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Selects the minimum code an LLM needs to review a git diff
Selects the minimum code an LLM needs to review a git diff
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Add this to your MCP configuration file:
{
"mcpServers": {
"io-github-nikolay-e-diffctx": {
"args": [
"diffctx"
],
"command": "uvx"
}
}
}From the project's GitHub README.
diffctx selects the minimum code an LLM needs to review a git diff. Instead of pasting whole files, it walks the dependency graph outward from the changed lines and stops once more context stops paying for itself.
Coming from
treemapper? That name is deprecated. Every command, flag, and API call works unchanged:treemapper→diffctx,treemapper-mcp→diffctx-mcp.
tree or repomix?tree | repomix | Claude Code Review | diffctx | |
|---|---|---|---|---|
| Primary use case | directory listing | full repo export | automated PR review | diff context for code review |
| Smart diff context | ✗ | ✗ | ✓ | ✓ |
| Works with any LLM | ✓ | ✓ | Claude only | ✓ |
| Free / local / offline | ✓ | ✓ | $15–25/review | ✓ |
| GitHub required | ✗ | ✗ | ✓ | ✗ |
| Multiple output formats | ✗ | limited | — | YAML/JSON/MD/txt |
| Python API | ✗ | ✗ | ✗ | ✓ |
| MCP server | ✗ | ✗ | ✗ | ✓ |
uvx diffctx . --diff HEAD~1 # zero-install, run once via uv
pipx install diffctx # recommended: isolated CLI, no venv needed
pip install diffctx # or: into an active environment
pipx install 'diffctx[mcp]' # + MCP server for AI assistants
Without Python:
cargo install diffctx # native CLI from crates.io
npx diffctx . --diff HEAD~1 # npm wrapper over the native binary
docker run --rm -v "$PWD:/repo" ghcr.io/nikolay-e/diffctx . --diff HEAD~1
The image runs as a non-root user (uid 10001) and writes to stdout — the
native binary has no -o flag, so redirect to capture: ... --diff HEAD~1 > context.yaml.
Prebuilt binaries for linux (x86_64/aarch64), macOS (arm64) and Windows (x64)
are attached to every release.
The native binary covers diff mode with YAML/JSON output; tree mode, Markdown
output, the graph subcommand and the MCP server live in the Python package.
cargo add diffctx embeds the pipeline in a Rust project — the library is
imported as _diffctx (use _diffctx::pipeline::build_diff_context), since
the crate doubles as the Python extension module
(docs.rs).
diffctx . --diff HEAD~1 # smart context for last commit → paste into Claude/ChatGPT
diffctx . -f md -c # full codebase export → clipboard in Markdown

diffctx . --diff HEAD~1 selects only the fragments an LLM needs to review the
last commit, instead of dumping every changed file in full.
Finds the minimal set of fragments needed to understand a change — imports,
callers, type definitions, config dependencies — across 50+ file types. It
builds a code graph (imports, co-changes, type refs), propagates relevance
outward from the changed lines, and stops when relevance drops below --tau or
the --budget token cap is hit.
| Flag | Default | Description |
|---|---|---|
--scoring | ego | ego = bounded expansion around changed nodes (fast, predictable radius); ppr = Personalized PageRank (global, smoother decay, slower); bm25 = lexical retrieval against the diff hunks (baseline for sparse graphs) |
--budget | auto | Hard token cap: N enforces a fixed cap, -1 disables it, 0 is a strict-zero floor (empty selection; use --full for changed files only) |
--alpha | 0.60 | PPR damping; higher = context clusters tighter around changes (--scoring ppr only) |
--tau | 0.12 | Relevance threshold for full fragment content; lower-scoring fragments are stubbed or dropped (lower = more context) |
--full | false | Only the changed files, every fragment, no related-code context |
--timeout | 300 | Wall-clock deadline in seconds; on expiry diffctx exits 124 instead of hanging |
Calibration of --alpha, --tau, and the edge-weight priors:
docs/engineering/parameter-strategy.md.
