Comparison
zoom-search vs docetl
Verdict
Pick zoom-search if zoom-search is a Python-based tool for AI agents that supports query rewriting, evidence synthesis, and source citation, designed for deep research and web search tasks; pick docetl if docetl is an agentic system that employs large language models for data processing and ETL operations, specifically suited to handle unstructured document analysis tasks.
Markdown twin · zoom-search alternatives · docetl alternatives
GraphCanon updated Sep 20, 2026
Trust & integrity
| Signal | zoom-search | docetl |
|---|---|---|
| Maintenance | Steady (63d since push) As of Sep 18, 2026 · github_public_v1 | Active (9d since push) As of Sep 15, 2026 · github_public_v1 |
| Provenance | Not a fork · Personal account As of Sep 18, 2026 · github_public_v1 | Not a fork · Organization account As of Sep 15, 2026 · github_public_v1 |
| OSV dependency advisories | No lockfile (source not queried) As of Sep 20, 2026 · osv@v1 | No lockfile (source not queried) As of Jul 15, 2026 · 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
- zoom-search
- MCP search and evidence tool for AI agents with query rewriting, source zoom-in, sourced answers, and runtime metrics
- docetl
- A system for agentic LLM-powered data processing and ETL
Stars
- zoom-search
- 4
- docetl
- 4.1k
Forks
- zoom-search
- 0
- docetl
- 443
Open issues
- zoom-search
- 0
- docetl
- 45
Language
- zoom-search
- Python
- docetl
- Python
Adopt for
- zoom-search
- zoom-search is a Python-based tool for AI agents that supports query rewriting, evidence synthesis, and source citation, designed for deep research and web search tasks.
- docetl
- Docetl is an agentic system that employs large language models for data processing and ETL operations, specifically suited to handle unstructured document analysis tasks.
Persona
- zoom-search
- -
- docetl
- -
Runtime
- zoom-search
- -
- docetl
- -
License
- zoom-search
- MIT License
- docetl
- MIT
Last pushed
- zoom-search
- Jul 16, 2026
- docetl
- Sep 5, 2026
Categories
- zoom-search
- AI Agents, Data & Retrieval
- docetl
- AI Agents, Data & Retrieval
Trust and health
Maintenance
- zoom-search
- Steady (60%)
- docetl
- Active (82%)
Days since push
- zoom-search
- 63d
- docetl
- 9d
Open issues (now)
- zoom-search
- 0
- docetl
- 45
Stars delta
- zoom-search
- Unknown
- docetl
- +131 (30d)
Open issues delta
- zoom-search
- Unknown
- docetl
- +3 (30d)
Owner type
- zoom-search
- User
- docetl
- Organization
Full report
- zoom-search
- Trust report
- docetl
- Trust report
Shared compatibility
- Python · zoom-search: Python runtime · docetl: Python runtime
Choose zoom-search if…
- Pricing: Free and open-source under the MIT License..
- Requirements: Min 2 GB RAM; Install via pip: pip install zoom-search.
- Tags unique to zoom-search: agent-tools, ai-agents, ai-search, deep-research.
- Use zoom-search when you need a tool that can rewrite queries to improve search relevance for AI agents.
When NOT to use zoom-search
- Do not use zoom-search if your project does not require query rewriting or evidence synthesis capabilities.
- Avoid zoom-search if your AI agent tasks do not benefit from detailed runtime metrics or if source citation is not a priority.
- If your application does not involve deep research or web search tasks, zoom-search may not be the appropriate tool.
Choose docetl if…
- Tags unique to docetl: agents, data, document-analysis, etl.
- When you require integration with any LLM provider through API keys like OPENAI_API_KEY.
- More GitHub stars (4.1k vs 4) - visibility, not fit.
When NOT to use docetl
- If your project strictly requires low-latency processing for real-time applications, as Docetl's agentic approach might introduce higher latency due to backend API calls.
- In scenarios where the document datasets are predominantly structured or semi-structured, making traditional ETL tools more efficient.
Explore
Sources
Every stat on this page traces to a dated GitHub sync, license file, enrichment field, or trust scan.
- GitHub stars (goofrey/zoom-search) · observed Sep 20, 2026
- GitHub forks (goofrey/zoom-search) · observed Sep 20, 2026
- Last push (goofrey/zoom-search) · observed Jul 16, 2026
- License file (MIT) · observed Sep 20, 2026
- Decision facts (enrichment) · observed Sep 18, 2026
- Trust scan (lockfile / OSV) · observed Sep 20, 2026
- GitHub stars (ucbepic/docetl) · observed Sep 20, 2026
- GitHub forks (ucbepic/docetl) · observed Sep 20, 2026
- Last push (ucbepic/docetl) · observed Sep 5, 2026
- License file (MIT) · observed Sep 20, 2026
- Decision facts (enrichment) · observed Jul 16, 2026
- Trust scan (lockfile / OSV) · observed Jul 15, 2026
GitHub stars on cards: zoom-search 4 · docetl 4.1k (synced Sep 20, 2026).
Common questions
- What is the difference between zoom-search and docetl?
- zoom-search: MCP search and evidence tool for AI agents with query rewriting, source zoom-in, sourced answers, and runtime metrics. docetl: A system for agentic LLM-powered data processing and ETL. See the comparison table for live GitHub stats and shared categories.
- When should I choose zoom-search over docetl?
- Choose zoom-search over docetl when Pricing: Free and open-source under the MIT License.; Requirements: Min 2 GB RAM; Install via pip: pip install zoom-search; Tags unique to zoom-search: agent-tools, ai-agents, ai-search, deep-research; Use zoom-search when you need a tool that can rewrite queries to improve search relevance for AI agents.
- When should I choose docetl over zoom-search?
- Choose docetl over zoom-search when Tags unique to docetl: agents, data, document-analysis, etl; When you require integration with any LLM provider through API keys like OPENAI_API_KEY; More GitHub stars (4.1k vs 4) - visibility, not fit.
- When should I avoid zoom-search?
- Do not use zoom-search if your project does not require query rewriting or evidence synthesis capabilities. Avoid zoom-search if your AI agent tasks do not benefit from detailed runtime metrics or if source citation is not a priority. If your application does not involve deep research or web search tasks, zoom-search may not be the appropriate tool.
- When should I avoid docetl?
- If your project strictly requires low-latency processing for real-time applications, as Docetl's agentic approach might introduce higher latency due to backend API calls. In scenarios where the document datasets are predominantly structured or semi-structured, making traditional ETL tools more efficient.
- Is zoom-search or docetl more popular on GitHub?
- docetl has more GitHub stars (4,092 vs 4). Stars measure visibility, not whether either tool fits your constraints.
- Are zoom-search and docetl open source?
- Yes - both are open-source projects on GitHub (zoom-search: MIT, docetl: MIT).
- Where can I find alternatives to zoom-search or docetl?
- GraphCanon lists graph-backed alternatives at zoom-search alternatives and docetl alternatives (zoom-search markdown twin, docetl 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, zoom-search or docetl?
- zoom-search: Steady. docetl: 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 zoom-search and docetl?
- GraphCanon publishes per-repo trust reports with dated maintenance, provenance, and scan summaries: zoom-search trust report; docetl trust report.