Skip to main content

Automated DOCX Redlining Engine

Project description

Adeu: Native Track Changes for AI

Adeu bridges the gap between LLM text generation and Microsoft Word.

LLMs speak Markdown; Lawyers speak "Track Changes." Adeu allows AI agents to propose edits to .docx files without breaking formatting, numbering, or complex layouts.

It treats the DOCX file as a Virtual DOM:

  1. Ingest: Extracts a lightweight, token-efficient text representation for the AI.
  2. Diff: Calculates changes based on the AI's edits.
  3. Reconcile: Surgically injects native XML w:ins (insertions) and w:del (deletions) back into the original document.

Adeu Open Source Software is developed by Adeu.


Setup

Prerequisite: Adeu uses uv for fast, isolated execution. Install it via your terminal:

macOS

curl -LsSf https://astral.sh/uv/install.sh | sh

If you have Homebrew installed, macOS may warn you to use it for system-wide installations. In that case, use:

brew install uv

Windows

powershell -ExecutionPolicy ByPass -c "irm https://astral.sh/uv/install.ps1 | iex"

(Alternatively, on any platform you can use pip install uv)

Claude Desktop Integration

To instantly add Adeu to Claude Desktop, run:

uvx adeu init

[!IMPORTANT] This command automatically detects and updates your claude_desktop_config.json. Restart Claude Desktop afterward to load the new tools.

Verify It's Working

Once Claude Desktop has restarted, you can confirm Adeu is connected by typing the following message directly into Claude:

"Can you read a DOCX file using the Adeu tool?"

If everything is set up correctly, Claude will confirm it has access to the Adeu tools and describe what it can do. If it doesn't mention Adeu or says it doesn't have file tools, double-check that you restarted Claude Desktop after running uvx adeu init.

Manual / Other MCP Client Configuration
If you are using another MCP client (like Cursor, Windsurf, or a custom app), add the following to your MCP configuration file.

Because Adeu requires Python 3.12+, uvx will automatically handle downloading the correct Python version and running the server:

{
  "mcpServers": {
    "adeu": {
      "command": "uvx",
      "args": ["--from", "adeu", "adeu-server"]
    }
  }
}

Workflows

1. For Agents (Claude / MCP)

Adeu runs as a Model Context Protocol (MCP) server. It provides agents with specific tools to read, review, and edit documents safely.

MCP Apps UI: The read_docx tool now supports the latest MCP Apps UI protocol. When an agent reads a document, Adeu dynamically renders a custom, interactive Markdown UI view directly inside your Claude chat window—allowing you to visually review the extracted text and formatting alongside the AI's reasoning!

The "Document Specialist" Prompt: To maximize the AI's effectiveness, paste this context into Claude's Project Instructions or your agent's System Prompt:

Role: Document Specialist Tools:

  • read_docx(clean_view=True): Read the final "clean" version of the text to understand context.
  • process_document_batch: Commit & Negotiate Mode. Apply a unified list of changes. Use type: "modify" for specific search-and-replace text edits, and type: "accept", "reject", or "reply" to manage existing Track Changes and Comments by ID.
  • sanitize_docx: Pre-Send Scrub. Strip dangerous metadata, author names, and internal tracking IDs before sharing. Can preserve existing markup (keep_markup=True) or generate a clean delta against a baseline.

Windows Copilot: Live Word Integration

If you are running on Windows with Microsoft Word installed, Adeu can act as a real-time copilot, editing the active document right in front of you.

  • read_active_word_document: Extracts text, tracked changes, and comments directly from the live, open Word window.
  • process_active_word_batch: Translates the LLM's edits into native COM macros, watching Word type, delete, and add comments on the canvas automatically.

2. For Builders (Python SDK)

If you are building a legal-tech application or an automated pipeline, use the RedlineEngine directly. It handles the heavy lifting of XML manipulation.

from adeu import RedlineEngine, ModifyText
from io import BytesIO

# 1. Load the contract
with open("MSA.docx", "rb") as f:
    stream = BytesIO(f.read())

# 2. Define the edit (e.g., from an LLM response)
# Adeu uses fuzzy matching to locate the target text, even if whitespace varies.
edit = ModifyText(
    target_text="State of New York",
    new_text="State of Delaware",
    comment="Standardizing governing law."
)

# 3. Apply changes
engine = RedlineEngine(stream, author="AI Copilot")
engine.apply_edits([edit])

# 4. Save the result
with open("MSA_Redlined.docx", "wb") as f:
    f.write(engine.save_to_stream().getvalue())

3. The CLI

Quickly inspect documents or apply batches of edits from your terminal.