Theory:
diffctx: Budgeted Typed-Graph Retrieval for Diff-Aware Code Context
Selection (Zenodo, 2026).
graph subcommandExplore the underlying dependency graph directly, without a diff:
diffctx graph . # Mermaid graph of directory deps (default)
diffctx graph . --summary # cycles, hotspots, coupling metrics
diffctx graph . --level fragment -f json # fragment-level graph as JSON
diffctx graph . --level file -f graphml -o g.xml # file-level graph as GraphML
# full codebase export:
diffctx . # Markdown to stdout + token count
diffctx . -f md -c # Markdown → clipboard
diffctx . -f json -o tree.json # JSON → file
diffctx . --no-content # structure only, no file contents
diffctx . --max-depth 3 # limit depth
diffctx . -i custom.ignore # custom ignore patterns
# diff context mode (requires git repo):
diffctx . --diff # uncommitted changes (working tree vs HEAD)
diffctx . --diff HEAD~1 # context for last commit
diffctx . --diff main..feature # context for feature branch
diffctx . --diff HEAD~1 --budget 30000 # limit to ~30k tokens
diffctx . --diff HEAD~1 -c # diff context to clipboard
Every run reports token count and size on stderr — 12,847 tokens (o200k_base), 52.3 KB (tiktoken, the GPT-4o tokenizer; ~-prefixed above
1 MB). -c/--copy copies output via pbcopy (macOS), clip (Windows), or
wl-copy/xclip/xsel (Linux). Unreadable files become placeholders like
<binary file: N bytes>, <file too large: N bytes>, or
<unreadable content: not utf-8>.
from pathlib import Path
from diffctx import build_diff_context, map_directory, to_json, to_markdown, to_text, to_yaml
ctx = build_diff_context(
Path("."),
"HEAD~1..HEAD",
budget_tokens=None, # None = auto; 0 = strict-zero floor (empty); -1 = uncapped; N = hard cap
alpha=0.6,
tau=0.12,
full=False,
scoring_mode="ego",
timeout=300,
)
print(to_markdown(ctx))
tree = map_directory(
".",
max_depth=None,
no_content=False,
max_file_bytes=None,
ignore_file=None,
no_default_ignores=False,
whitelist_file=None,
)
print(to_yaml(tree))
diffctx includes an MCP server that lets AI
assistants (Claude Code, Cursor, Windsurf, etc.) call diff context analysis
automatically during code review. Install with pip install 'diffctx[mcp]',
then register it — for Claude Code:
claude mcp add diffctx -- diffctx-mcp
The server exposes three tools — get_diff_context, get_tree_map, and
get_file_context — that assistants call when reviewing PRs, explaining
changes, or investigating broken tests. Tool reference and configs for
Cursor, Continue, Windsurf, and Zed:
src/diffctx/mcp/README.md.
Respects .gitignore and .diffctx/ignore automatically — hierarchically at
every directory level, with full gitignore semantics (negation !important.log,
anchored /root_only.txt). .diffctx/whitelist acts as an include-only filter,
and the output file is always auto-ignored. --no-default-ignores disables the
built-in patterns; --no-ignores disables all ignore rules (tree mode only).
Diff mode caches per-blob tokenization under
~/Library/Caches/diffctx/token-cache (macOS),
$XDG_CACHE_HOME/diffctx/token-cache (Linux) or
%LOCALAPPDATA%\diffctx\token-cache (Windows). It is a pure speedup: deleting
it only costs one cold run.
| Variable | Effect |
|---|---|
DIFFCTX_TOKEN_CACHE_DIR | Relocate the cache |
DIFFCTX_TOKEN_CACHE_MAX_BYTES | Size cap, default 536870912 (512 MB); 0 disables eviction |
Eviction is amortized: each run trims one of the cache's 256 shards back under its share of the cap, oldest entries first.
| Code | Meaning |
|---|---|
0 | Success — output contains content |
1 | Runtime error (bad path, permission denied, etc.) |
2 | Usage error (invalid flags/arguments) |
3 | Environment error (--diff outside a git repo, git not installed, no commits yet) |
4 | --diff produced no semantic context (clean tree, binary-only, everything filtered); output is still emitted. Deletion/rename/lockfile-only diffs list deleted_files/renamed_files/lockfile_changes and exit 0 |
124 | --diff exceeded the --timeout wall-clock deadline |
130 | Interrupted (Ctrl-C) |
141 | Broken pipe (e.g. piping into head) |
Rust product code lives in crates/diffctx-native/; the Python CLI and MCP
package live in src/diffctx/. Evaluation code, immutable datasets, and paper
artifacts are intentionally separated under eval/, datasets/, and paper/.
See repository ownership boundaries
for the lifecycle and entry point of each area.
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