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Galtzo FLOSS Logo by Aboling0, CC BY-SA 4.0 ruby-lang Logo, Yukihiro Matsumoto, Ruby Visual Identity Team, CC BY-SA 2.5 kettle-rb Logo by Aboling0, CC BY-SA 4.0

☯️ Ast::Merge

Version GitHub tag (latest SemVer) [![License: MIT][📄license-img]][📄license-ref] Downloads Rank Open Source Helpers CodeCov Test Coverage Coveralls Test Coverage QLTY Test Coverage QLTY Maintainability CI Heads CI Runtime Dependencies @ HEAD CI Current CI Truffle Ruby CI JRuby Deps Locked Deps Unlocked CI Test Coverage CI Style CodeQL Apache SkyWalking Eyes License Compatibility Check

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if ci_badges.map(&:color).all? { it == "green"} 👇️ send money so I can do more of this. FLOSS maintenance is now my full-time job.

OpenCollective Backers OpenCollective Sponsors Sponsor Me on Github Liberapay Goal Progress Donate on PayPal Buy me a coffee Donate on Polar Donate at ko-fi.com

👣 How will this project approach the September 2025 hostile takeover of RubyGems? 🚑️

I've summarized my thoughts in this blog post.

🌻 Synopsis

Ast::Merge is not typically used directly - instead, use one of the format-specific gems built on top of it.

The *-merge Gem Family

The *-merge gem family provides intelligent, AST-based merging for various file formats. At the foundation is tree_haver, which provides a unified cross-Ruby parsing API that works seamlessly across MRI, JRuby, and TruffleRuby.

Gem Version CI Language
/ Format
Parser Backend(s) Description
tree_haver Version Version Multi MRI C, Rust, FFI, Java, Prism, Psych, Commonmarker, Markly, Citrus, Parslet Foundation: Cross-Ruby adapter for parsing libraries (like Faraday for HTTP)
ast-merge Version Version Text internal Infrastructure: Shared base classes and merge logic for all *-merge gems
bash-merge Version Version Bash tree-sitter-bash (via tree_haver) Smart merge for Bash scripts
commonmarker-merge Version Version Markdown Commonmarker (via tree_haver) Smart merge for Markdown (CommonMark via comrak Rust)
dotenv-merge Version Version Dotenv internal Smart merge for .env files
json-merge Version Version JSON tree-sitter-json (via tree_haver) Smart merge for JSON files
jsonc-merge Version Version JSONC tree-sitter-jsonc (via tree_haver) ⚠️ Proof of concept; Smart merge for JSON with Comments
markdown-merge Version Version Markdown Commonmarker / Markly (via tree_haver) Foundation: Shared base for Markdown mergers with inner code block merging
markly-merge Version Version Markdown Markly (via tree_haver) Smart merge for Markdown (CommonMark via cmark-gfm C)
prism-merge Version Version Ruby Prism (prism std lib gem) Smart merge for Ruby source files
psych-merge Version Version YAML Psych (psych std lib gem) Smart merge for YAML files
rbs-merge Version Version RBS tree-sitter-bash (via tree_haver), RBS (rbs std lib gem) Smart merge for Ruby type signatures
toml-merge Version Version TOML Parslet + toml, Citrus + toml-rb, tree-sitter-toml (all via tree_haver) Smart merge for TOML files

Backend Platform Compatibility

tree_haver supports multiple parsing backends, but not all backends work on all Ruby platforms:

Platform 👉️
TreeHaver Backend 👇️
MRI JRuby TruffleRuby Notes
MRI (ruby_tree_sitter) C extension, MRI only
Rust (tree_stump) Rust extension via magnus/rb-sys, MRI only
FFI TruffleRuby's FFI doesn't support STRUCT_BY_VALUE
Java (jtreesitter) JRuby only, requires grammar JARs
Prism Ruby parsing, stdlib in Ruby 3.4+
Psych YAML parsing, stdlib
Citrus Pure Ruby PEG parser, no native dependencies
Parslet Pure Ruby PEG parser, no native dependencies
Commonmarker Rust extension for Markdown
Markly C extension for Markdown

Legend: ✅ = Works, ❌ = Does not work, ❓ = Untested

Why some backends don't work on certain platforms:

  • JRuby: Runs on the JVM; cannot load native C/Rust extensions (.so files)
  • TruffleRuby: Has C API emulation via Sulong/LLVM, but it doesn't expose all MRI internals that native extensions require (e.g., RBasic.flags, rb_gc_writebarrier)
  • FFI on TruffleRuby: TruffleRuby's FFI implementation doesn't support returning structs by value, which tree-sitter's C API requires

Example implementations for the gem templating use case:

Gem Purpose Description
kettle-dev Gem Development Gem templating tool using *-merge gems
kettle-jem Gem Templating Gem template library with smart merge support

Architecture: tree_haver + ast-merge

The *-merge gem family is built on a two-layer architecture:

Layer 1: tree_haver (Parsing Foundation)

tree_haver provides cross-Ruby parsing capabilities:

  • Universal Backend Support: Automatically selects the best parsing backend for your Ruby implementation (MRI, JRuby, TruffleRuby)
  • 10 Backend Options: MRI C extensions, Rust bindings, FFI, Java (JRuby), language-specific parsers (Prism, Psych, Commonmarker, Markly), and pure Ruby fallback (Citrus)
  • Unified API: Write parsing code once, run on any Ruby implementation
  • Grammar Discovery: Built-in GrammarFinder for platform-aware grammar library discovery
  • Thread-Safe: Language registry with thread-safe caching

Layer 2: ast-merge (Merge Infrastructure)

Ast::Merge builds on tree_haver to provide:

  • Base Classes: FreezeNode, MergeResult base classes with unified constructors
  • Shared Modules: FileAnalysisBase, FileAnalyzable, MergerConfig, DebugLogger
  • Freeze Block Support: Configurable marker patterns for multiple comment syntaxes (preserve sections during merge)
  • Node Typing System: NodeTyping for canonical node type identification across different parsers
  • Conflict Resolution: ConflictResolverBase with pluggable strategies
  • Error Classes: ParseError, TemplateParseError, DestinationParseError
  • Region Detection: RegionDetectorBase, FencedCodeBlockDetector for text-based analysis
  • RSpec Shared Examples: Test helpers for implementing new merge gems

Creating a New Merge Gem

require "ast/merge"

module MyFormat
  module Merge
    # Inherit from base classes and pass **options for forward compatibility

    class SmartMerger < Ast::Merge::SmartMergerBase
      DEFAULT_FREEZE_TOKEN = "myformat-merge"

      def initialize(template, dest, my_custom_option: nil, **options)
        @my_custom_option = my_custom_option
        super(template, dest, **options)
      end

      protected

      def analysis_class
        FileAnalysis
      end

      def default_freeze_token
        DEFAULT_FREEZE_TOKEN
      end

      def perform_merge
        # Implement format-specific merge logic
        # Returns a MergeResult
      end
    end

    class FileAnalysis
      include Ast::Merge::FileAnalyzable

      def initialize(source, freeze_token: nil, signature_generator: nil, **options)
        @source = source
        @freeze_token = freeze_token
        @signature_generator = signature_generator
        # Process source...
      end

      def compute_node_signature(node)
        # Return signature array for node matching
      end
    end

    class ConflictResolver < Ast::Merge::ConflictResolverBase
      def initialize(template_analysis, dest_analysis, preference: :destination,
        add_template_only_nodes: false, match_refiner: nil, **options)
        super(
          strategy: :batch,  # or :node, :boundary
          preference: preference,
          template_analysis: template_analysis,
          dest_analysis: dest_analysis,
          add_template_only_nodes: add_template_only_nodes,
          match_refiner: match_refiner,
          **options
        )
      end

      protected

      def resolve_batch(result)
        # Implement batch resolution logic
      end
    end

    class MergeResult < Ast::Merge::MergeResultBase
      def initialize(**options)
        super(**options)
        @statistics = {merged_count: 0}
      end

      def to_my_format
        to_s
      end
    end

    class MatchRefiner < Ast::Merge::MatchRefinerBase
      def initialize(threshold: 0.7, node_types: nil, **options)
        super(threshold: threshold, node_types: node_types, **options)
      end

      def similarity(template_node, dest_node)
        # Return similarity score between 0.0 and 1.0
      end
    end
  end
end

Base Classes Reference

Base Class Purpose Key Methods to Implement
SmartMergerBase Main merge orchestration analysis_class, perform_merge
ConflictResolverBase Resolve node conflicts resolve_batch or resolve_node_pair
MergeResultBase Track merge results to_s, format-specific output
MatchRefinerBase Fuzzy node matching similarity
ContentMatchRefiner Text content fuzzy matching Ready to use
FileAnalyzable File parsing/analysis compute_node_signature

ContentMatchRefiner

Ast::Merge::ContentMatchRefiner is a built-in match refiner for fuzzy text content matching using Levenshtein distance. Unlike signature-based matching which requires exact content hashes, this refiner allows matching nodes with similar (but not identical) content.

