code-analyze-mcp

Standalone MCP server for code structure analysis using tree-sitter.

Note

Native agent tools (regex search, path matching, file reading) handle targeted lookups well. code-analyze-mcp handles the mechanical, non-AI work: mapping directory structure, extracting symbols, and tracing call graphs. Offloading this to a dedicated tool reduces token usage and speeds up coding with better accuracy.

Overview

code-analyze-mcp is a Model Context Protocol server that analyzes code structure across 5 programming languages. It exposes four tools: analyze_directory (file tree with metrics), analyze_file (functions, classes, imports from a single file), analyze_module (lightweight function/import index, ~75% smaller than analyze_file), and analyze_symbol (call graph for a named symbol). It integrates with any MCP-compatible orchestrator (Claude Code, Kiro, Fast-Agent, MCP-Agent, and others), minimizing token usage while giving the LLM precise structural context.

Installation

Homebrew (macOS and Linux)

brew install clouatre-labs/tap/code-analyze-mcp

Update: brew upgrade code-analyze-mcp

cargo-binstall (no Rust required)

cargo binstall code-analyze-mcp

cargo install (requires Rust toolchain)

cargo install code-analyze-mcp

Quick Start

Build from source

cargo build --release

The binary is at target/release/code-analyze-mcp.

Configure MCP Client

After installation via brew or cargo, register with the Claude Code CLI:

claude mcp add --transport stdio code-analyze -- code-analyze-mcp

If you built from source, use the binary path directly:

claude mcp add --transport stdio code-analyze -- /path/to/repo/target/release/code-analyze-mcp

stdio is intentional: this server runs locally and processes files directly on disk. The low-latency, zero-network-overhead transport matches the use case. Streamable HTTP adds a network hop with no benefit for a local tool.

Or add manually to .mcp.json at your project root (shared with your team via version control):

{
  "mcpServers": {
    "code-analyze": {
      "command": "code-analyze-mcp",
      "args": []
    }
  }
}

Tools

All optional parameters may be omitted. Shared optional parameters for analyze_directory, analyze_file, and analyze_symbol (analyze_module does not support these):

Parameter	Type	Default	Description
summary	boolean	auto	Compact output; auto-triggers above 50K chars
cursor	string	--	Pagination cursor from a previous response's next_cursor
page_size	integer	100	Items per page
force	boolean	false	Bypass output size warning
verbose	boolean	false	true = full output with section headers and imports (Markdown-style); false = compact one-line-per-item format

analyze_directory

Walks a directory tree, counts lines of code, functions, and classes per file. Respects .gitignore rules.

Required: path (string) -- directory to analyze

Additional optional: max_depth (integer, default unlimited) -- recursion limit; use 2-3 for large monorepos

Example output:

src/                                [328 LOC | F:28 C:5]
  main.rs                           [18 LOC | F:1 C:0]
  lib.rs                            [156 LOC | F:12 C:3]
  parser.rs                         [89 LOC | F:8 C:2]
  formatter.rs                      [65 LOC | F:7 C:0]
  languages/                        [142 LOC | F:19 C:5]
    mod.rs                          [45 LOC | F:5 C:2]
    rust.rs                         [97 LOC | F:14 C:3]

Total: 4 files, 328 LOC, 28 functions, 5 classes

analyze_directory path: /path/to/project
analyze_directory path: /path/to/project max_depth: 2
analyze_directory path: /path/to/project summary: true

analyze_file

Extracts functions, classes, imports, and type references from a single file.

Required: path (string) -- file to analyze

Additional optional: ast_recursion_limit (integer, default 256) -- tree-sitter recursion cap for stack safety

Example output:

FILE: src/lib.rs [156 LOC | F:12 C:3]

CLASSES:
  CodeAnalyzer:20
  SemanticExtractor:45

FUNCTIONS:
  new:27
  analyze:35
  extract:52
  format_content:78
  build_index:89

IMPORTS:
  rmcp (3)
  serde (2)
  tree_sitter (4)
  thiserror (1)

REFERENCES:
  methods: [analyze, extract, format_content]
  types: [AnalysisResult, SemanticData, ParseError]
  fields: [path, mode, language]

analyze_file path: /path/to/file.rs
analyze_file path: /path/to/file.rs page_size: 50
analyze_file path: /path/to/file.rs cursor: eyJvZmZzZXQiOjUwfQ==

analyze_module

Extracts a minimal function/import index from a single file. ~75% smaller output than analyze_file. Use when you need function names and line numbers or the import list, without signatures, types, call graphs, or references.

