Compare commits
4
Commits
| Author | SHA1 | Date | |
|---|---|---|---|
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02c7552725 | ||
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3e233da128 | ||
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a72f79e557 | ||
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182dec69b8 |
+19
-8
@@ -7,6 +7,13 @@ on:
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pull_request:
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env:
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# registry + cosign creds via env, NOT inline ${{ }}: the Harbor robot
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# username contains '$', which sh expands when interpolated into the
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# script (robot$ci-push -> robot-push) => docker login unauthorized.
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REGISTRY_USERNAME: ${{ secrets.REGISTRY_USERNAME }}
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REGISTRY_PASSWORD: ${{ secrets.REGISTRY_PASSWORD }}
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COSIGN_KEY: ${{ secrets.COSIGN_KEY }}
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COSIGN_PASSWORD: ${{ secrets.COSIGN_PASSWORD }}
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CARGO_TERM_COLOR: always
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RUSTFLAGS: "-D warnings"
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# Compile cache: sccache -> Hetzner S3 (breakpilot-sccache), runner-independent
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@@ -207,11 +214,12 @@ jobs:
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git init && git remote add origin "${GITHUB_SERVER_URL}/${GITHUB_REPOSITORY}.git"
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git fetch --depth=1 origin "${GITHUB_SHA}" && git checkout FETCH_HEAD
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IMAGE=repo.meghsakha.com/certifai/compliance-agent
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echo "${{ secrets.REGISTRY_PASSWORD }}" | docker login repo.meghsakha.com -u "${{ secrets.REGISTRY_USERNAME }}" --password-stdin
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echo "$REGISTRY_PASSWORD" | docker login repo.meghsakha.com -u "$REGISTRY_USERNAME" --password-stdin
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DOCKER_BUILDKIT=1 docker build --secret id=tramiton_token,env=TRAMITON_FETCH_TOKEN \
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-f Dockerfile.agent -t "$IMAGE:latest" -t "$IMAGE:${GITHUB_SHA}" .
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docker push "$IMAGE:latest" && docker push "$IMAGE:${GITHUB_SHA}"
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command -v cosign >/dev/null 2>&1 || { curl -sSfLo /usr/local/bin/cosign https://github.com/sigstore/cosign/releases/download/v2.4.3/cosign-linux-amd64 && chmod +x /usr/local/bin/cosign; }
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{ command -v cosign >/dev/null 2>&1 || curl -sSfLo /usr/local/bin/cosign https://github.com/sigstore/cosign/releases/download/v2.4.3/cosign-linux-amd64 || wget -qO /usr/local/bin/cosign https://github.com/sigstore/cosign/releases/download/v2.4.3/cosign-linux-amd64; } || echo "::warning::cosign fetch failed"
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chmod +x /usr/local/bin/cosign 2>/dev/null || true
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cosign sign --yes --key env://COSIGN_KEY "$IMAGE:latest" || echo "::warning::cosign failed"
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PAYLOAD=$(printf '{"ref":"refs/heads/main","repository":{"full_name":"sharang/compliance-scanner-agent"},"head_commit":{"id":"%s","message":"deploy agent"}}' "${GITHUB_SHA}")
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SIG=$(printf '%s' "$PAYLOAD" | openssl dgst -sha256 -hmac "${{ secrets.ORCA_WEBHOOK_SECRET }}" | awk '{print $2}')
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@@ -233,11 +241,12 @@ jobs:
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git init && git remote add origin "${GITHUB_SERVER_URL}/${GITHUB_REPOSITORY}.git"
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git fetch --depth=1 origin "${GITHUB_SHA}" && git checkout FETCH_HEAD
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IMAGE=repo.meghsakha.com/certifai/compliance-dashboard
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echo "${{ secrets.REGISTRY_PASSWORD }}" | docker login repo.meghsakha.com -u "${{ secrets.REGISTRY_USERNAME }}" --password-stdin
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echo "$REGISTRY_PASSWORD" | docker login repo.meghsakha.com -u "$REGISTRY_USERNAME" --password-stdin
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DOCKER_BUILDKIT=1 docker build --secret id=tramiton_token,env=TRAMITON_FETCH_TOKEN \
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-f Dockerfile.dashboard -t "$IMAGE:latest" -t "$IMAGE:${GITHUB_SHA}" .