# Basic usage - match nodes with 70% similarity
refiner = Ast::Merge::ContentMatchRefiner.new(threshold: 0.7)

# Only match specific node types
refiner = Ast::Merge::ContentMatchRefiner.new(
  threshold: 0.6,
  node_types: [:paragraph, :heading],
)

# Custom weights for scoring
refiner = Ast::Merge::ContentMatchRefiner.new(
  threshold: 0.7,
  weights: {
    content: 0.8,   # Levenshtein similarity (default: 0.7)
    length: 0.1,    # Length similarity (default: 0.15)
    position: 0.1,   # Position in document (default: 0.15)
  },
)

# Custom content extraction
refiner = Ast::Merge::ContentMatchRefiner.new(
  threshold: 0.7,
  content_extractor: ->(node) { node.text_content.downcase.strip },
)

# Use with a merger
merger = MyFormat::SmartMerger.new(
  template,
  destination,
  preference: :template,
  match_refiner: refiner,
)

This is particularly useful for:

  • Paragraphs with minor edits (typos, rewording)
  • Headings with slight changes
  • Comments with updated text
  • Any text-based node that may have been slightly modified

JaccardSimilarity

Ast::Merge::JaccardSimilarity provides set-based fuzzy matching of text blocks using Jaccard index with bigram and token overlap metrics. This is the foundation for detecting renamed or refactored nodes that share similar content.

# Calculate similarity between two text strings
Ast::Merge::JaccardSimilarity.jaccard("def process_users(data)", "def handle_users(data)")
# => 0.75 (high overlap due to shared tokens)

# Extract tokens from text for comparison
tokens = Ast::Merge::JaccardSimilarity.extract_tokens("data.each { |u| validate(u) }")
# => ["data", "each", "validate"]

TokenMatchRefiner

Ast::Merge::TokenMatchRefiner extends MatchRefinerBase for Jaccard-based fuzzy refinement of unmatched node pairs during alignment. It uses greedy best-first matching to pair orphan nodes that have similar body text.

refiner = Ast::Merge::TokenMatchRefiner.new(
  threshold: 0.6,                  # Minimum Jaccard similarity (default: 0.6)
  node_types: [:def, :class],       # Only match these node types
)

merger = MyFormat::SmartMerger.new(
  template, destination,
  match_refiner: refiner,
)

CompositeMatchRefiner

Ast::Merge::CompositeMatchRefiner chains multiple refiners sequentially, enabling multi-strategy matching in a single alignment pass. Each refiner operates on the residual unmatched nodes from the previous refiner.

composite = Ast::Merge::CompositeMatchRefiner.new(refiners: [
  Ast::Merge::ContentMatchRefiner.new(threshold: 0.8),  # strict text match first
  Ast::Merge::TokenMatchRefiner.new(threshold: 0.5),    # then looser token match
])

merger = MyFormat::SmartMerger.new(
  template, destination,
  match_refiner: composite,
)

Namespace Reference

The Ast::Merge module is organized into several namespaces, each with detailed documentation:

Namespace Purpose Documentation
Ast::Merge::Detector Region detection and merging lib/ast/merge/detector/README.md
Ast::Merge::Recipe YAML-based merge recipes lib/ast/merge/recipe/README.md
Ast::Merge::Comment Comment parsing and representation lib/ast/merge/comment/README.md
Ast::Merge::Text Plain text AST parsing lib/ast/merge/text/README.md
Ast::Merge::RSpec Shared RSpec examples lib/ast/merge/rspec/README.md

Key Classes by Namespace:

  • Detector: Region, Base, Mergeable, FencedCodeBlock, YamlFrontmatter, TomlFrontmatter
  • Recipe: Config, Runner, ScriptLoader
  • Comment: Line, Block, Empty, Parser, Style
  • Text: SmartMerger, FileAnalysis, LineNode, WordNode, Section
  • RSpec: Shared examples and dependency tags for testing *-merge implementations

