A PR gate that's 100% deterministic. It reads both sides of your pull request from source and tells you the exact frontend call site your backend change leaves stranded, down to the file and line. Then it hands you a repro that keeps failing until you fix it.
There's no LLM in the pipeline and no spec to keep in sync. Feed it the same two commits today or six months from now and you get the exact same verdict, whether it runs in CI or in review.
Free for public repos + one private repo · installs in one click · first verdict in ~1 min.
Agents rarely write bad syntax. What they break are contracts. A route gets renamed, the old call sites keep calling the old path, the unit tests still pass, and CI stays green. Then production starts returning 404s, and every check you had said the PR was fine.
An LLM reviewer tells you something might break. DACIP gives your reviewer a test that fails because it's broken, and goes green the moment you fix it. Nobody argues with a red test.
We picked one class of bug and cover it properly, instead of covering every class halfway.
Compares the contract graph across your PR's two commits and reports what actually changed: routes removed, methods swapped, auth dropped, required fields added. Each one comes with every affected caller at file:line.
It reads Flask, Flask-RESTX, Django and DRF (nested routers and re_path included), FastAPI (routers and include_router prefixes), Express, and Next.js handlers, then matches them against your real fetch and axios calls. No OpenAPI needed, so a stale spec can't mislead it.
A generated pytest file that only fails when the defect is real. Auth walls skip instead of failing, and every assumption is spelled out. Once it reproduces, verify promotes the finding from high to proven.
Inside Claude Code, a resident gate checks each edit's contract impact before it touches disk. It denies unauthorized breaks in under 500ms and names the callers left stranded. You can always override it.
A single PR comment that gets edited in place instead of piling up, a contract-gate check run, and SARIF into code scanning. On a clean PR it stays quiet.
Dynamic paths, unresolved prefixes, frameworks it doesn't support yet: all counted and labelled in every verdict. When DACIP can't see something, it tells you instead of padding the report with guesses.
Standalone, it's the deterministic gate on every pull request. Paired with Claude Code, it becomes the fact layer and enforcement loop your agent runs inside.
Push a PR; DACIP derives both sides from source and proves what broke.
The agent reasons; DACIP supplies facts and enforces them.
Hallucination and token burn come from the same place: the agent guessing about your codebase. DACIP takes the guessing out of it. It hands the agent verified facts and refuses the edits those facts rule out.
If a plan references an endpoint or symbol that doesn't exist, it's rejected before the first edit. The facts come over MCP as indexed routes and symbols, so the agent works from what's actually there.
A resident guardrail checks every edit against the contract graph before the write lands. A breaking edit gets denied in about 470ms with the stranded callers named. Either you authorize it in the plan, or you don't break it.
Indexed facts replace crawling the repo. The agent asks DACIP for a route or symbol rather than reading half the tree to find it, which means a lot less context and a lot less spend.
Latency measured on a 500-file pilot (p50 476ms, p95 566ms, breaking-edit deny 474ms). The guardrail covers the file-edit tools (Edit, Write, MultiEdit). If the daemon isn't running it fails open and says so out loud, so uncertainty never blocks you, and a human override always beats the gate.
LLM reviewers are useful, so keep yours. DACIP is a different instrument: a deterministic gate for the one class of bug that slips through green CI.
| DACIP | CodeRabbit | Greptile | Cursor BugBot | Copilot Review | |
|---|---|---|---|---|---|
| Engine | Deterministic, no LLM | LLM | LLM + graph | 8-pass voting | LLM |
| Same input → same output | Always, byte-identical | No | No | Majority vote | No |
| Cross-boundary contract breaks | Core: file:line blast radius | — | — | — | — |
| Runnable proof per finding | Every asserted finding | — | — | — | — |
| False-positive discipline | 0 across 9 audited repos | noisy on small PRs | 11 FPs in benchmark | — | surface-level |
| Blocks agent edits pre-write | Yes: in-session guardrail | — | — | post-hoc fix | — |
| Your code + LLMs | Never leaves the runner | Sent to LLM | Indexed + LLM | Sent to LLM | Sent to LLM |
| Review breadth | One bug class, covered exhaustively: contracts, imports, routes, schedules. Zero overlap with your reviewer. | Broad | Broad | Broad | Broad |
| Pricing | $15/active contributor · free tier | $24–30/seat | $30/seat + usage | $40/seat + Cursor | bundled $19+ |
Competitor rows are compiled from vendor pages and third-party comparisons (Jan 2026), and corrections are welcome. The last two rows are where the field beats us, and that's on purpose. DACIP covers one class of failure thoroughly rather than every class lightly, and it works alongside whichever reviewer you already run.
We ran DACIP cold on nine large open-source repos we'd never seen, and hand-audited every asserted defect against source.
| Repository | Routes | Asserted | Hand-audit verdict |
|---|---|---|---|
| getsentry/sentry | 151 | 0 | 0 FP largest, 36s cold |
| zulip/zulip | 445 | 0 | 0 FP |
| posthog/posthog | 85 | 0 | 0 FP weak coverage declared, not guessed |
| Flagsmith/flagsmith | 549 | 0 | 0 FP |
| netbox-community/netbox | 235 | 0 | 0 FP |
| mathesar-foundation/mathesar | 24 | 0 | 0 FP unsupported frontend: says so, loudly |
| getredash/redash | 123 | 1 | real bug verified below |
| apache/superset | 307 | 1 | real bug verified below |
| HumanSignal/label-studio | 185 | 1 | real bug verified below |
GET api/dashboards/recent: the client ships a service method for it, but no backend route serves it. There are zero hits across the whole server tree, so the first caller gets a 404.
A TYPE_CHECKING import references a path that stopped existing after a refactor. Every type-check of that file has been broken since.
“I can verify the fix is correct … CI's green now. LGTM”
io_storages/filesystem.py imports .base, which doesn't exist. It's a dead module that crashes on first import. Pure debt.
The full methodology, the per-repo write-ups, and the 19 extractor gap classes we fixed along the way ship with the beta. We disclosed all three bugs upstream before publishing this, and the receipts are linked above. A Superset maintainer verified our fix and merged it the same day.
Anything static analysis can't resolve gets counted and labelled in the verdict rather than quietly filled in. That habit is why the false-positive count is zero.
Bounded checks with provable answers. Run it under your LLM reviewer; they don't overlap.
No LLM anywhere in the pipeline. Clones are wiped when the job ends; we persist finding fingerprints, never source.
Clean PR → silent green check. One comment per PR, edited in place, flipped to "resolved" when you fix it.
A deterministic engine has no per-token inference bill underneath it, and the pricing passes that saving straight through.
An active contributor is anyone whose pull requests DACIP gates in a given month. We count them automatically from PR authors, so nothing is self-reported, and bots don't count. Repos are unlimited because repos aren't the unit of value. People are.
Private beta opens with the GitHub App. If your stack is Django/Flask + React/Next and your team ships with agents, you're exactly who this was built for.
One email when the beta opens, and nothing else. No analytics on this site. Privacy.