Comparison
codebase-memory-mcp vs jcodemunch-mcp
Verdict
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; pick jcodemunch-mcp if jcodemunch-mcp is a high-efficiency MCP server that uses tree-sitter AST for precise, symbol-level GitHub code retrieval. It aims to provide coding assistance and retrieval with significant.
Markdown twin · codebase-memory-mcp alternatives · jcodemunch-mcp alternatives
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Trust & integrity
| Signal | codebase-memory-mcp | jcodemunch-mcp |
|---|---|---|
| Maintenance | Very active (1d since push) As of today · github_public_v1 | Very active (0d since push) As of 1mo · github_public_v1 |
| Provenance | Not a fork · Personal account As of today · github_public_v1 | Not a fork · Personal account As of 1mo · 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
- codebase-memory-mcp
- High-performance code intelligence MCP server indexing codebases into a persistent knowledge graph quickly
- jcodemunch-mcp
- Cut AI token costs 95%+ on code exploration through precise symbol-level GitHub code retrieval
Stars
- codebase-memory-mcp
- 41k
- jcodemunch-mcp
- 2.2k
Forks
- codebase-memory-mcp
- 3.3k
- jcodemunch-mcp
- 317
Open issues
- codebase-memory-mcp
- 510
- jcodemunch-mcp
- 7
Language
- codebase-memory-mcp
- C
- jcodemunch-mcp
- Python
Adopt for
- 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.
- jcodemunch-mcp
- jcodemunch-mcp is a high-efficiency MCP server that uses tree-sitter AST for precise, symbol-level GitHub code retrieval. It aims to provide coding assistance and retrieval with significant token cost savings.
Persona
- codebase-memory-mcp
- -
- jcodemunch-mcp
- -
Runtime
- codebase-memory-mcp
- -
- jcodemunch-mcp
- -
License
- codebase-memory-mcp
- MIT
- jcodemunch-mcp
- Other
Last pushed
- codebase-memory-mcp
- Aug 24, 2026
- jcodemunch-mcp
- Jul 26, 2026
Categories
- codebase-memory-mcp
- Data & Retrieval, Developer Tools
- jcodemunch-mcp
- Data & Retrieval, Developer Tools
Trust and health
Days since push
- codebase-memory-mcp
- 1d
- jcodemunch-mcp
- 0d
Open issues (now)
- codebase-memory-mcp
- 510
- jcodemunch-mcp
- 7
Stars delta
- codebase-memory-mcp
- +5.2k (30d)
- jcodemunch-mcp
- Unknown
Open issues delta
- codebase-memory-mcp
- +162 (30d)
- jcodemunch-mcp
- Unknown
Full report
- codebase-memory-mcp
- Trust report
- jcodemunch-mcp
- Trust report
Choose codebase-memory-mcp if…
- codebase-memory-mcp is primarily C; jcodemunch-mcp is Python.
- License: codebase-memory-mcp is MIT, jcodemunch-mcp is Other.
- Tags unique to codebase-memory-mcp: aider, code-analysis, codex, cursor.
- 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
Choose jcodemunch-mcp if…
- jcodemunch-mcp is primarily Python; codebase-memory-mcp is C.
- License: jcodemunch-mcp is Other, codebase-memory-mcp is MIT.
- Tags unique to jcodemunch-mcp: ai-coding, ai-tools, github, mcp-server.
- jcodemunch-mcp ships Docker support for self-hosted deployment.
- - Use jcodemunch-mcp when you are working on projects where minimizing AI token usage is crucial, as it can save up to 95% of tokens.
When NOT to use jcodemunch-mcp
- - Avoid jcodemunch-mcp if your primary focus does not involve token optimization and you are willing to use more general MCP services without strong token-economy incentives.
- - Do not opt for this tool if working with codebases or systems that do not rely heavily on GitHub repositories, as its retrieval feature is optimized for GitHub.