💡 Info you can shake a stick at

Tokens to Remember Gem name Gem namespace
Works with JRuby JRuby current Compat JRuby HEAD Compat
Works with Truffle Ruby Truffle Ruby 24.2 Compat Truffle Ruby 25.0 Compat Truffle Ruby current Compat
Works with MRI Ruby 4 Ruby 4.0 Compat Ruby current Compat Ruby HEAD Compat
Works with MRI Ruby 3 Ruby 3.2 Compat Ruby 3.3 Compat Ruby 3.4 Compat
Support & Community Join Me on Daily.dev's RubyFriends Live Chat on Discord Get help from me on Upwork Get help from me on Codementor
Source Source on GitLab.com Source on CodeBerg.org Source on Github.com The best SHA: dQw4w9WgXcQ!
Documentation Current release on RubyDoc.info YARD on Galtzo.com Maintainer Blog GitLab Wiki GitHub Wiki
Compliance [![License: MIT][📄license-img]][📄license-ref] Compatible with Apache Software Projects: Verified by SkyWalking Eyes 📄ilo-declaration-img Security Policy Contributor Covenant 2.1 SemVer 2.0.0
Style Enforced Code Style Linter Keep-A-Changelog 1.0.0 Gitmoji Commits Compatibility appraised by: appraisal2
Maintainer 🎖️ Follow Me on LinkedIn Follow Me on Ruby.Social Follow Me on Bluesky Contact Maintainer My technical writing
... 💖 Find Me on WellFound: Find Me on CrunchBase My LinkTree More About Me 🧊 🐙 🛖 🧪

Compatibility

Compatible with MRI Ruby 3.2.0+, and concordant releases of JRuby, and TruffleRuby.

🚚 Amazing test matrix was brought to you by 🔎 appraisal2 🔎 and the color 💚 green 💚
👟 Check it out! github.com/appraisal-rb/appraisal2

Federated DVCS

Find this repo on federated forges (Coming soon!)
Federated DVCS Repository Status Issues PRs Wiki CI Discussions
🧪 kettle-rb/ast-merge on GitLab The Truth 💚 💚 💚 🐭 Tiny Matrix
🧊 kettle-rb/ast-merge on CodeBerg An Ethical Mirror (Donate) 💚 💚 ⭕️ No Matrix
🐙 kettle-rb/ast-merge on GitHub Another Mirror 💚 💚 💚 💯 Full Matrix 💚
🎮️ Discord Server Live Chat on Discord Let's talk about this library!

Enterprise Support Tidelift

Available as part of the Tidelift Subscription.

Need enterprise-level guarantees?

The maintainers of this and thousands of other packages are working with Tidelift to deliver commercial support and maintenance for the open source packages you use to build your applications. Save time, reduce risk, and improve code health, while paying the maintainers of the exact packages you use.

Get help from me on Tidelift

  • 💡Subscribe for support guarantees covering all your FLOSS dependencies
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  • 💡Tidelift pays maintainers to maintain the software you depend on!
    📊@Pointy Haired Boss: An enterprise support subscription is "never gonna let you down", and supports open source maintainers

Alternatively:

  • Live Chat on Discord
  • Get help from me on Upwork
  • Get help from me on Codementor

✨ Installation

Install the gem and add to the application's Gemfile by executing:

bundle add ast-merge

If bundler is not being used to manage dependencies, install the gem by executing:

gem install ast-merge

🔒 Secure Installation

For Medium or High Security Installations

This gem is cryptographically signed and has verifiable SHA-256 and SHA-512 checksums by stone_checksums. Be sure the gem you install hasn’t been tampered with by following the instructions below.

Add my public key (if you haven’t already; key expires 2045-04-29) as a trusted certificate:

gem cert --add <(curl -Ls https://raw.github.com/galtzo-floss/certs/main/pboling.pem)

You only need to do that once. Then proceed to install with:

gem install ast-merge -P HighSecurity

The HighSecurity trust profile will verify signed gems, and not allow the installation of unsigned dependencies.

If you want to up your security game full-time:

bundle config set --global trust-policy MediumSecurity

MediumSecurity instead of HighSecurity is necessary if not all the gems you use are signed.

