Comparison
Android-MCP vs codebase-memory-mcp
Verdict
Pick Android-MCP if android-MCP is a Python-based server for interacting with Android devices designed to ease development tasks that require automation and interaction through a dedicated MCP server; 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 a single static binary.
Markdown twin · Android-MCP alternatives · codebase-memory-mcp alternatives
GraphCanon updated Sep 20, 2026
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Trust & integrity
| Signal | Android-MCP | codebase-memory-mcp |
|---|---|---|
| Maintenance | Steady (80d since push) As of Sep 20, 2026 · github_public_v1 | Very active (0d since push) As of Sep 20, 2026 · github_public_v1 |
| Provenance | Not a fork · Organization account As of Sep 20, 2026 · github_public_v1 | Not a fork · Personal account As of Sep 20, 2026 · github_public_v1 |
| OSV dependency advisories | No lockfile (source not queried) As of Jul 19, 2026 · osv@v1 | No lockfile (source not queried) As of Jul 11, 2026 · osv@v1 |
| deps.dev advisories | Not queried deps.dev@v1 | Not queried deps.dev@v1 |
| OpenSSF Scorecard | No public record from this source As of Sep 6, 2026 · openssf-scorecard@v1 | Not queried openssf-scorecard@v1 |
Tagline
- Android-MCP
- MCP Server for interacting with Android Devices
- codebase-memory-mcp
- High-performance code intelligence MCP server indexing codebases into a persistent knowledge graph quickly
Stars
- Android-MCP
- 857
- codebase-memory-mcp
- 44k
Forks
- Android-MCP
- 112
- codebase-memory-mcp
- 3.6k
Open issues
- Android-MCP
- 10
- codebase-memory-mcp
- 597
Language
- Android-MCP
- Python
- codebase-memory-mcp
- C
Adopt for
- Android-MCP
- Android-MCP is a Python-based server for interacting with Android devices designed to ease development tasks that require automation and interaction through a dedicated MCP server.
- 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
- Android-MCP
- -
- codebase-memory-mcp
- -
Runtime
- Android-MCP
- -
- codebase-memory-mcp
- -
License
- Android-MCP
- MIT
- codebase-memory-mcp
- MIT
Last pushed
- Android-MCP
- Jul 1, 2026
- codebase-memory-mcp
- Sep 20, 2026
Categories
- Android-MCP
- Developer Tools
- codebase-memory-mcp
- Data & Retrieval, Developer Tools
Trust and health
Maintenance
- Android-MCP
- Steady (60%)
- codebase-memory-mcp
- Very active (96%)
Days since push
- Android-MCP
- 80d
- codebase-memory-mcp
- 0d
Open issues (now)
- Android-MCP
- 10
- codebase-memory-mcp
- 597
Stars delta
- Android-MCP
- +52 (30d)
- codebase-memory-mcp
- +8.5k (30d)
Open issues delta
- Android-MCP
- +2 (30d)
- codebase-memory-mcp
- +249 (30d)
Owner type
- Android-MCP
- Organization
- codebase-memory-mcp
- User
OpenSSF Scorecard
- Android-MCP
- No public record from this source
- codebase-memory-mcp
- Not queried
Full report
- Android-MCP
- Trust report
- codebase-memory-mcp
- Trust report
Choose Android-MCP if…
- Android-MCP is primarily Python; codebase-memory-mcp is C.
- Tags unique to Android-MCP: ai, android, automation, mcp-server.
- When developing applications requiring close integration with the Android device's hardware and needing an automated testing framework
When NOT to use Android-MCP
- If your project requires extensive use of native Java or Kotlin for deep system interactions that cannot leverage Python effectively
- In scenarios demanding very lightweight server solutions, as Android-MCP might introduce additional overhead due to its full-feature set
Choose codebase-memory-mcp if…
- codebase-memory-mcp is primarily C; Android-MCP is Python.
- Tags unique to codebase-memory-mcp: aider, ast, claude-code, code-analysis.
- Also covers Data & Retrieval.
- 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 (CursorTouch/Android-MCP) · observed Sep 20, 2026
- GitHub forks (CursorTouch/Android-MCP) · observed Sep 20, 2026
- Last push (CursorTouch/Android-MCP) · observed Jul 1, 2026
- License file (MIT) · observed Sep 20, 2026
- Decision facts (enrichment) · observed Jul 17, 2026
- Trust scan (lockfile / OSV) · observed Jul 19, 2026
- GitHub stars (DeusData/codebase-memory-mcp) · observed Sep 20, 2026
- GitHub forks (DeusData/codebase-memory-mcp) · observed Sep 20, 2026
- Last push (DeusData/codebase-memory-mcp) · observed Sep 20, 2026
- License file (MIT) · observed Sep 20, 2026
- Decision facts (enrichment) · observed Jul 17, 2026
- Trust scan (lockfile / OSV) · observed Jul 11, 2026
GitHub stars on cards: Android-MCP 857 · codebase-memory-mcp 44k (synced Sep 20, 2026).
Common questions
- What is the difference between Android-MCP and codebase-memory-mcp?
- Android-MCP: MCP Server for interacting with Android Devices. 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 Android-MCP over codebase-memory-mcp?
- Choose Android-MCP over codebase-memory-mcp when Android-MCP is primarily Python; codebase-memory-mcp is C; Tags unique to Android-MCP: ai, android, automation, mcp-server; When developing applications requiring close integration with the Android device's hardware and needing an automated testing framework.
- When should I choose codebase-memory-mcp over Android-MCP?
- Choose codebase-memory-mcp over Android-MCP when codebase-memory-mcp is primarily C; Android-MCP is Python; Tags unique to codebase-memory-mcp: aider, ast, claude-code, code-analysis; Also covers Data & Retrieval; When needing rapid codebase indexing into a knowledge graph with low latency queries.
- When should I avoid Android-MCP?
- If your project requires extensive use of native Java or Kotlin for deep system interactions that cannot leverage Python effectively In scenarios demanding very lightweight server solutions, as Android-MCP might introduce additional overhead due to its full-feature set
- 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 Android-MCP or codebase-memory-mcp more popular on GitHub?
- codebase-memory-mcp has more GitHub stars (43,838 vs 857). Stars measure visibility, not whether either tool fits your constraints.
- Are Android-MCP and codebase-memory-mcp open source?
- Yes - both are open-source projects on GitHub (Android-MCP: MIT, codebase-memory-mcp: MIT).
- Where can I find alternatives to Android-MCP or codebase-memory-mcp?
- GraphCanon lists graph-backed alternatives at Android-MCP alternatives and codebase-memory-mcp alternatives (Android-MCP 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, Android-MCP or codebase-memory-mcp?
- Android-MCP: Steady. 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 Android-MCP and codebase-memory-mcp?
- GraphCanon publishes per-repo trust reports with dated maintenance, provenance, and scan summaries: Android-MCP trust report; codebase-memory-mcp trust report.