crisp-docx

Cross-platform OOXML (.docx) surgery + a complete LLM/NMT document translation pipeline — all Rust, all offline-capable.

┌─ Word document ──────────────────────────────────────────────────┐
│                                                                  │
│  paragraphs (text + run-level rPr + footnote refs + bookmarks)   │
│                                                                  │
│      ┌──────────────────┐    ┌──────────────────┐                │
│      │ crisp-docx-core  │ ─→ │ crisp-docx-llm   │ ─→ translated  │
│      │  • clean         │    │  • OpenAI / etc. │   paragraphs   │
│      │  • notes-kind    │    │  • Anthropic     │                │
│      │  • transplant    │    │  • Ollama        │                │
│      │  • extract runs  │    │  • CrispASR NMT  │                │
│      │  • replace runs  │    └──────────────────┘                │
│      └──────────────────┘                                        │
│                                ┌──────────────────┐              │
│                                │ crisp-docx-align │ → re-map     │
│                                │  • SimAlign via  │   bold/italic│
│                                │    CrispEmbed    │   spans      │
│                                └──────────────────┘              │
│                                                                  │
└─ Translated Word document ───────────────────────────────────────┘

Sister project to:

CrispStrobe/CrispTranslator — Python ancestor; this Rust port has feature parity with most of its OOXML primitives. See PARITY.md.
CrispStrobe/CrispSorter — Tauri 2 desktop app; consumes the workspace crates directly and exposes a "Translate" UI tab.
CrispStrobe/CrispEmbed — ggml-based multilingual encoder; provides token embeddings for crisp-docx-align.
CrispStrobe/CrispASR — ggml-based ASR + NMT engine; provides the offline m2m100 / wmt21 / madlad / gemma4-e2b backends for crisp-docx-llm.

Workspace layout

Crate	Purpose	Default features compile time
`crates/crisp-docx-core`	Pure-Rust OOXML primitives. Zero deps beyond `zip` + `quick-xml`.	seconds
`crates/crisp-docx-cli`	`crisp-docx` binary — clap-driven CLI over `core`.	seconds
`crates/crisp-docx-py`	PyO3 bindings → `pip install`-able wheel.	seconds
`crates/crisp-docx-llm`	Async LLM HTTP clients (12 providers) + optional offline NMT (CrispASR).	seconds (default) / minutes (with `nmt`)
`crates/crisp-docx-align`	SimAlign transformer-grade word aligner (argmax / intersection / itermax).	seconds (default) / minutes (with `crispembed`)
`crates/crisp-translate-cli`	`crisp-translate` binary — full docx-to-docx translation pipeline.	seconds (default) / minutes (with `align`)

OOXML operations covered

Operation	Module	Use
Strip rsid / paraId tracking attrs	`rsid_strip`	Cures Word's "found unreadable content" dialog after transplants.
Normalize Apple `textutil` quirks	`normalize_tags`	`w:sz-cs` → `w:szCs`, etc.
Notes-kind conversion	`notes_kind`	Switch footnotes ↔ endnotes (part, rels, content-types, body refs).
Footnote-reference injection	`note_injection`	Given inline `[N]` markers, split runs and append `<w:footnote>` entries.
Body transplant	`transplant`	Clone a blueprint package, swap in source paragraphs, preserve sectPr / formatting / footnotes.
Run-level paragraph IO	`paragraph_runs`	Extract each `<w:r>` with verbatim `<w:rPr>` bytes for downstream reformatting.
Text-only paragraph IO	`paragraph_text`	Light flavour for plain-text round-trips (collapses runs into one).
Style mapping	`style_mapper`	Multilingual heading classifier + blueprint-driven pStyle remapping.
Heading inference	`heading_inference`	Detect H1/H2/H3 from font-size clusters when explicit styles aren't set.
Strip cosmetic paragraph bold	`strip_paragraph_bold`	Remove whole-paragraph bold inherited from RTF→md conversion.
Validity check	`check`	7-axis cargo-clean diagnostic (XML parse, rsid, paraId, rels, body shape, bookmarks, rIds).