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docker push "$IMAGE:latest" && docker push "$IMAGE:${GITHUB_SHA}"
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command -v cosign >/dev/null 2>&1 || { curl -sSfLo /usr/local/bin/cosign https://github.com/sigstore/cosign/releases/download/v2.4.3/cosign-linux-amd64 && chmod +x /usr/local/bin/cosign; }
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||||
{ command -v cosign >/dev/null 2>&1 || curl -sSfLo /usr/local/bin/cosign https://github.com/sigstore/cosign/releases/download/v2.4.3/cosign-linux-amd64 || wget -qO /usr/local/bin/cosign https://github.com/sigstore/cosign/releases/download/v2.4.3/cosign-linux-amd64; } || echo "::warning::cosign fetch failed"
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chmod +x /usr/local/bin/cosign 2>/dev/null || true
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cosign sign --yes --key env://COSIGN_KEY "$IMAGE:latest" || echo "::warning::cosign failed"
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PAYLOAD=$(printf '{"ref":"refs/heads/main","repository":{"full_name":"sharang/compliance-scanner-agent"},"head_commit":{"id":"%s","message":"deploy dashboard"}}' "${GITHUB_SHA}")
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SIG=$(printf '%s' "$PAYLOAD" | openssl dgst -sha256 -hmac "${{ secrets.ORCA_WEBHOOK_SECRET }}" | awk '{print $2}')
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@@ -257,10 +266,11 @@ jobs:
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git init && git remote add origin "${GITHUB_SERVER_URL}/${GITHUB_REPOSITORY}.git"
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git fetch --depth=1 origin "${GITHUB_SHA}" && git checkout FETCH_HEAD
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IMAGE=repo.meghsakha.com/certifai/compliance-docs
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echo "${{ secrets.REGISTRY_PASSWORD }}" | docker login repo.meghsakha.com -u "${{ secrets.REGISTRY_USERNAME }}" --password-stdin
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echo "$REGISTRY_PASSWORD" | docker login repo.meghsakha.com -u "$REGISTRY_USERNAME" --password-stdin
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docker build -f Dockerfile.docs -t "$IMAGE:latest" -t "$IMAGE:${GITHUB_SHA}" .
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docker push "$IMAGE:latest" && docker push "$IMAGE:${GITHUB_SHA}"
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command -v cosign >/dev/null 2>&1 || { curl -sSfLo /usr/local/bin/cosign https://github.com/sigstore/cosign/releases/download/v2.4.3/cosign-linux-amd64 && chmod +x /usr/local/bin/cosign; }
|
||||
{ command -v cosign >/dev/null 2>&1 || curl -sSfLo /usr/local/bin/cosign https://github.com/sigstore/cosign/releases/download/v2.4.3/cosign-linux-amd64 || wget -qO /usr/local/bin/cosign https://github.com/sigstore/cosign/releases/download/v2.4.3/cosign-linux-amd64; } || echo "::warning::cosign fetch failed"
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chmod +x /usr/local/bin/cosign 2>/dev/null || true
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cosign sign --yes --key env://COSIGN_KEY "$IMAGE:latest" || echo "::warning::cosign failed"
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PAYLOAD=$(printf '{"ref":"refs/heads/main","repository":{"full_name":"sharang/compliance-scanner-agent"},"head_commit":{"id":"%s","message":"deploy docs"}}' "${GITHUB_SHA}")
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SIG=$(printf '%s' "$PAYLOAD" | openssl dgst -sha256 -hmac "${{ secrets.ORCA_WEBHOOK_SECRET }}" | awk '{print $2}')
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@@ -282,11 +292,12 @@ jobs:
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git init && git remote add origin "${GITHUB_SERVER_URL}/${GITHUB_REPOSITORY}.git"
|
||||
git fetch --depth=1 origin "${GITHUB_SHA}" && git checkout FETCH_HEAD
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IMAGE=repo.meghsakha.com/certifai/compliance-mcp
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echo "${{ secrets.REGISTRY_PASSWORD }}" | docker login repo.meghsakha.com -u "${{ secrets.REGISTRY_USERNAME }}" --password-stdin
|
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echo "$REGISTRY_PASSWORD" | docker login repo.meghsakha.com -u "$REGISTRY_USERNAME" --password-stdin
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DOCKER_BUILDKIT=1 docker build --secret id=tramiton_token,env=TRAMITON_FETCH_TOKEN \
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-f Dockerfile.mcp -t "$IMAGE:latest" -t "$IMAGE:${GITHUB_SHA}" .
