Comparison
codebase-memory-mcp vs graphify
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 graphify if graphify transforms a variety of inputs into a unified knowledge graph, ideal for creating searchable insights from mixed content types.
Markdown twin · codebase-memory-mcp alternatives · graphify alternatives
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Trust & integrity
| Signal | codebase-memory-mcp | graphify |
|---|---|---|
| Maintenance | Very active (0d since push) As of 6d · github_public_v1 | Very active (0d since push) As of 6d · github_public_v1 |
| Provenance | Not a fork · Personal account As of 6d · github_public_v1 | Not a fork · Organization account As of 6d · github_public_v1 |
| OSV dependency advisories | No lockfile (source not queried) As of 6d · osv@v1 | No lockfile (source not queried) As of 6d · 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
- graphify
- Turn any code or documentation into a queryable knowledge graph
Stars
- codebase-memory-mcp
- 30k
- graphify
- 82k
Forks
- codebase-memory-mcp
- 2.4k
- graphify
- 8.1k
Open issues
- codebase-memory-mcp
- 223
- graphify
- 452
Language
- codebase-memory-mcp
- C
- graphify
- 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.
- graphify
- Graphify transforms a variety of inputs into a unified knowledge graph, ideal for creating searchable insights from mixed content types.
Persona
- codebase-memory-mcp
- -
- graphify
- -
Runtime
- codebase-memory-mcp
- -
- graphify
- -
License
- codebase-memory-mcp
- MIT
- graphify
- MIT
Last pushed
- codebase-memory-mcp
- Jul 11, 2026
- graphify
- Jul 11, 2026
Categories
- codebase-memory-mcp
- Data & Retrieval, Developer Tools
- graphify
- AI Agents, Data & Retrieval
Trust and health
Open issues (now)
- codebase-memory-mcp
- 223
- graphify
- 452
Owner type
- codebase-memory-mcp
- User
- graphify
- Organization
Full report
- codebase-memory-mcp
- Trust report
- graphify
- Trust report
Typed relationship
codebase-memory-mcp alternative graphifyBoth tools deal with creating knowledge graphs for codebases, but they may use different approaches or technologies to serve this purpose.
Choose codebase-memory-mcp if…
- codebase-memory-mcp is primarily C; graphify is Python.
- Both tools deal with creating knowledge graphs for codebases, but they may use different approaches or technologies to serve this purpose.
- Tags unique to codebase-memory-mcp: aider, ast, code-analysis, code-intelligence.
- 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
Choose graphify if…
- graphify is primarily Python; codebase-memory-mcp is C.
- Requirements: Ensure to install from the correct PyPI package named `graphifyy` (with double 'y') and not other similar-named packages which are unaffiliated.; Installation involves setting up a Python environment ('venv') and ensuring all required extras are installed..
- Both tools deal with creating knowledge graphs for codebases, but they may use different approaches or technologies to serve this purpose.
- Tags unique to graphify: gemini, knowledge-graph, rag, skills.
- Also covers AI Agents.
- When you need to turn diverse file types (code, SQL schemas, documents, images) into a single queryable data structure that can be searched and analyzed together.
When NOT to use graphify
- If the project exclusively involves text-based content without requiring integration or querying across different file types (e.g., plain documents with no need for cross-referencing).
- Avoid using Graphify if you are looking for a tool that focuses solely on visual graph representation without the depth of semantic querying capabilities.
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 Jul 11, 2026
- GitHub forks (DeusData/codebase-memory-mcp) · observed Jul 11, 2026
- Last push (DeusData/codebase-memory-mcp) · observed Jul 11, 2026
- License file (MIT) · observed Jul 11, 2026
- Decision facts (enrichment) · observed Jul 17, 2026
- Trust scan (lockfile / OSV) · observed Jul 11, 2026
- GitHub stars (Graphify-Labs/graphify) · observed Jul 11, 2026
- GitHub forks (Graphify-Labs/graphify) · observed Jul 11, 2026
- Last push (Graphify-Labs/graphify) · observed Jul 11, 2026
- License file (MIT) · observed Jul 11, 2026
- Decision facts (enrichment) · observed Jul 11, 2026
- Trust scan (lockfile / OSV) · observed Jul 11, 2026
GitHub stars on cards: codebase-memory-mcp 30k · graphify 82k (synced Jul 11, 2026).
Common questions
- What is the difference between codebase-memory-mcp and graphify?
- codebase-memory-mcp: High-performance code intelligence MCP server indexing codebases into a persistent knowledge graph quickly. graphify: Turn any code or documentation into a queryable knowledge graph. See the comparison table for live GitHub stats and shared categories.
- When should I choose codebase-memory-mcp over graphify?
- Choose codebase-memory-mcp over graphify when codebase-memory-mcp is primarily C; graphify is Python; Both tools deal with creating knowledge graphs for codebases, but they may use different approaches or technologies to serve this purpose; Tags unique to codebase-memory-mcp: aider, ast, code-analysis, code-intelligence; Also covers Developer Tools; When needing rapid codebase indexing into a knowledge graph with low latency queries.
- When should I choose graphify over codebase-memory-mcp?
- Choose graphify over codebase-memory-mcp when graphify is primarily Python; codebase-memory-mcp is C; Requirements: Ensure to install from the correct PyPI package named
graphifyy(with double 'y') and not other similar-named packages which are unaffiliated.; Installation involves setting up a Python environment ('venv') and ensuring all required extras are installed.; Both tools deal with creating knowledge graphs for codebases, but they may use different approaches or technologies to serve this purpose; Tags unique to graphify: gemini, knowledge-graph, rag, skills; Also covers AI Agents; When you need to turn diverse file types (code, SQL schemas, documents, images) into a single queryable data structure that can be searched and analyzed together. - 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 graphify?
- If the project exclusively involves text-based content without requiring integration or querying across different file types (e.g., plain documents with no need for cross-referencing). Avoid using Graphify if you are looking for a tool that focuses solely on visual graph representation without the depth of semantic querying capabilities.
- Is codebase-memory-mcp or graphify more popular on GitHub?
- graphify has more GitHub stars (82,139 vs 29,913). Stars measure visibility, not whether either tool fits your constraints.
- Are codebase-memory-mcp and graphify open source?
- Yes - both are open-source projects on GitHub (codebase-memory-mcp: MIT, graphify: MIT).
- Where can I find alternatives to codebase-memory-mcp or graphify?
- GraphCanon lists graph-backed alternatives at codebase-memory-mcp alternatives and graphify alternatives (codebase-memory-mcp markdown twin, graphify 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 graphify?
- codebase-memory-mcp: Very active. graphify: 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 graphify?
- GraphCanon publishes per-repo trust reports with dated maintenance, provenance, and scan summaries: codebase-memory-mcp trust report; graphify trust report.