LLM provider matrix (`crisp-docx-llm`)

Every provider implements the same Provider::translate(text, src_lang, tgt_lang, opts) trait. The LlmTranslator orchestrator falls back through the chain on failure, so you can mix offline NMT, local Ollama, and cloud APIs.

Provider	Wire format	Default base URL	Env key
OpenAI	Chat Completions	`https://api.openai.com/v1`	`OPENAI_API_KEY`
Anthropic	Messages	`https://api.anthropic.com/v1`	`ANTHROPIC_API_KEY`
Ollama (local)	`/api/generate`	`http://localhost:11434/api`	—
Groq	OpenAI-compat	`https://api.groq.com/openai/v1`	`GROQ_API_KEY`
OpenRouter	OpenAI-compat	`https://openrouter.ai/api/v1`	`OPENROUTER_API_KEY`
Together	OpenAI-compat	`https://api.together.xyz/v1`	`TOGETHER_API_KEY`
Cerebras	OpenAI-compat	`https://api.cerebras.ai/v1`	`CEREBRAS_API_KEY`
Mistral	OpenAI-compat	`https://api.mistral.ai/v1`	`MISTRAL_API_KEY`
Nebius	OpenAI-compat	`https://api.studio.nebius.ai/v1`	`NEBIUS_API_KEY`
Scaleway	OpenAI-compat	`https://api.scaleway.ai/v1`	`SCALEWAY_API_KEY`
Poe	OpenAI-compat	`https://api.poe.com/v1`	`POE_API_KEY`
Google (Gemini)	OpenAI-compat	`https://generativelanguage.googleapis.com/v1beta/openai`	`GOOGLEAI_API_KEY`
CrispASR NMT	offline (GGUF)	n/a — runs in-process	—

Live-verified end-to-end translation pairs (May 2026):

✅ Groq, OpenRouter, Together, Nebius, Scaleway: "Der Hund schläft." from "The dog is sleeping."
✅ CrispASR m2m100-418m-q8_0: "Der Hund schläft.", round-trip EN↔DE via offline GGML

Quickstart

Pure CLI (no LLM keys needed, OOXML surgery only)

cargo install --git https://github.com/CrispStrobe/crisp-docx crisp-docx-cli
crisp-docx clean broken.docx
crisp-docx notes-kind paper.docx --to endnotes
crisp-docx check paper.docx        # 7-axis validity report
crisp-docx analyze paper.docx      # blueprint metadata
crisp-docx transplant blueprint.docx source.docx -o out.docx

Document translation (cloud LLM)

cargo install --git https://github.com/CrispStrobe/crisp-docx crisp-translate-cli
export GROQ_API_KEY=…
crisp-translate input.docx -o out.docx \
    --source-lang English --target-lang German \
    --provider groq

Provider auto-pick scans OPENAI_API_KEY, ANTHROPIC_API_KEY, GROQ_API_KEY, etc. in cost / latency order if --provider is omitted. --concurrency 4 (default) translates four paragraphs in parallel.

Document translation (offline NMT, no network)

# Sibling repos required for the heavy features:
#   ../CrispEmbed/   when building --features align (or full)
#   ../CrispASR/     when building --features nmt   (or full)
git clone https://github.com/CrispStrobe/crisp-docx
cd crisp-docx
# `--features nmt` enables `--provider nmt` (offline NMT via CrispASR).
# Doesn't pull in CrispEmbed, so the build is faster than `--features align`.
cargo build --release -p crisp-translate-cli --features nmt
./target/release/crisp-translate input.docx -o out.docx \
    --target-lang German \
    --provider nmt \
    --model /path/to/m2m100-418m-q8_0.gguf

Format-preserving translation (v0.2)

# Cloud LLM (Groq) + format-preservation alignment encoder
cargo build --release -p crisp-translate-cli --features align
./target/release/crisp-translate input.docx -o out.docx \
    --target-lang German \
    --provider groq \
    --preserve-formatting \
    --align-model /path/to/paraphrase-multilingual-MiniLM-L12-v2.gguf

# Or, fully offline: NMT + alignment together
cargo build --release -p crisp-translate-cli --features full
./target/release/crisp-translate input.docx -o out.docx \
    --target-lang German \
    --provider nmt \
    --model /path/to/m2m100-418m-q8_0.gguf \
    --preserve-formatting \
    --align-model /path/to/paraphrase-multilingual-MiniLM-L12-v2.gguf

--preserve-formatting keeps intra-paragraph bold / italic spans across the translation by aligning source and target words via a multilingual encoder, then redistributing the source runs' <w:rPr> onto the matching target text.

