Comparison
seatunnel vs codebase-memory-mcp
Verdict
Pick seatunnel if seaTunnel is a powerful, Apache-licensed Java tool for seamless and scalable data integration across various modes – batch and streaming. It supports CDC and can be deployed in high-performance environments; pick codebase-memory-mcp if codebase-memory-mcp excels at indexing codebases into a persistent knowledge graph with support for 158 languages, sub-ms query times, and minimal token use, delivered as.
Markdown twin · seatunnel alternatives · codebase-memory-mcp alternatives
GraphCanon updated 2d
vs
Trust & integrity
| Signal | seatunnel | codebase-memory-mcp |
|---|---|---|
| Maintenance | Very active (0d since push) As of 2d · github_public_v1 | Very active (0d since push) As of 4w · github_public_v1 |
| Provenance | Not a fork · Organization account As of 2d · github_public_v1 | Not a fork · Personal account As of 4w · 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
- seatunnel
- SeaTunnel is a multimodal, high-performance, distributed, massive data integration tool.
- codebase-memory-mcp
- High-performance code intelligence MCP server indexing codebases into a persistent knowledge graph quickly
Stars
- seatunnel
- 9.6k
- codebase-memory-mcp
- 35k
Forks
- seatunnel
- 2.4k
- codebase-memory-mcp
- 2.8k
Open issues
- seatunnel
- 684
- codebase-memory-mcp
- 348
Language
- seatunnel
- Java
- codebase-memory-mcp
- C
Adopt for
- seatunnel
- SeaTunnel is a powerful, Apache-licensed Java tool for seamless and scalable data integration across various modes – batch and streaming. It supports CDC and can be deployed in high-performance environments.
- codebase-memory-mcp
- codebase-memory-mcp excels at indexing codebases into a persistent knowledge graph with support for 158 languages, sub-ms query times, and minimal token use, delivered as a single static binary.
Persona
- seatunnel
- -
- codebase-memory-mcp
- -
Runtime
- seatunnel
- -
- codebase-memory-mcp
- -
License
- seatunnel
- Apache-2.0
- codebase-memory-mcp
- MIT
Last pushed
- seatunnel
- Aug 21, 2026
- codebase-memory-mcp
- Jul 26, 2026
Categories
- seatunnel
- Data & Retrieval
- codebase-memory-mcp
- Data & Retrieval, Developer Tools
Trust and health
Open issues (now)
- seatunnel
- 684
- codebase-memory-mcp
- 348
Stars delta
- seatunnel
- +70 (30d)
- codebase-memory-mcp
- Unknown
Open issues delta
- seatunnel
- +86 (30d)
- codebase-memory-mcp
- Unknown
Owner type
- seatunnel
- Organization
- codebase-memory-mcp
- User
Full report
- seatunnel
- Trust report
- codebase-memory-mcp
- Trust report
Choose seatunnel if…
- seatunnel is primarily Java; codebase-memory-mcp is C.
- License: seatunnel is Apache-2.0, codebase-memory-mcp is MIT.
- Tags unique to seatunnel: apache, batch, cdc, change-data-capture.
- - When you need to handle both offline (batch) and real-time data processing within the same workflow.
When NOT to use seatunnel
- - For projects that do not require the scalability and performance enhancements provided by SeaTunnel; opt for it exclusively when handling large-scale or mission-critical data flows.
- - If your project already extensively uses another Apache tool with tightly integrated components, switching to SeaTunnel might introduce unnecessary complexity.
Choose codebase-memory-mcp if…
- codebase-memory-mcp is primarily C; seatunnel is Java.
- License: codebase-memory-mcp is MIT, seatunnel is Apache-2.0.
- Tags unique to codebase-memory-mcp: aider, ast, claude-code, code-analysis.
- Also covers Developer Tools.
