Comparison
codebase-memory-mcp vs context7
Verdict
Pick codebase-memory-mcp when codebase-memory-mcp is primarily C; context7 is TypeScript; pick context7 when context7 is primarily TypeScript; codebase-memory-mcp is C.
Markdown twin · codebase-memory-mcp alternatives · context7 alternatives
GraphCanon updated today
vs
Trust & integrity
| Signal | codebase-memory-mcp | context7 |
|---|---|---|
| Maintenance | Very active (0d since push) As of today · github_public_v1 | Very active (0d since push) As of today · github_public_v1 |
| Provenance | Not a fork · Personal account As of today · github_public_v1 | Not a fork · Organization account As of today · github_public_v1 |
| Security (OSV) | No MCP manifest As of today · mcp_manifest | No MCP manifest As of today · mcp_manifest |
Tagline
- codebase-memory-mcp
- High-performance code intelligence MCP server. Indexes codebases into a persistent knowledge graph — average repo in milliseconds. 158 languages, sub-ms queries, 99% fewer tokens. Single static binary
- context7
- Up-to-date code documentation for LLMs and AI code editors
Stars
- codebase-memory-mcp
- 30k
- context7
- 59k
Forks
- codebase-memory-mcp
- 2.4k
- context7
- 2.8k
Open issues
- codebase-memory-mcp
- 223
- context7
- 28
Language
- codebase-memory-mcp
- C
- context7
- TypeScript
Adopt for
- codebase-memory-mcp
- -
- context7
- Context7 is a platform devoted to providing updated code documentation specifically tailored for LLMs (Large Language Models) and AI-based code editing tools. It uses TypeScript and operates under the MIT license.
Persona
- codebase-memory-mcp
- -
- context7
- -
Runtime
- codebase-memory-mcp
- -
- context7
- -
License
- codebase-memory-mcp
- MIT
- context7
- MIT
Last pushed
- codebase-memory-mcp
- Jul 11, 2026
- context7
- Jul 10, 2026
Categories
- codebase-memory-mcp
- Developer Tools, LLM Frameworks
- context7
- Developer Tools, LLM Frameworks
Trust and health
Open issues (now)
- codebase-memory-mcp
- 223
- context7
- 28
Owner type
- codebase-memory-mcp
- User
- context7
- Organization
Full report
- codebase-memory-mcp
- Trust report
- context7
- Trust report
Choose codebase-memory-mcp if…
- codebase-memory-mcp is primarily C; context7 is TypeScript.
- Tags unique to codebase-memory-mcp: aider, ast, claude-code, code-analysis.
- More recently updated (last pushed Jul 11, 2026).
When NOT to use codebase-memory-mcp
- Developer Tools: A gateway is overkill when you're pinned to a single provider and model.
- LLM Frameworks: Avoid a framework for a single prompt-and-retrieve call; the abstraction can cost more than it saves.
Choose context7 if…
- context7 is primarily TypeScript; codebase-memory-mcp is C.
- Tags unique to context7: llm, mcp, mcp-server, vibe-coding.
- When your project heavily relies on Large Language Models or AI-based code editors for enhancing development efficiency.
When NOT to use context7
- Avoid Context7 if your current project doesn't involve integration with Large Language Models or any AI-driven code editing utilities, as it will not offer significant advantages.
- If your team strictly adheres to a development workflow that does not benefit from having real-time documentation tailored for LLMs and AI code editors, opting for more general developer tools may be更
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
- Trust scan (lockfile / OSV) · observed Jul 11, 2026
- GitHub stars (upstash/context7) · observed Jul 11, 2026
- GitHub forks (upstash/context7) · observed Jul 11, 2026
- Last push (upstash/context7) · observed Jul 10, 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 · context7 59k (synced Jul 11, 2026).
Common questions
- What is the difference between codebase-memory-mcp and context7?
- codebase-memory-mcp: High-performance code intelligence MCP server. Indexes codebases into a persistent knowledge graph — average repo in milliseconds. 158 languages, sub-ms queries, 99% fewer tokens. Single static binary. context7: Up-to-date code documentation for LLMs and AI code editors. See the comparison table for live GitHub stats and shared categories.
- When should I choose codebase-memory-mcp over context7?
- Choose codebase-memory-mcp over context7 when codebase-memory-mcp is primarily C; context7 is TypeScript; Tags unique to codebase-memory-mcp: aider, ast, claude-code, code-analysis; More recently updated (last pushed Jul 11, 2026).
- When should I choose context7 over codebase-memory-mcp?
- Choose context7 over codebase-memory-mcp when context7 is primarily TypeScript; codebase-memory-mcp is C; Tags unique to context7: llm, mcp, mcp-server, vibe-coding; When your project heavily relies on Large Language Models or AI-based code editors for enhancing development efficiency.
- When should I avoid codebase-memory-mcp?
- Developer Tools: A gateway is overkill when you're pinned to a single provider and model. LLM Frameworks: Avoid a framework for a single prompt-and-retrieve call; the abstraction can cost more than it saves.
- When should I avoid context7?
- Avoid Context7 if your current project doesn't involve integration with Large Language Models or any AI-driven code editing utilities, as it will not offer significant advantages. If your team strictly adheres to a development workflow that does not benefit from having real-time documentation tailored for LLMs and AI code editors, opting for more general developer tools may be更
- Is codebase-memory-mcp or context7 more popular on GitHub?
- context7 has more GitHub stars (58,913 vs 29,913). Stars measure visibility, not whether either tool fits your constraints.
- Are codebase-memory-mcp and context7 open source?
- Yes - both are open-source projects on GitHub (codebase-memory-mcp: MIT, context7: MIT).
- Where can I find alternatives to codebase-memory-mcp or context7?
- GraphCanon lists graph-backed alternatives at codebase-memory-mcp alternatives and context7 alternatives (codebase-memory-mcp markdown twin, context7 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 context7?
- codebase-memory-mcp: Very active. context7: 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 context7?
- GraphCanon publishes per-repo trust reports with dated maintenance, provenance, and scan summaries: codebase-memory-mcp trust report; context7 trust report.