Git Why

git blame tells you who changed the code. git why finds the history
that explains it.
Local-first semantic + full-text search over Git history. It returns the
actual commit, its author's real words, and the relevant diff. It retrieves
evidence; it does not generate an explanation of its own.
Real output from mise run demo, which rebuilds a small fixture repository
from bench/fixtures/demo/build.mjs and runs these two queries against it.
Nothing here is hand-written, and you can reproduce it in one command.
For output against real repositories β curl, zod, redis β including a
worked case where this is the wrong tool, see
docs/examples.md or the
recorded terminal sessions.
$ git why "that bizarre bug where reconnecting subscribed twice"
1. 7deab42 Stop duplicate subscriptions after reconnect
2025-11-20 Β· Maya Chen
Reconnecting re-ran the subscribe handler without clearing the previous
registration, so every reconnect doubled the delivered events.
src/net/socket.ts
-export function connect(url) { return new Socket(url); }
+export function connect(url) {
+ const s = new Socket(url);
+ s.on('reconnect', () => resubscribeOnce(s));
+ return s;
+}
$ git why "why do we keep the session when the refresh token is empty?"
1. f17db20 Fix infinite token-refresh loop
2025-11-03 Β· Maya Chen
Provider X can return an empty refresh token while the current access
token remains valid. Retrying here puts clients into an infinite loop.
src/auth/refresh.ts
export function refresh(session, refreshToken) {
- if (!refreshToken) throw new InvalidTokenError();
+ if (!refreshToken) return session;
return exchange(refreshToken);
}
Install
Install from npm (Node >= 22.12):
npm install -g @alliecatowo/git-why
Or with Homebrew (macOS and Linux; pulls in node):
brew install alliecatowo/tap/git-why
Or build from source:
git clone https://github.com/alliecatowo/git-why.git
cd git-why
npm ci
npm run build
npm install -g .
The package installs a git-why executable, which Git dispatches as the
subcommand git why. No alias setup needed. More install paths β pinned
versions, a GitHub release tarball, building from source, uninstalling β
are in docs/install.md.
First run
cd your-repo
git why "why do we retry twice before giving up"
The first query downloads a small embedding model (about 32 MB, checksum-verified,
cached under ~/.cache/git-why/models) and indexes the repository's history into
.git/why/; later queries are incremental. Behind a proxy or offline, see
HTTPS_PROXY, GIT_WHY_MODEL_BASE_URL (mirror) and GIT_WHY_OFFLINE in
docs/operations.md. git why status shows whether the
index is current.
Use it with an agent
Two plugins ship in plugins/:
| plugin | what you get |
|---|
git-why | The MCP server, a routing skill, and an index-management skill. |
git-why-full | The same, plus zg for current-code search and a history-explorer agent for questions that need several searches. |
OpenCode users get opencode/ β an opencode.json with the MCP registration
and an AGENTS.md fragment.
What the skill actually teaches is when not to reach for history. It tells
an agent to use git log -S when it can name the symbol, because that is a
case this tool measurably loses (Hit@10 0.950 against 0.350), and to use code
search rather than history for the current state of the code. A skill that
claims its own tool is always best makes an agent worse at its job.
Any other MCP client can run the server directly: npx -y @alliecatowo/git-why mcp
(or git why mcp once installed). It is also listed in the
MCP registry as
io.github.alliecatowo/git-why.
See docs/plugin.md.
Make it faster (optional)
Holds the index, the embedding model and the lineage table open between
queries. On curl β 30,000 commits β that is 569 ms a query down to 286 ms.
Searches use it automatically once it is running.
It can never be the reason a search fails: if no daemon is running, or it is
unreachable, or your index moved under it, the query runs directly instead.
--daemon=direct opts out, --daemon=server requires one. See
docs/daemon.md.
Why
git log --grep only matches words you already know. The reason code
changed usually lives in a commit message, but you rarely remember its exact
wording β you remember the problem, in your own words, months later.
Look again at the first example above: the query is "reconnecting subscribed
twice" and the commit is titled "Stop duplicate subscriptions after
reconnect." They share almost no vocabulary. That's not a coincidence Git
Why is showing off β it's the actual point of a semantic index. It carries
the meaning of the change, not just its words, alongside an ordinary keyword
index for when you do know the exact term.
Git Why retrieves historical evidence: the commit, the author's actual
words, and the relevant diff. Historical commit messages are assertions by
their authors, not infallible accounts of intent, and some reasons were
never committed at all β Git Why will not manufacture those.
Measured, not claimed
Every number below is written into this file by bench/report.mjs from raw
run data, and CI fails if it drifts β no figure here was typed by hand. Full
methodology, limits, and the negative results are in
docs/report.md.
174 recall questions β you remember a problem but cannot name anything in the
commit that fixed it β derived mechanically from 6 pinned real repositories
(curl, redis, requests, ripgrep, caddy, zod). Every question is verified unanswerable by
keyword search before it enters the set: if git log --grep or git log -S finds the
answer from the question's own words, the case is discarded.
| strategy | Hit@1 | Hit@5 | MRR | returned nothing |
|---|
| git why | 0.201 | 0.374 | 0.266 | 0 |
| zg (semantic code search) | 0.017 | 0.040 | 0.026 | 2 |
| git log -G | 0.006 | 0.017 | 0.011 | 15 |
| git log --grep | 0.000 | 0.011 | 0.003 | 0 |
| git log --grep --all-match | 0.000 | 0.000 | 0.000 | 109 |
| git log -S | 0.000 | 0.000 | 0.000 | 15 |
10.2x zg and 23x the best Git-native strategy β and the only approach that answers nearly every question rather than returning an empty set.