- When needing rapid codebase indexing into a knowledge graph with low latency queries
When NOT to use codebase-memory-mcp
- If you demand extensive interactive graphical UI features beyond its command-line interface capabilities
- When your project prioritizes a dynamic runtime environment over static binaries
Explore
Sources
Every stat on this page traces to a dated GitHub sync, license file, enrichment field, or trust scan.
- GitHub stars (apache/seatunnel) · observed Aug 22, 2026
- GitHub forks (apache/seatunnel) · observed Aug 22, 2026
- Last push (apache/seatunnel) · observed Aug 21, 2026
- License file (Apache-2.0) · observed Aug 22, 2026
- Decision facts (enrichment) · observed Jul 11, 2026
- Trust scan (lockfile / OSV) · observed Jul 11, 2026
- GitHub stars (DeusData/codebase-memory-mcp) · observed Jul 26, 2026
- GitHub forks (DeusData/codebase-memory-mcp) · observed Jul 26, 2026
- Last push (DeusData/codebase-memory-mcp) · observed Jul 26, 2026
- License file (MIT) · observed Jul 26, 2026
- Decision facts (enrichment) · observed Jul 17, 2026
- Trust scan (lockfile / OSV) · observed Jul 11, 2026
GitHub stars on cards: seatunnel 9.6k · codebase-memory-mcp 35k (synced Aug 22, 2026).
Common questions
- What is the difference between seatunnel and codebase-memory-mcp?
- seatunnel: SeaTunnel is a multimodal, high-performance, distributed, massive data integration tool.. codebase-memory-mcp: High-performance code intelligence MCP server indexing codebases into a persistent knowledge graph quickly. See the comparison table for live GitHub stats and shared categories.
- When should I choose seatunnel over codebase-memory-mcp?
- Choose seatunnel over codebase-memory-mcp when seatunnel is primarily Java; codebase-memory-mcp is C; License: seatunnel is Apache-2.0, codebase-memory-mcp is MIT; Tags unique to seatunnel: apache, batch, cdc, change-data-capture; - When you need to handle both offline (batch) and real-time data processing within the same workflow.
- When should I choose codebase-memory-mcp over seatunnel?
- Choose codebase-memory-mcp over seatunnel when codebase-memory-mcp is primarily C; seatunnel is Java; License: codebase-memory-mcp is MIT, seatunnel is Apache-2.0; Tags unique to codebase-memory-mcp: aider, ast, claude-code, code-analysis; Also covers Developer Tools; When needing rapid codebase indexing into a knowledge graph with low latency queries.
- When should I avoid seatunnel?
- - For projects that do not require the scalability and performance enhancements provided by SeaTunnel; opt for it exclusively when handling large-scale or mission-critical data flows. - If your project already extensively uses another Apache tool with tightly integrated components, switching to SeaTunnel might introduce unnecessary complexity.
- When should I avoid codebase-memory-mcp?
- If you demand extensive interactive graphical UI features beyond its command-line interface capabilities When your project prioritizes a dynamic runtime environment over static binaries
- Is seatunnel or codebase-memory-mcp more popular on GitHub?
- codebase-memory-mcp has more GitHub stars (35,386 vs 9,570). Stars measure visibility, not whether either tool fits your constraints.
- Are seatunnel and codebase-memory-mcp open source?
- Yes - both are open-source projects on GitHub (seatunnel: Apache-2.0, codebase-memory-mcp: MIT).
- Where can I find alternatives to seatunnel or codebase-memory-mcp?
- GraphCanon lists graph-backed alternatives at seatunnel alternatives and codebase-memory-mcp alternatives (seatunnel markdown twin, codebase-memory-mcp 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, seatunnel or codebase-memory-mcp?
- seatunnel: Very active. codebase-memory-mcp: 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 seatunnel and codebase-memory-mcp?
- GraphCanon publishes per-repo trust reports with dated maintenance, provenance, and scan summaries: seatunnel trust report; codebase-memory-mcp trust report.