NOTE: Be prepared to track down certs for signed gems and add them the same way you added mine.

⚙️ Configuration

ast-merge provides base classes and shared interfaces for building format-specific merge tools. Each implementation (like prism-merge, psych-merge, etc.) has its own SmartMerger with format-specific configuration.

Common Configuration Options

All SmartMerger implementations share these configuration options:

merger = SomeFormat::Merge::SmartMerger.new(
  template,
  destination,
  # When conflicts occur, prefer template or destination values
  preference: :template,            # or :destination (default), or a Hash for per-node-type
  # Add nodes that only exist in template (Boolean or callable filter)
  add_template_only_nodes: true,    # default: false, or ->(node, entry) { ... }
  # Custom node type handling
  node_typing: {},                # optional, for per-node-type preference
)

Signature Match Preference

Control which source wins when both files have the same structural element:

  • :template - Template values replace destination values
  • :destination (default) - Destination values are preserved
  • Hash - Per-node-type preference (see Advanced Configuration)

Template-Only Nodes

Control whether to add nodes that only exist in the template:

  • true - Add all template-only nodes
  • false (default) - Skip template-only nodes
  • Callable - Filter which template-only nodes to add

Callable Filter

When you need fine-grained control over which template-only nodes are added, pass a callable (Proc/Lambda) that receives (node, entry) and returns truthy to add or falsey to skip:

# Only add nodes with gem_family signatures
merger = SomeFormat::Merge::SmartMerger.new(
  template,
  destination,
  add_template_only_nodes: ->(node, entry) {
    sig = entry[:signature]
    sig.is_a?(Array) && sig.first == :gem_family
  },
)

# Only add link definitions that match a pattern
merger = Markly::Merge::SmartMerger.new(
  template,
  destination,
  add_template_only_nodes: ->(node, entry) {
    entry[:template_node].type == :link_definition &&
      entry[:signature]&.last&.include?("gem")
  },
)

The entry hash contains:

  • :template_node - The node being considered for addition
  • :signature - The node's signature (Array or other value)
  • :template_index - Index in the template statements
  • :dest_index - Always nil for template-only nodes

🔧 Basic Usage

Using Shared Examples in Tests

# spec/spec_helper.rb
require "ast/merge/rspec/shared_examples"

# spec/my_format/merge/freeze_node_spec.rb
RSpec.describe(MyFormat::Merge::FreezeNode) do
  it_behaves_like "Ast::Merge::FreezeNode" do
    let(:freeze_node_class) { described_class }
    let(:default_pattern_type) { :hash_comment }
    let(:build_freeze_node) do
      lambda { |start_line:, end_line:, **opts|
        # Build a freeze node for your format
      }
    end
  end
end

Available Shared Examples

  • "Ast::Merge::FreezeNode" - Tests for FreezeNode implementations
  • "Ast::Merge::MergeResult" - Tests for MergeResult implementations
  • "Ast::Merge::DebugLogger" - Tests for DebugLogger implementations
  • "Ast::Merge::FileAnalysisBase" - Tests for FileAnalysis implementations
  • "Ast::Merge::MergerConfig" - Tests for SmartMerger implementations

🦷 FLOSS Funding

While kettle-rb tools are free software and will always be, the project would benefit immensely from some funding. Raising a monthly budget of... "dollars" would make the project more sustainable.

We welcome both individual and corporate sponsors! We also offer a wide array of funding channels to account for your preferences (although currently Open Collective is our preferred funding platform).

If you're working in a company that's making significant use of kettle-rb tools we'd appreciate it if you suggest to your company to become a kettle-rb sponsor.

You can support the development of kettle-rb tools via GitHub Sponsors, Liberapay, PayPal, Open Collective and Tidelift.

📍 NOTE
If doing a sponsorship in the form of donation is problematic for your company
from an accounting standpoint, we'd recommend the use of Tidelift,
where you can get a support-like subscription instead.

Open Collective for Individuals

Support us with a monthly donation and help us continue our activities. [Become a backer]

NOTE: kettle-readme-backers updates this list every day, automatically.

No backers yet. Be the first!

Open Collective for Organizations

Become a sponsor and get your logo on our README on GitHub with a link to your site. [Become a sponsor]

NOTE: kettle-readme-backers updates this list every day, automatically.

No sponsors yet. Be the first!