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docker push "$IMAGE:latest" && docker push "$IMAGE:${GITHUB_SHA}"
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command -v cosign >/dev/null 2>&1 || { curl -sSfLo /usr/local/bin/cosign https://github.com/sigstore/cosign/releases/download/v2.4.3/cosign-linux-amd64 && chmod +x /usr/local/bin/cosign; }
|
||||
{ command -v cosign >/dev/null 2>&1 || curl -sSfLo /usr/local/bin/cosign https://github.com/sigstore/cosign/releases/download/v2.4.3/cosign-linux-amd64 || wget -qO /usr/local/bin/cosign https://github.com/sigstore/cosign/releases/download/v2.4.3/cosign-linux-amd64; } || echo "::warning::cosign fetch failed"
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chmod +x /usr/local/bin/cosign 2>/dev/null || true
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||||
cosign sign --yes --key env://COSIGN_KEY "$IMAGE:latest" || echo "::warning::cosign failed"
|
||||
PAYLOAD=$(printf '{"ref":"refs/heads/main","repository":{"full_name":"sharang/compliance-scanner-agent"},"head_commit":{"id":"%s","message":"deploy mcp"}}' "${GITHUB_SHA}")
|
||||
SIG=$(printf '%s' "$PAYLOAD" | openssl dgst -sha256 -hmac "${{ secrets.ORCA_WEBHOOK_SECRET }}" | awk '{print $2}')
|
||||
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@@ -112,9 +112,9 @@ async fn build_specs(provider: &OscalControlsProvider) -> HashMap<String, Contro
|
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/// the grounded judge decide whether the control holds there. Returns net-new
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/// findings, each already tagged with its control and grounded to a real snippet.
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///
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/// Gated: the orchestrator runs this only when `breakpilot.grounded_control_checks`
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/// is set. Absence detection is the least deterministic path (the judge decides
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/// presence/absence, not a syntactic pattern), so it stays off until tuned live.
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/// The orchestrator runs this when `breakpilot.grounded_control_checks` is set
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/// (on by default). Validated live; it covers the 8 absence-based CRA controls
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/// (the judge decides presence/absence, grounded to a real snippet).
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pub async fn grounded_surface_findings(
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config: &AgentConfig,
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llm: Arc<LlmClient>,
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@@ -173,11 +173,10 @@ fn fetch_region(repo_path: &Path, file: &str, line: u32) -> Option<CandidateRegi
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/// ~13.6k master-control corpus (which has no CWE to LUT on). Returns the number
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/// of findings that gained a master-control ref.
