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Codeturion

codesurface

by Codeturion

codesurface

PyPI Version PyPI Downloads MCP Registry GitHub Stars GitHub Last Commit Languages License: MIT Python 3.10+ Blog Post

MCP server that indexes your codebase's public API at startup and serves it via compact tool responses, saving tokens vs reading source files.

Parses source files, extracts public classes/methods/properties/fields/events, and serves them through 5 MCP tools. Works with Claude Code, Cursor, Windsurf, or any MCP-compatible AI tool.

Supported languages: C# (.cs), C++ headers (.h, .hpp, .hxx, .h++), Go (.go), Java (.java), Python (.py), TypeScript/JavaScript (.ts, .tsx, .js, .jsx)

Quick Start

Add to your .mcp.json:

{
  "mcpServers": {
    "codesurface": {
      "command": "uvx",
      "args": ["codesurface", "--project", "/path/to/your/src"]
    }
  }
}

Point --project at any directory containing supported source files (a Unity Assets/Scripts folder, a Spring Boot project, a .NET src/ tree, a Node.js/React project, a Python package, etc.). Languages are auto-detected.

Restart your AI tool and ask: "What methods does MyService have?"

Related MCP server: mcplens

CLAUDE.md Snippet

Add this to your project's CLAUDE.md (or equivalent instructions file). This step is important. Without it, the AI has the tools but won't know when to reach for them.

## Codebase API Lookup (codesurface MCP)

Use codesurface MCP tools BEFORE Grep, Glob, Read, or Task (subagents) for any class/method/field lookup. This applies to you AND any subagents you spawn.

| Tool | Use when | Example |
|------|----------|---------|
| `search` | Find APIs by keyword | `search("MergeService")` |
| `get_signature` | Need exact signature | `get_signature("TryMerge")` |
| `get_class` | See all members on a class | `get_class("BlastBoardModel")` |
| `get_stats` | Codebase overview | `get_stats()` |

Every result includes file path + line numbers. Use them for targeted reads:
- `File: Service.cs:32` → `Read("Service.cs", offset=32, limit=15)`
- `File: Converter.java:504-506` → `Read("Converter.java", offset=504, limit=10)`

Never read a full file when you have a line number. Only fall back to Grep/Read for implementation details (method bodies, control flow).

Tools

Tool

Purpose

Example

search

Find APIs by keyword

"MergeService", "BlastBoard", "GridCoord"

get_signature

Exact signature by name or FQN

"TryMerge", "CampGame.Services.IMergeService.TryMerge"

get_class

Full class reference card with all public members

"BlastBoardModel" → all methods/fields/properties

get_stats

Overview of indexed codebase

File count, record counts, namespace breakdown

reindex

Incremental index update (mtime-based)

Only re-parses changed/new/deleted files. Also runs automatically on query misses

search, get_signature, and get_class accept two optional filters:

  • file_path: scope results to a directory prefix or exact file (e.g. "src/services/" or "src/services/MergeService.ts")

  • include_tests: include test files in results (default false). Detects __tests__/, tests/, test/, *.test.*, *.spec.*, *_test.*, test_*

Tested On

Project

Language

Files

Records

Time

vscode

TypeScript

6,611

88,293

9.3s

Paper

Java

2,909

33,973

2.3s

client-go

Go

219

2,760

0.4s

langchain

Python

1,880

12,418

1.1s

pydantic

Python

365

9,648

0.3s

guava

Java

891

8,377

2.4s

immich

TypeScript

919

7,957

0.6s

fastapi

Python

881

5,713

0.5s

ant-design

TypeScript

2,947

5,452

0.9s

dify

TypeScript

4,903

5,038

1.9s

crawlee-python

Python

386

2,473

0.3s

flask

Python

63

872

<0.1s

cobra

Go

15

249

<0.1s

gin

Go

41

574

<0.1s

Unity game (private)

C#

129

1,018

0.1s

Line Numbers for Targeted Reads

Every record includes line_start and line_end (1-indexed). Multi-line declarations span the full signature:

[METHOD] com.google.common.base.Converter.from
  Signature: static Converter<A, B> from(Function<...> forward, Function<...> backward)
  File: Converter.java:504-506          ← multi-line signature

[METHOD] server.AlbumController.createAlbum
  Signature: createAlbum(@Auth() auth: AuthDto, @Body() dto: CreateAlbumDto)
  File: album.controller.ts:46          ← single-line

This lets AI agents do targeted reads instead of reading full files:

# Instead of reading the entire 600-line file:
Read("Converter.java")                     # 600 lines, ~12k tokens

# Read just the method + context:
Read("Converter.java", offset=504, limit=10)  # 10 lines, ~200 tokens

Benchmarks

Measured across 5 real-world projects in 5 languages, each using a 10-step cross-cutting research workflow.