Explore
Sources
Every stat on this page traces to a dated GitHub sync, license file, enrichment field, or trust scan.
- GitHub stars (DeusData/codebase-memory-mcp) · observed Aug 25, 2026
- GitHub forks (DeusData/codebase-memory-mcp) · observed Aug 25, 2026
- Last push (DeusData/codebase-memory-mcp) · observed Aug 24, 2026
- License file (MIT) · observed Aug 25, 2026
- Decision facts (enrichment) · observed Jul 17, 2026
- Trust scan (lockfile / OSV) · observed Jul 11, 2026
- GitHub stars (jgravelle/jcodemunch-mcp) · observed Jul 27, 2026
- GitHub forks (jgravelle/jcodemunch-mcp) · observed Jul 27, 2026
- Last push (jgravelle/jcodemunch-mcp) · observed Jul 26, 2026
- License file (Other) · observed Jul 27, 2026
- Decision facts (enrichment) · observed Jul 12, 2026
- Trust scan (lockfile / OSV) · observed Jul 12, 2026
GitHub stars on cards: codebase-memory-mcp 41k · jcodemunch-mcp 2.2k (synced Aug 25, 2026).
Common questions
- What is the difference between codebase-memory-mcp and jcodemunch-mcp?
- codebase-memory-mcp: High-performance code intelligence MCP server indexing codebases into a persistent knowledge graph quickly. jcodemunch-mcp: Cut AI token costs 95%+ on code exploration through precise symbol-level GitHub code retrieval. See the comparison table for live GitHub stats and shared categories.
- When should I choose codebase-memory-mcp over jcodemunch-mcp?
- Choose codebase-memory-mcp over jcodemunch-mcp when codebase-memory-mcp is primarily C; jcodemunch-mcp is Python; License: codebase-memory-mcp is MIT, jcodemunch-mcp is Other; Tags unique to codebase-memory-mcp: aider, code-analysis, codex, cursor; When needing rapid codebase indexing into a knowledge graph with low latency queries.
- When should I choose jcodemunch-mcp over codebase-memory-mcp?
- Choose jcodemunch-mcp over codebase-memory-mcp when jcodemunch-mcp is primarily Python; codebase-memory-mcp is C; License: jcodemunch-mcp is Other, codebase-memory-mcp is MIT; Tags unique to jcodemunch-mcp: ai-coding, ai-tools, github, mcp-server; jcodemunch-mcp ships Docker support for self-hosted deployment; - Use jcodemunch-mcp when you are working on projects where minimizing AI token usage is crucial, as it can save up to 95% of tokens.
- 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
- When should I avoid jcodemunch-mcp?
- - Avoid jcodemunch-mcp if your primary focus does not involve token optimization and you are willing to use more general MCP services without strong token-economy incentives. - Do not opt for this tool if working with codebases or systems that do not rely heavily on GitHub repositories, as its retrieval feature is optimized for GitHub.
- Is codebase-memory-mcp or jcodemunch-mcp more popular on GitHub?
- codebase-memory-mcp has more GitHub stars (40,581 vs 2,236). Stars measure visibility, not whether either tool fits your constraints.
- Are codebase-memory-mcp and jcodemunch-mcp open source?
- Yes - both are open-source projects on GitHub (codebase-memory-mcp: MIT, jcodemunch-mcp: Other).
- Where can I find alternatives to codebase-memory-mcp or jcodemunch-mcp?
- GraphCanon lists graph-backed alternatives at codebase-memory-mcp alternatives and jcodemunch-mcp alternatives (codebase-memory-mcp markdown twin, jcodemunch-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, codebase-memory-mcp or jcodemunch-mcp?
- codebase-memory-mcp: Very active. jcodemunch-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 codebase-memory-mcp and jcodemunch-mcp?
- GraphCanon publishes per-repo trust reports with dated maintenance, provenance, and scan summaries: codebase-memory-mcp trust report; jcodemunch-mcp trust report.