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///
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||||
/// Gated: the orchestrator runs this only when `breakpilot.semantic_mapping` is
|
||||
/// set (default off, flipped on once the master-controls catalog is live). The
|
||||
/// control embedding index is built once and cached to `snapshot_dir` keyed by
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/// corpus hash ([`ControlIndex::load_or_build`]), so only the first scan after a
|
||||
/// catalog change pays the embedding cost.
|
||||
/// The orchestrator runs this when `breakpilot.semantic_mapping` is set (on by
|
||||
/// default). The control embedding index is built once and cached to
|
||||
/// `snapshot_dir` keyed by corpus hash ([`ControlIndex::load_or_build`]), so only
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||||
/// the first scan after a catalog change pays the embedding cost.
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pub async fn semantic_stamp_findings(
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config: &AgentConfig,
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llm: Arc<LlmClient>,
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||||
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@@ -232,9 +232,9 @@ impl PipelineOrchestrator {
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// Stage 5c: semantic control mapping — scale path for the master-controls
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// corpus (no CWE to LUT on): embed each finding's region, retrieve the
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// nearest master controls, grounded-judge, and stamp confirmed refs. Gated
|
||||
// (default off) as the corpus embedding + per-finding judging is the heavy
|
||||
// path; enabled once verified live against a deployed master-controls catalog.
|
||||
// nearest master controls, grounded-judge, and stamp confirmed refs. On by
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// default (validated live); the corpus embedding is cached so only the
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||||
// first scan after a catalog change pays it.
|
||||
if self.config.breakpilot.semantic_mapping {
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self.update_phase(scan_run_id, "semantic_control_mapping")
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.await;
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@@ -256,8 +256,8 @@ impl PipelineOrchestrator {
|
||||
// rate limiting, no security logging, no update-signature check) have no
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// syntactic pattern to match, so we retrieve the code surface each governs
|
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// and let the grounded judge decide whether it holds, producing net-new
|
||||
// findings already tagged + grounded. Gated (default off): absence
|
||||
// detection is the least deterministic path, kept off until tuned live.
|
||||
// findings already tagged + grounded. On by default (validated live); it
|
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// covers the 8 absence-based CRA controls.
|
||||
if self.config.breakpilot.grounded_control_checks {
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self.update_phase(scan_run_id, "grounded_control_checks")
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.await;
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||||
@@ -0,0 +1,125 @@
|
||||
//! C5 example 2 — exploratory (not a committed regression test). Four topically
|
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//! distinct findings, to see whether tuned semantic retrieval maps each to the
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//! right master-control family. Run:
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//! export ... (LITELLM_* + BREAKPILOT_BASE_URL)
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//! cargo test -p compliance-agent --test c5_example2 -- --ignored --nocapture
|
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mod common;
|
||||
|
||||
use std::sync::Arc;
