https://github.com/cloudwego/abcoder
deep, reliable and confidential coding-context
https://github.com/cloudwego/abcoder
ai-agent ai-coding ast context-engineer lsp mcp-server
Last synced: 22 days ago
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deep, reliable and confidential coding-context
- Host: GitHub
- URL: https://github.com/cloudwego/abcoder
- Owner: cloudwego
- License: apache-2.0
- Created: 2025-02-13T08:04:55.000Z (12 months ago)
- Default Branch: main
- Last Pushed: 2026-01-13T07:34:42.000Z (about 1 month ago)
- Last Synced: 2026-01-13T09:43:29.948Z (about 1 month ago)
- Topics: ai-agent, ai-coding, ast, context-engineer, lsp, mcp-server
- Language: Go
- Homepage:
- Size: 6.11 MB
- Stars: 311
- Watchers: 8
- Forks: 42
- Open Issues: 14
-
Metadata Files:
- Readme: README.md
- Contributing: CONTRIBUTING.md
- License: LICENSE
- Code of conduct: CODE_OF_CONDUCT.md
Awesome Lists containing this project
README
# ABCoder: AI-Based Coder(AKA: A Brand-new Coder)
# Overview
ABCoder, an AI-oriented Code-processing **Framework**, is designed to enhance and extend the coding context for Large-Language-Model (LLM), finally boosting the development of AI-assisted-programming applications.
## Features
- Universal Abstract-Syntax-Tree (UniAST), a language-independent, AI-friendly specification of code information, providing a boundless, flexible and structural coding context for both AI and humans.
- General Parser, parses arbitrary-language codes to UniAST.
- General Writer transforms UniAST back to code.
- **Code-Retrieval-Augmented-Generation (Code-RAG)**, provides a set of MCP tools to help the LLM understand code repositories precisely and locally. And it can support both in-workspace and out-of-workspace third-party libraries simultaneously -- I guess you are thinking about [DeepWiki](https://deepwiki.org) and [context7](https://github.com/upstash/context7), but ABCoder is more reliable and confidential -- no need to wait for their services to be done, and no worry about your codes will be uploaded!
Based on these features, developers can easily implement or enhance their AI-assisted programming applications, such as reviewing, optimizing, translating, etc.
## Universal Abstract-Syntax-Tree Specification
see [UniAST Specification](docs/uniast-zh.md)
# Quick Start
## Claude Code Integration
ABCoder provides deep integration with [Claude Code](https://claude.ai/code) through the AST-Driven Coding workflow, enabling hallucination-free code analysis and precise execution. Check [Claude Code Specification](docs/claude-code-spec.md) for more details.
### Setup
Use the `init-spec` command to automatically configure Claude Code integration for your project:
```bash
# Install ABCoder
go install github.com/cloudwego/abcoder@latest
# Run init-spec in your project directory (optional: specify target path)
cd /path/to/your/project
abcoder init-spec
```
The `init-spec` command will:
1. Copy `.claude` directory to your project root
2. Configure MCP servers in `~/.claude.json`:
- `abcoder`: for code analysis using AST
- `sequential-thinking`: for complex problem decomposition
3. Replace all `{{CLAUDE_HOME_PATH}}` placeholders with actual project paths
### Start Coding with Claude Code
Once setup, you can start coding with Claude Code:
1. Start Claude Code in your project directory
2. Use slash common `/abcoder:schedule ` to address your feature/requirement/issue, and ABCoder will help you analyze the codebase and design a technical solution.
3. Once all questions are set, use slash common `/abcoder:task ` to create a coding task(specification)
4. Recheck the task using `/abcoder:recheck ` before real implementation
5. Begin coding! Claude Code will process the task step by step according to the specification, leveraging the power of AST-driven analysis.