Python bindings

pip install crisp-docx          # once published
# — or from source:
pip install maturin
maturin develop --release --manifest-path crates/crisp-docx-py/Cargo.toml

from crisp_docx import (
    strip_rsids, convert_notes_kind, NotesKind,
    extract_paragraph_runs, replace_paragraph_runs,
    transplant_body, check_package, analyze_blueprint,
)

strip_rsids("paper.docx")
convert_notes_kind("paper.docx", NotesKind.Endnotes)
runs = extract_paragraph_runs("paper.docx")
print(f"{len(runs)} paragraphs, first runs: {[r.text for r in runs[0].runs[:3]]}")

Build matrix

# Default — fast, no C++ deps, OOXML-only
cargo build --workspace

# `crisp-translate-cli` only; features are independent:
cargo build -p crisp-translate-cli --features nmt    # CrispASR (offline NMT)
cargo build -p crisp-translate-cli --features align  # CrispEmbed (word alignment for format-preservation)
cargo build -p crisp-translate-cli --features full   # both

CrispEmbed and CrispASR are sibling-repo path deps; clone them next to this repo if you build with their respective features. See .github/workflows/ci.yml for the CI checkout pattern.

Testing

cargo test --workspace --exclude crisp-docx-py
# 145 tests passing (March 2026 baseline)

Live-integration tests for the LLM providers are env-gated. Set CRISP_DOCX_LLM_LIVE_<PROVIDER>=1 + the corresponding API key to exercise the real wire:

CRISP_DOCX_LLM_LIVE_GROQ=1 GROQ_API_KEY=… \
    cargo test -p crisp-docx-llm --test live live_groq -- --nocapture

The parity harness (crates/crisp-docx-core/tests/parity.rs) runs each ported primitive side-by-side against the original Python implementation when both CrispTranslator/ and a Python interpreter are available; CI auto-skips when they aren't.

Status

Phase	Goal	State
A	Pure-Rust OOXML primitives	✅
B	Python wheel (PyO3 / maturin)	✅
C	Cross-platform CLI	✅
D	Word-level transformer alignment	✅
E	LLM HTTP clients	✅ (12 providers)
F	Offline NMT (CrispASR)	✅
G	End-to-end translate-cli	✅
H	CrispSorter Tauri integration	✅

See PARITY.md for the Python ↔ Rust per-primitive status ledger, PLAN.md for the phased execution roadmap, and PUBLISH.md for the crates.io / PyPI release checklist.

License

GNU Affero General Public License v3.0 or later. See LICENSE.

Name		Name	Last commit message	Last commit date
Latest commit History 43 Commits
.github/workflows		.github/workflows
crates		crates
.gitignore		.gitignore
CHANGELOG.md		CHANGELOG.md
CONTRIBUTING.md		CONTRIBUTING.md
Cargo.lock		Cargo.lock
Cargo.toml		Cargo.toml
LICENSE		LICENSE
PARITY.md		PARITY.md
PLAN.md		PLAN.md
PUBLISH.md		PUBLISH.md
README.md		README.md

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crisp-docx

Workspace layout

OOXML operations covered

LLM provider matrix (`crisp-docx-llm`)

Quickstart

Pure CLI (no LLM keys needed, OOXML surgery only)

Document translation (cloud LLM)

Document translation (offline NMT, no network)

Format-preserving translation (v0.2)

Python bindings

Build matrix

Testing

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crisp-docx

Workspace layout

OOXML operations covered

LLM provider matrix (crisp-docx-llm)

Quickstart

Pure CLI (no LLM keys needed, OOXML surgery only)

Document translation (cloud LLM)

Document translation (offline NMT, no network)

Format-preserving translation (v0.2)

Python bindings

Build matrix

Testing

Status

License

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LLM provider matrix (`crisp-docx-llm`)

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