Total Tokens, Cross-Language Comparison

Language

Project

Files

Records

MCP

Skilled

Naive

MCP vs Skilled

C#

Unity game

129

1,034

1,021

4,453

11,825

77% fewer

TypeScript

immich

694

8,344

1,451

4,500

14,550

68% fewer

Java

guava

891

8,377

1,851

4,200

26,700

56% fewer

Go

gin

38

534

1,791

2,770

15,300

35% fewer

Python

codesurface

9

40

753

2,000

10,400

62% fewer

Hallucination Risk

Even with follow-up reads for implementation detail, the hybrid MCP + targeted Read approach uses 44% fewer tokens than a skilled Grep+Read agent and 87% fewer than a naive agent:

Hybrid Workflow

Per-question breakdown

Per Question

See workflow-benchmark.md for the full step-by-step analysis across all languages.

Filtering What Gets Indexed

By default, codesurface skips common vendored, build, and VCS directories: node_modules, vendor, bin, obj, dist, build, target, .git, .venv, __pycache__, and a few dozen others. Git worktrees and submodules are also skipped.

To exclude additional paths:

Project-level (committed): create a .codesurfaceignore file at your project root with one glob per line.

generated/**
docs/**
**/*.pb.go

Per-instance (CLI): pass --exclude with comma-separated globs.

{
  "command": "uvx",
  "args": ["codesurface", "--project", "src", "--exclude", "generated/**,vendor/**"]
}

Other indexing flags:

  • --include-submodules: index git submodules (skipped by default)

  • --language <name>: pin to a single parser (e.g. --language cpp) instead of auto-detecting

Multiple Projects

Each --project flag indexes one directory. To index multiple codebases, run separate instances with different server names:

{
  "mcpServers": {
    "codesurface-backend": {
      "command": "uvx",
      "args": ["codesurface", "--project", "/path/to/backend/src"]
    },
    "codesurface-frontend": {
      "command": "uvx",
      "args": ["codesurface", "--project", "/path/to/frontend/src"]
    }
  }
}

Each instance gets its own in-memory index and tools. The AI agent sees both and can query across projects.

Setup Details

Using pip install:

pip install codesurface
{
  "mcpServers": {
    "codesurface": {
      "command": "codesurface",
      "args": ["--project", "/path/to/your/src"]
    }
  }
}
codesurface/
├── src/codesurface/
│   ├── server.py           # MCP server with 5 tools
│   ├── db.py               # SQLite + FTS5 database layer
│   ├── filters.py          # PathFilter (default exclusions, .codesurfaceignore, --exclude)
│   └── parsers/
│       ├── base.py         # BaseParser ABC
│       ├── cpp.py          # C++ header parser
│       ├── csharp.py       # C# parser
│       ├── go.py           # Go parser
│       ├── java.py         # Java parser
│       ├── python_parser.py # Python parser
│       └── typescript.py   # TypeScript/JavaScript parser
├── pyproject.toml
└── README.md

"No codebase indexed"

  • Ensure --project points to a directory containing supported source files (.cs, .h, .hpp, .go, .java, .py, .ts, .tsx, .js, .jsx)

  • The server indexes at startup. Check stderr for [codesurface] scanning N files... and [codesurface] done: lines

Server won't start

  • Check Python version: python --version (needs 3.10+)

  • Check mcp[cli] is installed: pip install mcp[cli]

Stale results after editing source files

  • The index auto-refreshes on query misses. If you add a new class and query it, the server reindexes and retries automatically

  • You can also call reindex() manually to force an incremental update


Contact

fuatcankoseoglu@gmail.com

License

MIT

Install Server
A
license - permissive license
A
quality
A
maintenance

Maintenance

Maintainers
Response time
1wRelease cycle
9Releases (12mo)
Commit activity

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