### AST-Driven Coding Workflow
[`.claude/hooks`](internal/cmd/assets/.claude/hooks) provide a 4-layer analysis chain from repository to node details:
```
list_repos → get_repo_structure → get_package_structure → get_file_structure → get_ast_node
│ │ │ │ │
└── repo_name └── mod/pkg list └── file list └── node list └── dependencies/references
```
### Claude Code Slash Commands
[`.claude/commands`](internal/cmd/assets/.claude/commands) provide three custom slash commands to streamline development:
| Command | Function | Description |
|---------|----------|-------------|
| [`/abcoder:schedule` ](internal/cmd/assets/.claude/commands/abcoder/schedule.md) | Design implementation | Analyze codebase by using ABCoder, design technical solution |
| [`/abcoder:task `](internal/cmd/assets/.claude/commands/abcoder/task.md) | Create coding task | Generate standardized CODE_TASK document |
| [`/abcoder:recheck `](internal/cmd/assets/.claude/commands/abcoder/recheck.md) | Verify solution | Critically check CODE_TASK feasibility, useful when a CODE_TASK contains external dependencies |
### Workflow
```
User Request
│
▼
/abcoder:schedule ──────────→ Design Solution (ABCoder Analysis)
│ │
▼ ▼
/abcoder:task ─────────→ CODE_TASK (with Technical Specs, including accurate `get_ast_node` call args)
│ │
▼ ▼
/abcoder:recheck ────→ Verify Solution (ABCoder Validation. After `/abcoder:task` Claude Code will tell you what the external dependencies CODE_TASK contains, use `/abcoder:recheck` to analyze external ast_node and technical detail with ABCoder)
│ │
▼ ▼
Start coding(sub-agent) ─────────→ Execute Implementation
```
### Configuration Files
| File | Purpose |
|------|---------|
| [`CLAUDE.md`](internal/cmd/assets/.claude/CLAUDE.md) | Core AST-Driven Coder role definition |
| [`settings.json`](internal/cmd/assets/.claude/settings.json) | Hooks and permissions configuration |
| [`hooks/`](internal/cmd/assets/.claude/hooks/) | Automation scripts (parse/prompt/reminder) |
| [`commands/`](internal/cmd/assets/.claude/commands/) | Slash command definitions (abcoder:task/abcoder:schedule/abcoder:recheck) |
| [`tmpls/ABCODER_CODE_TASK.md`](internal/cmd/assets/.claude/tmpls/ABCODER_CODE_TASK.md) | Coding task template |
### Dependencies
- Claude Code CLI
- ABCoder MCP server (provides `mcp__abcoder` tools)
- Sequential-thinking MCP server (provides `mcp__sequential_thinking` tools, automatically configured by init-spec)
> For detailed configuration, see [claude-code-spec.md](docs/claude-code-spec.md)
> Watch the demo video [here](https://github.com/cloudwego/abcoder/pull/141)
## Use ABCoder as a MCP server
1. Install ABCoder:
```bash
go install github.com/cloudwego/abcoder@latest
```
2. Use ABCoder to parse a repository to UniAST (JSON)
```bash
abcoder parse {language} {repo-path} -o xxx.json
```
ABCoder will try to install any dependency automatically.
In case of failure (or if you want to customize installation), refer to the [docs](./docs/lsp-installation-en.md).
For example, to parse a Go repository:
```bash
git clone https://github.com/cloudwego/localsession.git localsession
abcoder parse go localsession -o /abcoder-asts/localsession.json
```
3. Integrate ABCoder's MCP tools into your AI agent.
```json
{
"mcpServers": {
"abcoder": {
"command": "abcoder",
"args": [
"mcp",
"{the-AST-directory}"
]
}
}
}
```
4. Enjoy it!
Try to click and watch the video below:
[
](https://www.bilibili.com/video/BV14ggJzCEnK)
## Tips:
- You can add more repo ASTs into the AST directory without restarting abcoder MCP server.
- Try to use [the recommended prompt](llm/prompt/analyzer.md) and combine planning/memory tools like [sequential-thinking](https://github.com/modelcontextprotocol/servers/tree/main/src/sequentialthinking) in your AI agent.
## Use ABCoder as an Agent (WIP)
You can also use ABCoder as a command-line Agent like:
```bash
export API_TYPE='{openai|ollama|ark|claude}'
export API_KEY='{your-api-key}'
export MODEL_NAME='{model-endpoint}'
abcoder agent {the-AST-directory}
```
For example:
```bash
$ API_TYPE='ark' API_KEY='xxx' MODEL_NAME='zzz' abcoder agent ./testdata/asts
Hello! I'm ABCoder, your coding assistant. What can I do for you today?
$ What does the repo 'localsession' do?
The `localsession` repository appears to be a Go module (`github.com/cloudwego/localsession`) that provides functionality related to managing local sessions. Here's a breakdown of its structure and purpose:
...
If you'd like to explore specific functionalities or code details, let me know, and I can dive deeper into the relevant files or nodes. For example:
- What does `session.go` or `manager.go` implement?
- How is the backup functionality used?
$ exit
```
- NOTICE: This feature is Work-In-Progress. It only supports code analysis at present.
# Supported Languages
ABCoder currently supports the following languages:
| Language | Parser | Writer |
| -------- | ------ | ----------- |
| Go | ✅ | ✅ |
| Rust | ✅ | Coming Soon |
| C | ✅ | Coming Soon |
| Python | ✅ | Coming Soon |
| JS/TS | ✅ | Coming Soon |
| Java | ✅ | Coming Soon |
# Getting Involved
We encourage developers to contribute and make this tool more powerful. If you are interested in contributing to ABCoder
project, kindly check out our guide:
- [Parser Extension](docs/parser-zh.md)
> Note: This is a dynamic README and is subject to changes as the project evolves.
# Contact Us
- How to become a member: [COMMUNITY MEMBERSHIP](https://github.com/cloudwego/community/blob/main/COMMUNITY_MEMBERSHIP.md)
- Issues: [Issues](https://github.com/cloudwego/abcoder/issues)
- Lark: Scan the QR code below with [Register Feishu](https://www.feishu.cn/en/) to join our CloudWeGo/abcoder user group.
# Contributors
Thank you for your contribution to ABCoder!
[](https://github.com/cloudwego/abcoder/graphs/contributors)
# License
This project is licensed under the [Apache-2.0 License](LICENSE-APACHE).