Another way to support open-source

I’m driven by a passion to foster a thriving open-source community – a space where people can tackle complex problems, no matter how small. Revitalizing libraries that have fallen into disrepair, and building new libraries focused on solving real-world challenges, are my passions. I was recently affected by layoffs, and the tech jobs market is unwelcoming. I’m reaching out here because your support would significantly aid my efforts to provide for my family, and my farm (11 🐔 chickens, 2 🐶 dogs, 3 🐰 rabbits, 8 🐈‍ cats).

If you work at a company that uses my work, please encourage them to support me as a corporate sponsor. My work on gems you use might show up in bundle fund.

I’m developing a new library, floss_funding, designed to empower open-source developers like myself to get paid for the work we do, in a sustainable way. Please give it a look.

Floss-Funding.dev: 👉️ No network calls. 👉️ No tracking. 👉️ No oversight. 👉️ Minimal crypto hashing. 💡 Easily disabled nags

OpenCollective Backers OpenCollective Sponsors Sponsor Me on Github Liberapay Goal Progress Donate on PayPal Buy me a coffee Donate on Polar Donate to my FLOSS efforts at ko-fi.com Donate to my FLOSS efforts using Patreon

🔐 Security

See SECURITY.md.

🤝 Contributing

If you need some ideas of where to help, you could work on adding more code coverage, or if it is already 💯 (see below) check reek, issues, or PRs, or use the gem and think about how it could be better.

We Keep A Changelog so if you make changes, remember to update it.

See CONTRIBUTING.md for more detailed instructions.

🚀 Release Instructions

See CONTRIBUTING.md.

Code Coverage

Coverage Graph

Coveralls Test Coverage

QLTY Test Coverage

🪇 Code of Conduct

Everyone interacting with this project's codebases, issue trackers, chat rooms and mailing lists agrees to follow the Contributor Covenant 2.1.

🌈 Contributors

Contributors

Made with contributors-img.

Also see GitLab Contributors: https://gitlab.com/kettle-rb/ast-merge/-/graphs/main

⭐️ Star History Star History Chart

📌 Versioning

This Library adheres to Semantic Versioning 2.0.0. Violations of this scheme should be reported as bugs. Specifically, if a minor or patch version is released that breaks backward compatibility, a new version should be immediately released that restores compatibility. Breaking changes to the public API will only be introduced with new major versions.

dropping support for a platform is both obviously and objectively a breaking change
—Jordan Harband (@ljharb, maintainer of SemVer) in SemVer issue 716

I understand that policy doesn't work universally ("exceptions to every rule!"), but it is the policy here. As such, in many cases it is good to specify a dependency on this library using the Pessimistic Version Constraint with two digits of precision.

For example:

spec.add_dependency("ast-merge", "~> 5.0")
📌 Is "Platform Support" part of the public API? More details inside.

SemVer should, IMO, but doesn't explicitly, say that dropping support for specific Platforms is a breaking change to an API, and for that reason the bike shedding is endless.

To get a better understanding of how SemVer is intended to work over a project's lifetime, read this article from the creator of SemVer:

See CHANGELOG.md for a list of releases.

📄 License

The gem is available under the following license: AGPL-3.0-only. See LICENSE.md for details.

If none of the available licenses suit your use case, please contact us to discuss a custom commercial license.

© Copyright

See LICENSE.md for the official copyright notice.

🤑 A request for help

Maintainers have teeth and need to pay their dentists. After getting laid off in an RIF in March, and encountering difficulty finding a new one, I began spending most of my time building open source tools. I'm hoping to be able to pay for my kids' health insurance this month, so if you value the work I am doing, I need your support. Please consider sponsoring me or the project.

To join the community or get help 👇️ Join the Discord.

Live Chat on Discord

To say "thanks!" ☝️ Join the Discord or 👇️ send money.

Sponsor kettle-rb/ast-merge on Open Source Collective 💌 Sponsor me on GitHub Sponsors 💌 Sponsor me on Liberapay 💌 Donate on PayPal

Please give the project a star ⭐ ♥.

Thanks for RTFM. ☺️

About

☯️ A TreeHaver-based merge/templating tool, Ast::Merge provides base classes, modules, and RSpec shared examples for building intelligent file mergers using AST analysis. Works with all Ruby platforms, and all language grammars, yes, including those.

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