Where it loses
When you can name the symbol, use pickaxe search instead. On cross-file causal
questions, git log -S scores Hit@10 0.950 against git why's 0.350.
Semantic search has no advantage over a tool you can hand the exact literal.
That boundary is the honest positioning, and the shipped
skill tells agents both halves:
- cannot name the term β
git why
- can name the term β
git log -S
- current code, not history β
zg
Scale and cost
Does it help an agent?
Retrieval quality is not the product. The question is whether an agent answering a real
question does it more accurately, or in fewer turns, with the tool than without. Four arms
over the same frozen tasks, paired per task, with token counts reconciled against the
provider's own accounting database.
| model | paired n | accuracy W-L | median tool calls saved |
|---|
| gemini-3.1-flash-lite | 6 | 1-2 | 2.5 |
| claude-haiku-4-5 | 9 | 1-1 | 1 |
| claude-sonnet-5 | 8 | 0-0 | 1 |
| deepseek-v4-flash | 8 | 0-0 | 3.5 |
| gemini-2.5-flash-lite | 6 | 2-1 | 1 |
| gemini-3.1-flash-lite | 7 | 2-0 | 1 |
| gemini-3.5-flash | 6 | 0-0 | 0.5 more |
Results are mixed across models. At single-digit paired n per model this is descriptive, not significant, and it is reported that way
deliberately β the direction is consistent, the magnitude is not established. Full method and per-arm figures in the benchmark report.
Method, per-arm figures and the registered hypothesis: docs/report.md.
| measurement | result |
|---|
| Index across 6 real repos (56,781 commits) | 5.51β7.84 KB/record |
| curl-curl (30,000 commits, 182,772 records) | 1.37 GiB, 7.84 KB/record |
Query on curl-curl (30,000 commits) with git why server on | 384 ms p50, 491 ms p95 |
| The same query with no daemon | 851 ms p50, 1371 ms p95 |
| Diff/evidence ingestion, real-repo ablation | earns its cost, ΞHit@5 +0.375 |
What works, and what does not
Eight optimisations were implemented and measured. One survived.
The one that did: lexical overlap between the question and the commit's own
message, reranked over a candidate pool deeper than the result list. Weight
chosen on a dev half, evaluated once on the held-out half β +26% MRR and
+44% Hit@1 on cases it never saw. Shipped.
The seven that did not: a prose-tuned embedding model, pseudo-relevance
feedback, a prose-commit penalty, caller-side query restatement, wider result
windows, structural expansion, and phrase fusion. None improved MRR.
What made the difference was not a better idea but a different question. The
seven all asked "does this rank better". The one that worked started by asking
where the right commit actually is β and found that a quarter of the corpus is
retrieved but ranked below 5, which is a reordering problem, while 42% is never
retrieved at all, which is not. See
docs/decisions.md.
The remaining headroom is that 42%: a recall problem in the embedding itself.
That is now measured rather than guessed β
docs/embedding.md compares ten models on a fixed pool.
Transformer embedders score +41% (jina-v2-small) and +64%
(jina-v2-base) MRR over the shipped static one, at 191x and 1287x the
indexing time plus an ONNX runtime. Both are available opt-in; the default
stays fast and dependency-free, because a tool that installs in seconds and
indexes in under a minute should not quietly become one that needs fifteen
hours.
It is also wrong most of the time. Hit@5 of 0.374 means the right commit is
outside the top five on 62.6% of these questions. It beats every alternative on
them and still fails on most. Treat a result as a lead to verify with git show, never as
established fact.
When to use ordinary Git instead
Git Why is ranked retrieval over a semantic index. That's the wrong tool for
some jobs, and Git already has the right one:
- A known exact string.
git log -S and git log -G are exhaustive.
Keyword mode here is ranked, not exhaustive.
- An exhaustive search.
ripgrep over a checkout, or git grep.
- Verifying causality. Similarity is not a timeline. Confirm ancestry
with
git merge-base, git log --ancestry-path and git show.
Git Why is for the case where you remember what happened but not what it was
called.
Learn more
- Documentation site β guided
install, how retrieval works, CLI reference, FAQ.
ROADMAP.md β pull requests, gh why, wikis, and what
would need measuring before any of it ships.
docs/embedding.md β nine embedding models
measured, the +41% one you can opt into, and why the default did not change.
docs/daemon.md β the optional daemon: what it holds
warm, why it can never break a search, and its security posture.
docs/indexes.md β where indexes live, worktrees,
submodules, monorepos, disk use, and the shared model cache.
docs/examples.md β real output on real
repositories, including a case where this is the wrong tool.
docs/plugin.md β both plugins, the MCP tools, the
skills, and why there is no hook.
docs/decisions.md β what was tried and rejected,
with the measurements. Seven optimisations that did not work.
docs/install.md β every install path and
uninstall, including where the index and model cache live on disk.
docs/operations.md β the full operational
contract: durability, concurrency, exit codes, history scope, coverage
limits.
docs/report.md β the benchmark report this
README's numbers come from.
docs/spec.md β the build specification this was
written against. Source comments cite its sections, so it is kept as
provenance rather than as user documentation.
Development
mise setup
mise check
mise test:integration
mise test:package
mise site:build
mise tasks
Numbers in README.md, site/index.md and docs/report.md are written by
bench/report.mjs from raw run data β CI fails if you edit one by hand. The
man page, the site's CLI reference and all three shell completions are checked
against git why -h, which is the only place the flag set is defined.
See docs/contributing.md for module ownership and how
to cut a release.
License
Apache-2.0. See LICENSE and NOTICE.