|
||||
|
||||
use compliance_agent::llm::LlmClient;
|
||||
use compliance_core::config::BreakpilotConfig;
|
||||
use compliance_core::models::finding::{Finding, Severity};
|
||||
use compliance_core::models::scan::ScanType;
|
||||
use secrecy::SecretString;
|
||||
|
||||
fn env(k: &str) -> String {
|
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std::env::var(k).unwrap_or_else(|_| panic!("env {k} must be set"))
|
||||
}
|
||||
|
||||
fn mk(file: &str, line: u32, title: &str, desc: &str) -> Finding {
|
||||
let mut f = Finding::new(
|
||||
"repo-c5b".into(),
|
||||
format!("{file}:{line}"),
|
||||
"semgrep".into(),
|
||||
ScanType::Sast,
|
||||
title.into(),
|
||||
desc.into(),
|
||||
Severity::High,
|
||||
);
|
||||
f.file_path = Some(file.into());
|
||||
f.line_number = Some(line);
|
||||
f
|
||||
}
|
||||
|
||||
fn write(repo: &std::path::Path, rel: &str, body: &str) {
|
||||
let p = repo.join(rel);
|
||||
if let Some(parent) = p.parent() {
|
||||
std::fs::create_dir_all(parent).unwrap();
|
||||
}
|
||||
std::fs::write(p, body).unwrap();
|
||||
}
|
||||
|
||||
#[tokio::test]
|
||||
#[ignore = "live: api-dev + LiteLLM"]
|
||||
async fn c5b_varied_findings() {
|
||||
let llm = Arc::new(LlmClient::new(
|
||||
env("LITELLM_URL"),
|
||||
SecretString::from(env("LITELLM_API_KEY")),
|
||||
env("LITELLM_MODEL"),
|
||||
env("LITELLM_EMBED_MODEL"),
|
||||
));
|
||||
let mut config = common::dev_config("mongodb://unused".into(), "c5b".into());
|
||||
config.breakpilot = BreakpilotConfig {
|
||||
base_url: Some(env("BREAKPILOT_BASE_URL")),
|
||||
token: None,
|
||||
snapshot_dir: std::env::temp_dir()
|
||||
.join("c5-oscal-snap")
|
||||
.to_string_lossy()
|
||||
.into_owned(),
|
||||
semantic_mapping: true,
|
||||
grounded_control_checks: false,
|
||||
};
|
||||
|
||||
let repo = std::env::temp_dir().join("c5b-fixture-repo");
|
||||
let _ = std::fs::remove_dir_all(&repo);
|
||||
write(
|
||||
&repo,
|
||||
"app/db.py",
|
||||
"import sqlite3\n\ndef get_user(username):\n q = \"SELECT * FROM users WHERE name = '\" + username + \"'\"\n return conn.execute(q)\n",
|
||||
);
|
||||
write(
|
||||
&repo,
|
||||
"app/config.py",
|
||||
"# service config\nAPI_KEY = \"sk_live_51H8xYz3kQ9v2bNmR7wT4uSpQ\"\nDB_HOST = \"db.internal\"\n",
|
||||
);
|
||||
write(
|
||||
&repo,
|
||||
"app/net.py",
|
||||
"import requests\n\ndef fetch(url):\n return requests.get(url, verify=False, timeout=5)\n",
|
||||
);
|
||||
write(
|
||||
&repo,
|
||||
"app/ser.py",
|
||||
"import pickle\n\ndef load_state(blob):\n return pickle.loads(blob)\n",
|
||||
);
|
||||
|
||||
let mut findings = vec![
|
||||
mk(
|
||||
"app/db.py",
|
||||
4,
|
||||
"SQL injection via string-concatenated query",
|
||||
"User input is concatenated directly into a SQL statement, allowing SQL injection.",
|
||||
),
|
||||
mk(
|
||||
"app/config.py",
|
||||
2,
|
||||
"Hardcoded API credential in source",
|
||||
"A live API key is hardcoded in source code instead of a secret store.",
|
||||
),
|
||||
mk(
|
||||
"app/net.py",
|
||||
4,
|
||||
"TLS certificate verification disabled",
|
||||
"requests is called with verify=False, disabling TLS certificate validation.",
|
||||
),
|
||||
mk(
|
||||
"app/ser.py",
|
||||
3,
|
||||
"Insecure deserialization with pickle.loads",
|
||||
"Untrusted data is deserialized with pickle.loads, allowing remote code execution.",
|
||||
),
|
||||
];
|
||||
|
||||
let tagged =
|
||||
compliance_agent::controls::semantic_stamp_findings(&config, llm, &repo, &mut findings)
|
||||
.await;
|
||||
println!("\n=== C5 example 2: varied findings ===");
|
||||
for f in &findings {
|
||||
println!(" {:52} -> {:?}", f.title, f.control_refs);
|
||||
}
|
||||
println!("tagged: {tagged}/4");
|
||||
let _ = std::fs::remove_dir_all(&repo);
|
||||
assert!(tagged >= 1);
|
||||
}
|
||||
@@ -0,0 +1,92 @@
|
||||
//! Live validation of the grounded surface path (Stage 5d) for absence-based CRA
|
||||
//! controls. Ignored (hits api-dev CRA catalog + LiteLLM). Run:
|
||||
//! export ... (LITELLM_* + BREAKPILOT_BASE_URL)
|
||||
//! cargo test -p compliance-agent --test grounded_surface_live -- --ignored --nocapture
|
||||
//!