Required: path (string) -- file to analyze

Example output:

FILE: analyze.rs (510L, 3F, 2I)
F:
  analyze_directory:174, analyze_file:200, analyze_module_file:460
I:
  crate::formatter:format_file_details; std::path:Path, PathBuf

analyze_module path: /path/to/file.rs

analyze_symbol

Builds a call graph for a named symbol across all files in a directory. Uses sentinel values <module> (top-level calls) and <reference> (type references). Functions called >3 times show (•N) notation.

Required:

• path (string) -- directory to search
• symbol (string) -- symbol name, case-sensitive exact-match

Additional optional:

• follow_depth (integer, default 1) -- call graph traversal depth
• max_depth (integer, default unlimited) -- directory recursion limit
• ast_recursion_limit (integer, default 256) -- tree-sitter recursion cap for stack safety
• match_mode (string, default exact) -- Symbol lookup strategy:
  • exact: Case-sensitive exact match (default)
  • insensitive: Case-insensitive exact match
  • prefix: Case-insensitive prefix match; returns an error listing candidates when multiple symbols match
  • contains: Case-insensitive substring match; returns an error listing candidates when multiple symbols match All non-exact modes return an error with candidate names when the match is ambiguous; use the listed candidates to refine to a unique match.

Example output:

FOCUS: analyze
DEPTH: 2
FILES: 12 analyzed

DEFINED:
  src/lib.rs:35

CALLERS (incoming):
  main -> analyze [src/main.rs:12]
  <module> -> analyze [src/lib.rs:40]
  process_request -> analyze [src/handler.rs:88]

CALLEES (outgoing):
  analyze -> determine_mode [src/analyze.rs:44]
  analyze -> format_output [src/formatter.rs:12] (•2)
  analyze -> validate_params [src/validation.rs:5]
  determine_mode -> is_directory [src/utils.rs:23]

analyze_symbol path: /path/to/project symbol: my_function
analyze_symbol path: /path/to/project symbol: my_function follow_depth: 3
analyze_symbol path: /path/to/project symbol: my_function max_depth: 3 follow_depth: 2

Output Management

For large codebases, two mechanisms prevent context overflow:

Pagination

analyze_file and analyze_symbol append a NEXT_CURSOR: line when output is truncated. Pass the token back as cursor to fetch the next page.

# Response ends with:
NEXT_CURSOR: eyJvZmZzZXQiOjUwfQ==

# Fetch next page:
analyze_symbol path: /my/project symbol: my_function cursor: eyJvZmZzZXQiOjUwfQ==

Summary Mode

When output exceeds 50K chars, the server auto-compacts results using aggregate statistics. Override with summary: true (force compact) or summary: false (disable).

# Force summary for large project
analyze_directory path: /huge/codebase summary: true

# Disable summary (get full details, may be large)
analyze_directory path: /project summary: false

Non-Interactive Pipelines

In single-pass subagent sessions, prompt caches are written but never reused. Benchmarks showed MCP responses writing ~2x more to cache than native-only workflows, adding cost with no quality gain. Set DISABLE_PROMPT_CACHING=1 (or DISABLE_PROMPT_CACHING_HAIKU=1 for Haiku-specific pipelines) to avoid this overhead.

Supported Languages

Language	Extensions	Status
Rust	.rs	Implemented
Python	.py	Implemented
TypeScript	.ts, .tsx	Implemented
Go	.go	Implemented
Java	.java	Implemented

Documentation

• ARCHITECTURE.md - Design goals, module map, data flow, language handler system, caching strategy
• MCP, Agents, and Orchestration - Best practices for agentic loops, orchestration patterns, MCP tool design, memory management, and safety controls
• CONTRIBUTING.md - Development workflow, commit conventions, PR checklist
• SECURITY.md - Security policy and vulnerability reporting

License

Apache-2.0. See LICENSE for details.