octocode-mcp and codebase-memory-mcp

These are **complements** — one provides real-time semantic search across repositories while the other builds a persistent knowledge graph for sub-millisecond local queries, so they address different query patterns (ad-hoc vs. repeated analysis) and can be combined for comprehensive codebase understanding.

octocode-mcp
73
Verified
codebase-memory-mcp
65
Established
Maintenance 23/25
Adoption 10/25
Maturity 24/25
Community 16/25
Maintenance 25/25
Adoption 10/25
Maturity 11/25
Community 19/25
Stars: 746
Forks: 58
Downloads: —
Commits (30d): 28
Language: TypeScript
License: MIT
Stars: 585
Forks: 65
Downloads: —
Commits (30d): 317
Language: C
License: MIT
No Dependents
No Package No Dependents

About octocode-mcp

bgauryy/octocode-mcp

MCP server for semantic code research and context generation on real-time using LLM patterns | Search naturally across public & private repos based on your permissions | Transform any accessible codebase/s into AI-optimized knowledge on simple and complex flows | Find real implementations and live docs from anywhere

Implements MCP (Model Context Protocol) with LSP-powered code intelligence (Go to Definition, Find References, Call Hierarchy) across GitHub, GitLab, and local codebases, enabling compiler-level understanding without parsing. Provides modular Agent Skills—including multi-phase research with session persistence, AST-driven code analysis, dependency graphing, and PR review across seven domains—composable via CLI or direct integration into Claude/Cursor.

About codebase-memory-mcp

DeusData/codebase-memory-mcp

MCP server that indexes your codebase into a persistent knowledge graph. 64 languages, sub-ms queries, 99% fewer tokens than grep. Single Go binary, no Docker, no API keys.

Builds an AST-based knowledge graph using tree-sitter parsers with optional LSP-style type resolution for Go, C, and C++, persisting the graph to in-memory SQLite for sub-millisecond structural queries. Indexes codebases at extreme speed through RAM-first pipeline with LZ4 compression and fused Aho-Corasick pattern matching, completing the Linux kernel in 3 minutes. Implements the Model Context Protocol with 14 tools including architecture analysis, call graph tracing, impact mapping from git diffs, and Cypher-like graph queries—integrating with 10 coding agents (Claude Code, Zed, Gemini CLI, and others) through automatic MCP configuration on install.

Related comparisons

octocode-mcp and mcp-server-tree-sitter octocode-mcp and codebaxing octocode-mcp and mcp-codebase-index octocode-mcp and code-graph-context octocode-mcp and snippy octocode-mcp and deep-code-reasoning-mcp

Scores updated daily from GitHub, PyPI, and npm data. How scores work