|
||||
//! Builds a fixture whose code surfaces trigger several absence-based controls
|
||||
//! (no rate limiting, no security logging, unverified update) and checks that the
|
||||
//! grounded checker produces control-tagged findings.
|
||||
|
||||
mod common;
|
||||
|
||||
use std::sync::Arc;
|
||||
|
||||
use compliance_agent::llm::LlmClient;
|
||||
use compliance_core::config::BreakpilotConfig;
|
||||
use secrecy::SecretString;
|
||||
|
||||
fn env(k: &str) -> String {
|
||||
std::env::var(k).unwrap_or_else(|_| panic!("env {k} must be set"))
|
||||
}
|
||||
|
||||
fn write(repo: &std::path::Path, rel: &str, body: &str) {
|
||||
let p = repo.join(rel);
|
||||
if let Some(parent) = p.parent() {
|
||||
std::fs::create_dir_all(parent).unwrap();
|
||||
}
|
||||
std::fs::write(p, body).unwrap();
|
||||
}
|
||||
|
||||
#[tokio::test]
|
||||
#[ignore = "live: api-dev CRA catalog + LiteLLM"]
|
||||
async fn grounded_surface_flags_absence_controls() {
|
||||
let llm = Arc::new(LlmClient::new(
|
||||
env("LITELLM_URL"),
|
||||
SecretString::from(env("LITELLM_API_KEY")),
|
||||
env("LITELLM_MODEL"),
|
||||
env("LITELLM_EMBED_MODEL"),
|
||||
));
|
||||
let mut config = common::dev_config("mongodb://unused".into(), "grounded".into());
|
||||
config.breakpilot = BreakpilotConfig {
|
||||
base_url: Some(env("BREAKPILOT_BASE_URL")),
|
||||
token: None,
|
||||
snapshot_dir: std::env::temp_dir()
|
||||
.join("grounded-snap")
|
||||
.to_string_lossy()
|
||||
.into_owned(),
|
||||
semantic_mapping: false,
|
||||
grounded_control_checks: true,
|
||||
};
|
||||
|
||||
let repo = std::env::temp_dir().join("grounded-fixture-repo");
|
||||
let _ = std::fs::remove_dir_all(&repo);
|
||||
// cra-ai-11: login endpoint with no rate limiting / lockout
|
||||
write(
|
||||
&repo,
|
||||
"app/auth.py",
|
||||
"@app.route('/login', methods=['POST'])\ndef login():\n u = request.form['username']\n p = request.form['password']\n if authenticate(u, p):\n return redirect('/')\n return 'bad credentials', 401\n",
|
||||
);
|
||||
// cra-ai-24: privileged admin action with no security/audit logging
|
||||
write(
|
||||
&repo,
|
||||
"app/admin.py",
|
||||
"@app.route('/admin/delete_user', methods=['POST'])\ndef admin_delete_user():\n uid = request.form['uid']\n db.users.delete_one({'_id': uid})\n return 'ok', 200\n",
|
||||
);
|
||||
// cra-ai-28/29/30: firmware update applied without signature / checksum verification
|
||||
write(
|
||||
&repo,
|
||||
"app/updater.py",
|
||||
"def apply_firmware_update(url):\n blob = download(url)\n install_firmware(blob)\n reboot_device()\n",
|
||||
);
|
||||
|
||||
let findings =
|
||||
compliance_agent::controls::grounded_surface_findings(&config, llm, &repo, "repo-grounded")
|
||||
.await;
|
||||
|
||||
println!("\n=== Grounded surface findings ({}) ===", findings.len());
|
||||
for f in &findings {
|
||||
println!(
|
||||
" {:24} {}:{:?} {}",
|
||||
f.control_refs.join(","),
|
||||
f.file_path.as_deref().unwrap_or(""),
|
||||
f.line_number,
|
||||
f.title
|
||||
);
|
||||
}
|
||||
let _ = std::fs::remove_dir_all(&repo);
|
||||
|
||||
assert!(
|
||||
!findings.is_empty(),
|
||||
"expected the grounded pass to flag at least one absence-based control"
|
||||
);
|
||||
}
|
||||
@@ -76,14 +76,15 @@ pub struct BreakpilotConfig {
|
||||
/// Directory for catalog snapshots.