# Extract clean text for RAG or prompting
adeu extract contract.docx -o contract.md

# Generate a visual diff between two versions
adeu diff v1.docx v2.docx

# Preview what an edit list (JSON) would look like
adeu markup contract.docx edits.json --output preview.md

# Apply edits to the DOCX
adeu apply contract.docx edits.json --author "Review Bot"

# Sanitize a document (strip metadata) before sharing with a counterparty
adeu sanitize redline.docx -o clean.docx --keep-markup --author "My Firm" --report

Key Features

Format Safety

Adeu does not "rewrite" the document. It patches it.

  • Images & Layouts: Untouched.
  • Numbering & Headers: Preserved.
  • Complex XML: It only modifies the text runs targeted by the edit.

CriticMarkup Representation

Intermediate representations matter. Adeu uses CriticMarkup to visualize changes.

Markup Meaning Example
{--text--} Deletion {--Tenant--}
{++text++} Insertion {++Lessee++}
{>>text<<} Comment {>>Clarify this term<<}

Intelligent Mapping

Word documents are messy. A word like "Contract" might be split into XML runs like ["Con", "tract"] due to spellcheck or formatting history.

  • Run Coalescing: Adeu normalizes these splits so the AI sees "Contract".
  • Fuzzy Matching: It handles minor whitespace discrepancies between the LLM's memory and the actual document content.

Metadata Sanitization

Existing metadata scrubbers break redlines or silently strip data. Adeu's sanitize command surgically removes dangerous trackers (rsids, templates, internal paths, timestamps) and orphaned content while preserving valid track changes. Crucially, it generates a transparent audit report proving exactly what was stripped and what will be visible to the recipient.


License

MIT License. Open source and free to use in commercial applications.

Project details


Download files

Download the file for your platform. If you're not sure which to choose, learn more about installing packages.

Source Distribution

adeu-1.3.2.tar.gz (335.9 kB view details)

Uploaded Source

Built Distribution

If you're not sure about the file name format, learn more about wheel file names.

adeu-1.3.2-py3-none-any.whl (123.8 kB view details)

Uploaded Python 3

File details

Details for the file adeu-1.3.2.tar.gz.

File metadata

  • Download URL: adeu-1.3.2.tar.gz
  • Upload date:
  • Size: 335.9 kB
  • Tags: Source
  • Uploaded using Trusted Publishing? Yes
  • Uploaded via: twine/6.1.0 CPython/3.13.12

File hashes

Hashes for adeu-1.3.2.tar.gz
Algorithm Hash digest
SHA256 437a98b1695db92d469c390c963b546b99cdbc325a23bff34a89420976ab4bb7
MD5 f6250361bd868a027c9c66fb1f057251
BLAKE2b-256 025bc18546231b991d0f1a11369e6d1c325b3548fb3280ca331a7be48bab7fa5

See more details on using hashes here.

Provenance

The following attestation bundles were made for adeu-1.3.2.tar.gz:

Publisher: release.yml on dealfluence/adeu

Attestations: Values shown here reflect the state when the release was signed and may no longer be current.

File details

Details for the file adeu-1.3.2-py3-none-any.whl.

File metadata

  • Download URL: adeu-1.3.2-py3-none-any.whl
  • Upload date:
  • Size: 123.8 kB
  • Tags: Python 3
  • Uploaded using Trusted Publishing? Yes
  • Uploaded via: twine/6.1.0 CPython/3.13.12

File hashes

Hashes for adeu-1.3.2-py3-none-any.whl
Algorithm Hash digest
SHA256 2a0b0f22ed25700cdff83dabc08e14f6d91f2d09a6fc37e9e2c4c32035977b07
MD5 bc51f9188e35a9db16e4cc1064b0817a
BLAKE2b-256 21eb2df14ef78127a82b21b308274988e403856b8a0a52c054b403eea7fe0c60

See more details on using hashes here.

Provenance

The following attestation bundles were made for adeu-1.3.2-py3-none-any.whl:

Publisher: release.yml on dealfluence/adeu

Attestations: Values shown here reflect the state when the release was signed and may no longer be current.

Supported by

AWS Cloud computing and Security Sponsor Datadog Monitoring Depot Continuous Integration Fastly CDN Google Download Analytics Pingdom Monitoring Sentry Error logging StatusPage Status page