Home/Compare/bisheng vs instruct-eval

Comparison

bisheng vs instruct-eval

Verdict

Pick bisheng when bisheng is primarily TypeScript; instruct-eval is Python; pick instruct-eval when instruct-eval is primarily Python; bisheng is TypeScript.

Markdown twin · bisheng alternatives · instruct-eval alternatives

GraphCanon updated today

bisheng logo

bisheng

dataelement/bisheng

12kpushed Jul 11, 2026
vs
instruct-eval logo

instruct-eval

declare-lab/instruct-eval

552pushed Mar 10, 2024

Trust & integrity

Signalbishenginstruct-eval
Maintenance
Very active (0d since push)
As of today · github_public_v1
Dormant (853d since push)
As of today · github_public_v1
Provenance
Not a fork · Organization account
As of today · github_public_v1
Not a fork · Organization account
As of today · github_public_v1
Security (OSV)
No criticals
As of today · osv@v1
83 low (83 low)
As of today · osv@v1

Tagline

bisheng
BISHENG is an open LLM devops platform for next generation Enterprise AI applications
instruct-eval
Code for evaluating instruction-tuned language models like Alpaca and Flan-T5

Stars

bisheng
12k
instruct-eval
552

Forks

bisheng
1.9k
instruct-eval
45

Open issues

bisheng
112
instruct-eval
24

Language

bisheng
TypeScript
instruct-eval
Python

Adopt for

bisheng
BISHENG is a comprehensive open-source LLM DevOps platform designed specifically for next-generation Enterprise AI applications.
instruct-eval
-

Persona

bisheng
-
instruct-eval
-

Runtime

bisheng
-
instruct-eval
-

License

bisheng
Apache-2.0
instruct-eval
Apache-2.0

Last pushed

bisheng
Jul 11, 2026
instruct-eval
Mar 10, 2024

Categories

bisheng
Model Training, LLM Frameworks, AI Agents, Data & Retrieval, Developer Tools, Evaluation & Observability
instruct-eval
Evaluation & Observability

Trust and health

Maintenance

bisheng
Very active (96%)
instruct-eval
Dormant (18%)

Days since push

bisheng
0d
instruct-eval
853d

Open issues (now)

bisheng
112
instruct-eval
24

Security scan

bisheng
No criticals
instruct-eval
83 low (83 low)

Full report

instruct-eval
Trust report

Choose bisheng if…

  • bisheng is primarily TypeScript; instruct-eval is Python.
  • Requirements: Min 16 GB RAM; Requires Docker.
  • Tags unique to bisheng: langchian, genai, ai, gpt.
  • Also covers Model Training, LLM Frameworks, AI Agents, Data & Retrieval, Developer Tools.
  • - When you need a unified solution that supports both GenAI workflows and RAG (Retrieval-Augmented Generation) capabilities, which are critical in enhancing the context understanding and response of L

When NOT to use bisheng

  • - If your project requires minimal resource consumption and does not demand high enterprise-level system management or advanced observability features, BISHENG might be overkill given its hardware and

Choose instruct-eval if…

  • instruct-eval is primarily Python; bisheng is TypeScript.
  • Tags unique to instruct-eval: evaluation, safety-evaluation, performance-assessment, llm.
  • Leaner open-issue backlog (24).

When NOT to use instruct-eval

  • Last GitHub push was 854 days ago (dormant maintenance, Mar 10, 2024). Validate activity before betting a new project on instruct-eval.
  • Evaluation & Observability: Defer heavyweight eval infra only until you have real traffic - never skip it once users depend on answers.

Explore

Sources

Every stat on this page traces to a dated GitHub sync, license file, enrichment field, or trust scan.

GitHub stars on cards: bisheng 12k · instruct-eval 552 (synced Jul 11, 2026).

Common questions

What is the difference between bisheng and instruct-eval?
bisheng: BISHENG is an open LLM devops platform for next generation Enterprise AI applications. instruct-eval: Code for evaluating instruction-tuned language models like Alpaca and Flan-T5. See the comparison table for live GitHub stats and shared categories.
When should I choose bisheng over instruct-eval?
Choose bisheng over instruct-eval when bisheng is primarily TypeScript; instruct-eval is Python; Requirements: Min 16 GB RAM; Requires Docker; Tags unique to bisheng: langchian, genai, ai, gpt; Also covers Model Training, LLM Frameworks, AI Agents, Data & Retrieval, Developer Tools; - When you need a unified solution that supports both GenAI workflows and RAG (Retrieval-Augmented Generation) capabilities, which are critical in enhancing the context understanding and response of L.
When should I choose instruct-eval over bisheng?
Choose instruct-eval over bisheng when instruct-eval is primarily Python; bisheng is TypeScript; Tags unique to instruct-eval: evaluation, safety-evaluation, performance-assessment, llm; Leaner open-issue backlog (24).
When should I avoid bisheng?
- If your project requires minimal resource consumption and does not demand high enterprise-level system management or advanced observability features, BISHENG might be overkill given its hardware and
When should I avoid instruct-eval?
Last GitHub push was 854 days ago (dormant maintenance, Mar 10, 2024). Validate activity before betting a new project on instruct-eval. Evaluation & Observability: Defer heavyweight eval infra only until you have real traffic - never skip it once users depend on answers.
Is bisheng or instruct-eval more popular on GitHub?
bisheng has more GitHub stars (11,508 vs 552). Stars measure visibility, not whether either tool fits your constraints.
Are bisheng and instruct-eval open source?
Yes - both are open-source projects on GitHub (bisheng: Apache-2.0, instruct-eval: Apache-2.0).
Where can I find alternatives to bisheng or instruct-eval?
GraphCanon lists graph-backed alternatives at bisheng alternatives and instruct-eval alternatives (bisheng markdown twin, instruct-eval markdown twin), ranked by typed relationship edges rather than popularity votes.
Is there a machine-readable version of this comparison?
Yes. The markdown twin at this comparison mirrors this page for agents and LLM crawlers, with the same stats table and FAQ answers.
Which is better maintained, bisheng or instruct-eval?
bisheng: Very active. instruct-eval: Dormant. Compare maintenance labels, days since push, and release cadence in the trust section below - stars alone do not measure maintenance.
Where are the full trust reports for bisheng and instruct-eval?
GraphCanon publishes per-repo trust reports with dated maintenance, provenance, and scan summaries: bisheng trust report; instruct-eval trust report.