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# End-to-end examples
Each example is self-contained. Artifacts land under
`<target>/.openultrasast/runs/<scan-id>/` and `.openultrasast/` is gitignored.
## 1. Quick scan a local repo (deterministic, no keys)
```bash
uv run ousast scan /path/to/code --mode quick
run=/path/to/code/.openultrasast/runs/<scan-id>
cat "$run/report.md" # findings + evidence (secrets redacted)
jq . "$run/score.json" # 0–100 project score + gate verdict
"$run/report.sarif" # SARIF for code-scanning / IDEs
```
## 2. Standard scan with the engine (Docker)
```bash
source ops/shell/ousast.sh # once per shell; builds the image on first use
ousast scan . --mode standard # Joern model layer, container network off: no model calls
ousast-with-judge scan . --mode standard # network on, so the model is asked (needs DEEPSEEK_API_KEY)
```
Without a key the graph still decides; only the `suspicion` band goes unasked, and the manifest
records the degradation.
## 3. CI gate
```bash
# Fail the build on any evidence-verified finding:
uv run ousast scan . --mode quick --fail-on verified
# The hard detection gate (>=90% recall, <10% FP), score-independent:
uv run python -m openultrasast.gate
```
## 4. Benchmark a known-vulnerable corpus
```bash
uv run ousast benchmark benchmarks/manifests/python-vulnerable.toml --mode quick
# -> expected / matched / missed counts + a per-rule recommendation delta
```
## 5. Vuln vs fixed pair eval (efficiency, not cheat-sheet recall)
```bash
uv run ousast pairs # local fixtures + vendored GitHub VFCs
uv run ousast pairs --slice github --json # honesty dashboard as JSON
uv run ousast pairs --slice sast # OWASP Benchmark + Juliet Youden (TPR-FPR)
uv run ousast pairs --slice vibe-py --pointers # nightly: pointer pairs via the local cache (network)
uv run ousast pairs --split holdout --profile human # filter by declared split and provenance profile
uv run python -m openultrasast.pair_gate # CI: local pairs must all pass
```
Each case is two isolated trees (vuln file vs patched file, same relative path).
`pair_correct` means the harness fired on the vuln side and stayed silent on the
fix. Misses and fix-side leaks become `miss`/`fp` signals for `ousast improve`.
The catalog and public dataset pointers live in `benchmarks/pairs/`.
## 6. Self-improve the ruleset from benchmark feedback
```bash
uv run ousast improve benchmarks/manifests/java-spring-boot-vulnerable.toml --dry-run # preview
uv run ousast improve benchmarks/manifests/java-spring-boot-vulnerable.toml # apply
# Accepted edits land in <target>/.openultrasast/calibration/rule_policy.json,
# which the next scan/benchmark of that target loads automatically.
```
## 7. Running the agentic plane
Model work over whole repositories runs as a Run manifest on ax, one isolated actor
per task (bring-up: [ops/ax/README.md](ops/ax/README.md)). The provider key is
read from the environment (or `.env`, which never overrides an exported variable) by
`ousast` and sent only in each task's start request.
```bash
uv run ousast plane doctor # kind, Agent Substrate, ax controller, runner image
uv run ousast plane run plane/runs/validation-46.yaml # per case: repo-facts, verify a/b/c, agree, final, features, remember
uv run ousast plane status validation-46 # per-task status and token attribution
uv run ousast plane remember validation-46 # re-ingest the run's memory rows (OUSAST_MEMORY)
# Feed the stored rows back into the ruleset loop (same validator and gate)
uv run ousast improve benchmarks/manifests/java-spring-boot-vulnerable.toml --dry-run --memory
```
Each task in the Run carries its own Model and `budget: {usd, calls}`; a task that
reaches its ceiling stops as `unfinished` and resumes on a rerun with a larger
budget. `ousast plane status` prints the token attribution table: calls, prompt,
cache-hit and output tokens and USD per task.
## 8. Drive it from an MCP client (OpenCode / IDE)
```jsonc
{ "command": "uv", "args": ["run", "ousast", "mcp"] }
```
Then: `openultrasast.scan {path}` → `run_dir` → `openultrasast.findings {run_dir}` →
`openultrasast.explain {run_dir, finding_id}`. See the README section "Agent integrations".