tool Surface Changed
Detected tool/plugin surface changed: none → declared
2026-09-23
Provider Added
Runtime surface grew — new detected provider dependencies: E2B, OpenAI, Postgres, Qdrant, Redis, Supabase, Weaviate
2026-09-23
Rank Moved
Rank dropped 129 spots (#1190 → #1319)
2026-09-22
Newly Listed
First tracked at rank #1190
2026-09-21
Removed From Active Tracking
Removed from active tracking
2026-09-08
Newly Listed
First tracked at rank #1314

Embed Badge Badge guide for maintainers →

For maintainers
HVTrust 56.7 Grade C
Markdown:
[![HVTrust](https://hvtracker.net/badge/bisheng.svg)](https://hvtracker.net/agents/bisheng)
HTML:
<a href="https://hvtracker.net/agents/bisheng"><img src="https://hvtracker.net/badge/bisheng.svg" alt="HVTrust"></a>

Other agents in Workflow Platforms

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