Comparison
agentscope vs haystack
Verdict
Pick agentscope if agentscope is a Python-based development tool focused on creating transparent and trustworthy AI agents. It supports the creation of both single and multi-agent systems incorporating large language models into its design; pick haystack if haystack is an open-source AI orchestration framework for building context-engineered LLM applications.
Markdown twin · agentscope alternatives · haystack alternatives
GraphCanon updated 4d
vs
Trust & integrity
| Signal | agentscope | haystack |
|---|---|---|
| Maintenance | Very active (2d since push) As of 4d · github_public_v1 | Very active (0d since push) As of 2w · github_public_v1 |
| Provenance | Not a fork · Organization account As of 4d · github_public_v1 | Not a fork · Organization account As of 2w · github_public_v1 |
| OSV dependency advisories | No lockfile (source not queried) As of 1mo · osv@v1 | No lockfile (source not queried) As of 1mo · osv@v1 |
| deps.dev advisories | Not queried deps.dev@v1 | Not queried deps.dev@v1 |
| OpenSSF Scorecard | Not queried openssf-scorecard@v1 | Not queried openssf-scorecard@v1 |
Tagline
- agentscope
- Build and run agents you can see, understand and trust.
- haystack
- Open-source AI orchestration framework for building context-engineered LLM applications.
Stars
- agentscope
- 29k
- haystack
- 26k
Forks
- agentscope
- 3.4k
- haystack
- 3.0k
Open issues
- agentscope
- 354
- haystack
- 108
Language
- agentscope
- Python
- haystack
- Python
Adopt for
- agentscope
- agentscope is a Python-based development tool focused on creating transparent and trustworthy AI agents. It supports the creation of both single and multi-agent systems incorporating large language models into its design
- haystack
- Haystack is an open-source AI orchestration framework for building context-engineered LLM applications.
Persona
- agentscope
- -
- haystack
- -
Runtime
- agentscope
- -
- haystack
- -
License
- agentscope
- Apache-2.0
- haystack
- Apache-2.0
Last pushed
- agentscope
- Aug 14, 2026
- haystack
- Aug 1, 2026
Categories
- agentscope
- AI Agents, LLM Frameworks
- haystack
- AI Agents, Data & Retrieval, LLM Frameworks
Trust and health
Days since push
- agentscope
- 2d
- haystack
- 0d
Open issues (now)
- agentscope
- 354
- haystack
- 108
Stars delta
- agentscope
- +1.0k (30d)
- haystack
- Unknown
Open issues delta
- agentscope
- +70 (30d)
- haystack
- Unknown
Full report
- agentscope
- Trust report
- haystack
- Trust report
Shared compatibility
- Python · agentscope: Python runtime · haystack: Python runtime
Choose agentscope if…
- Tags unique to agentscope: chatbot, llm, llm-agent, multi-agent.
- - You need to develop AI agents where transparency and interpretability are critical.
- More GitHub stars (29k vs 26k) - visibility, not fit.
When NOT to use agentscope
- - If your project does not benefit from the transparency features offered by agentscope, and less emphasis is placed on interpretability and more on specialized machine learning tasks without a need
Choose haystack if…
- Pricing: Free and open-source under the Apache-2.0 license, but users have to manage their own infrastructure and resources..
- Requirements: Min 4 GB RAM; Requires Docker.
- Tags unique to haystack: agents, ai, gemini, generative-ai.
- Also covers Data & Retrieval.
- You need explicit control over retrieval, routing, memory, and generation within your LLM application pipelines.
When NOT to use haystack
- You require integration with specific proprietary tools or frameworks not supported by Haystack.
- Your development team is not familiar with Python-based technologies, since Haystack primarily supports Python-based workflows.
- You are looking for a completely managed service rather than an open-source framework that requires more hands-on configuration and customization.
Explore
Sources
Every stat on this page traces to a dated GitHub sync, license file, enrichment field, or trust scan.
- GitHub stars (agentscope-ai/agentscope) · observed Aug 16, 2026
- GitHub forks (agentscope-ai/agentscope) · observed Aug 16, 2026
- Last push (agentscope-ai/agentscope) · observed Aug 14, 2026
- License file (Apache-2.0) · observed Aug 16, 2026
- Decision facts (enrichment) · observed Jul 11, 2026
- Trust scan (lockfile / OSV) · observed Jul 11, 2026
- GitHub stars (deepset-ai/haystack) · observed Aug 1, 2026
- GitHub forks (deepset-ai/haystack) · observed Aug 1, 2026
- Last push (deepset-ai/haystack) · observed Aug 1, 2026
- License file (Apache-2.0) · observed Aug 1, 2026
- Decision facts (enrichment) · observed Jul 11, 2026
- Trust scan (lockfile / OSV) · observed Jul 11, 2026
GitHub stars on cards: agentscope 29k · haystack 26k (synced Aug 16, 2026).
Common questions
- What is the difference between agentscope and haystack?
- agentscope: Build and run agents you can see, understand and trust.. haystack: Open-source AI orchestration framework for building context-engineered LLM applications.. See the comparison table for live GitHub stats and shared categories.
- When should I choose agentscope over haystack?
- Choose agentscope over haystack when Tags unique to agentscope: chatbot, llm, llm-agent, multi-agent; - You need to develop AI agents where transparency and interpretability are critical; More GitHub stars (29k vs 26k) - visibility, not fit.
- When should I choose haystack over agentscope?
- Choose haystack over agentscope when Pricing: Free and open-source under the Apache-2.0 license, but users have to manage their own infrastructure and resources.; Requirements: Min 4 GB RAM; Requires Docker; Tags unique to haystack: agents, ai, gemini, generative-ai; Also covers Data & Retrieval; You need explicit control over retrieval, routing, memory, and generation within your LLM application pipelines.
- When should I avoid agentscope?
- - If your project does not benefit from the transparency features offered by agentscope, and less emphasis is placed on interpretability and more on specialized machine learning tasks without a need
- When should I avoid haystack?
- You require integration with specific proprietary tools or frameworks not supported by Haystack. Your development team is not familiar with Python-based technologies, since Haystack primarily supports Python-based workflows. You are looking for a completely managed service rather than an open-source framework that requires more hands-on configuration and customization.
- Is agentscope or haystack more popular on GitHub?
- agentscope has more GitHub stars (28,973 vs 26,073). Stars measure visibility, not whether either tool fits your constraints.
- Are agentscope and haystack open source?
- Yes - both are open-source projects on GitHub (agentscope: Apache-2.0, haystack: Apache-2.0).
- Where can I find alternatives to agentscope or haystack?
- GraphCanon lists graph-backed alternatives at agentscope alternatives and haystack alternatives (agentscope markdown twin, haystack 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, agentscope or haystack?
- agentscope: Very active. haystack: Very active. 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 agentscope and haystack?
- GraphCanon publishes per-repo trust reports with dated maintenance, provenance, and scan summaries: agentscope trust report; haystack trust report.