Comparison
databerry vs deep-searcher
Verdict
Pick databerry when tags unique to databerry: ai, aichatbot, chatbot, chatbots; pick deep-searcher when tags unique to deep-searcher: agent, agentic-rag, claude, deep-research.
Markdown twin · databerry alternatives · deep-searcher alternatives
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Trust & integrity
| Signal | databerry | deep-searcher |
|---|---|---|
| Maintenance | Dormant (753d since push) As of 1d · github_public_v1 | Slowing (234d since push) As of 1d · github_public_v1 |
| Provenance | Not a fork · Personal account As of 1d · github_public_v1 | Not a fork · Organization account As of 1d · github_public_v1 |
| Security (OSV) | No lockfile As of 1d · none | No lockfile As of 1d · none |
Tagline
- databerry
- The no-code platform for building custom LLM Agents
- deep-searcher
- Open Source Deep Research Alternative to Reason and Search on Private Data. Written in Python.
Stars
- databerry
- 3.0k
- deep-searcher
- 7.9k
Forks
- databerry
- 422
- deep-searcher
- 768
Open issues
- databerry
- 166
- deep-searcher
- 53
Language
- databerry
- -
- deep-searcher
- Python
Adopt for
- databerry
- -
- deep-searcher
- -
Persona
- databerry
- -
- deep-searcher
- -
Runtime
- databerry
- -
- deep-searcher
- -
License
- databerry
- -
- deep-searcher
- Apache-2.0
Last pushed
- databerry
- Jun 17, 2024
- deep-searcher
- Nov 19, 2025
Categories
- databerry
- AI Agents, LLM Frameworks
- deep-searcher
- AI Agents, LLM Frameworks, Vector Databases
Trust and health
Maintenance
- databerry
- Dormant (18%)
- deep-searcher
- Slowing (36%)
Days since push
- databerry
- 753d
- deep-searcher
- 234d
Open issues (now)
- databerry
- 166
- deep-searcher
- 53
Owner type
- databerry
- User
- deep-searcher
- Organization
Full report
- databerry
- Trust report
- deep-searcher
- Trust report
Choose databerry if…
- Tags unique to databerry: ai, aichatbot, chatbot, chatbots.
When NOT to use databerry
- Last GitHub push was 754 days ago (dormant maintenance, Jun 17, 2024). Validate activity before betting a new project on databerry.
- AI Agents: Don't use an agent loop when a deterministic workflow would do; agents add latency, cost, and non-determinism.
- LLM Frameworks: Avoid a framework for a single prompt-and-retrieve call; the abstraction can cost more than it saves.
Choose deep-searcher if…
- Tags unique to deep-searcher: agent, agentic-rag, claude, deep-research.
- Also covers Vector Databases.
- deep-searcher ships Docker support for self-hosted deployment.
- - When you need an open-source alternative for reasoning and searching on private data, avoiding closed systems like Claude or Grok.
When NOT to use deep-searcher
- - If you need a tool that supports web crawling out-of-the-box, as DeepSearcher currently lacks this feature, although it is on their future plans.
- - When your project prioritizes using specific vector databases other than Milvus; while there are future plans to support more, these are not yet implemented.
- - For rapid setup without additional configuration or dependency management; DeepSearcher requires detailed setup and optional dependencies for full functionality.
Explore
Sources
Every stat on this page traces to a dated GitHub sync, license file, enrichment field, or trust scan.
- GitHub stars (gmpetrov/databerry) · observed Jul 11, 2026
- GitHub forks (gmpetrov/databerry) · observed Jul 11, 2026
- Last push (gmpetrov/databerry) · observed Jun 17, 2024
- License file (unknown) · observed Jul 11, 2026
- Trust scan (lockfile / OSV) · observed Jul 11, 2026
- GitHub stars (zilliztech/deep-searcher) · observed Jul 11, 2026
- GitHub forks (zilliztech/deep-searcher) · observed Jul 11, 2026
- Last push (zilliztech/deep-searcher) · observed Nov 19, 2025
- License file (Apache-2.0) · observed Jul 11, 2026
- Decision facts (enrichment) · observed Jul 10, 2026
- Trust scan (lockfile / OSV) · observed Jul 11, 2026
GitHub stars on cards: databerry 3.0k · deep-searcher 7.9k (synced Jul 11, 2026).
Common questions
- What is the difference between databerry and deep-searcher?
- databerry: The no-code platform for building custom LLM Agents. deep-searcher: Open Source Deep Research Alternative to Reason and Search on Private Data. Written in Python.. See the comparison table for live GitHub stats and shared categories.
- When should I choose databerry over deep-searcher?
- Choose databerry over deep-searcher when Tags unique to databerry: ai, aichatbot, chatbot, chatbots.
- When should I choose deep-searcher over databerry?
- Choose deep-searcher over databerry when Tags unique to deep-searcher: agent, agentic-rag, claude, deep-research; Also covers Vector Databases; deep-searcher ships Docker support for self-hosted deployment; - When you need an open-source alternative for reasoning and searching on private data, avoiding closed systems like Claude or Grok.
- When should I avoid databerry?
- Last GitHub push was 754 days ago (dormant maintenance, Jun 17, 2024). Validate activity before betting a new project on databerry. AI Agents: Don't use an agent loop when a deterministic workflow would do; agents add latency, cost, and non-determinism. LLM Frameworks: Avoid a framework for a single prompt-and-retrieve call; the abstraction can cost more than it saves.
- When should I avoid deep-searcher?
- - If you need a tool that supports web crawling out-of-the-box, as DeepSearcher currently lacks this feature, although it is on their future plans. - When your project prioritizes using specific vector databases other than Milvus; while there are future plans to support more, these are not yet implemented. - For rapid setup without additional configuration or dependency management; DeepSearcher requires detailed setup and optional dependencies for full functionality.
- Is databerry or deep-searcher more popular on GitHub?
- deep-searcher has more GitHub stars (7,941 vs 2,960). Stars measure visibility, not whether either tool fits your constraints.
- Are databerry and deep-searcher open source?
- Yes - both are open-source projects on GitHub.
- Where can I find alternatives to databerry or deep-searcher?
- GraphCanon lists graph-backed alternatives at databerry alternatives and deep-searcher alternatives (databerry markdown twin, deep-searcher 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, databerry or deep-searcher?
- databerry: Dormant. deep-searcher: Slowing. 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 databerry and deep-searcher?
- GraphCanon publishes per-repo trust reports with dated maintenance, provenance, and scan summaries: databerry trust report; deep-searcher trust report.