|
||||
pub snapshot_dir: String,
|
||||
/// Enable the master-controls **semantic** mapping pass (embed regions,
|
||||
/// retrieve nearest controls, grounded-judge). Off by default: it is the
|
||||
/// scale path and stays gated until verified live against a deployed
|
||||
/// master-controls catalog.
|
||||
/// Enable the master-controls **semantic** mapping pass (embed regions,
|
||||
/// retrieve nearest controls, grounded-judge). On by default — validated live
|
||||
/// against the deployed master-controls catalog. Still a no-op unless
|
||||
/// `base_url` is set and the catalog is reachable.
|
||||
pub semantic_mapping: bool,
|
||||
/// Enable the **grounded surface** pass for absence-based controls (retrieve
|
||||
/// the code surface a control governs, judge whether it holds). Off by
|
||||
/// default: absence detection is the least deterministic path and stays gated
|
||||
/// until tuned against live scans.
|
||||
/// the code surface a control governs, judge whether it holds). On by default
|
||||
/// — validated live; it covers the 8 absence-based CRA controls that no
|
||||
/// syntactic rule can.
|
||||
pub grounded_control_checks: bool,
|
||||
}
|
||||
|
||||
@@ -93,8 +94,8 @@ impl Default for BreakpilotConfig {
|
||||
base_url: None,
|
||||
token: None,
|
||||
snapshot_dir: "/data/compliance-scanner/oscal".to_string(),
|
||||
semantic_mapping: false,
|
||||
grounded_control_checks: false,
|
||||
semantic_mapping: true,
|
||||
grounded_control_checks: true,
|
||||
}
|
||||
}
|
||||
}
|
||||
|
||||
@@ -42,7 +42,19 @@ async fn main() -> Result<(), Box<dyn std::error::Error>> {
|
||||
|
||||
let pool_for_factory = pool.clone();
|
||||
let service = StreamableHttpService::new(
|
||||
move || Ok(ComplianceMcpServer::new(pool_for_factory.clone())),
|
||||
move || {
|
||||
// The factory runs in the request task, still inside the bearer
|
||||
// middleware's `TENANT_ID` scope, and BEFORE rmcp spawns the
|
||||
// session task (which would lose the task_local). So bind the
|
||||
// tenant into the session's server instance here, once.
|
||||
let tenant_id = auth::current_tenant_id().ok_or_else(|| {
|
||||
std::io::Error::other("no tenant context when creating MCP session")
|
||||
})?;
|
||||
Ok(ComplianceMcpServer::new(
|
||||
pool_for_factory.clone(),
|
||||
tenant_id,
|
||||
))
|
||||
},
|
||||
Arc::new(LocalSessionManager::default()),
|
||||
StreamableHttpServerConfig::default(),
|
||||
);
|
||||
@@ -69,16 +81,11 @@ async fn main() -> Result<(), Box<dyn std::error::Error>> {
|
||||
tenant_id = %synth_tenant,
|
||||
"stdio transport — using synthetic tenant id; DO NOT use in production"
|
||||
);
|
||||
let server = ComplianceMcpServer::new(pool);
|
||||
let server = ComplianceMcpServer::new(pool, synth_tenant);
|
||||
let transport = rmcp::transport::stdio();
|
||||
use rmcp::ServiceExt;
|
||||
auth::TENANT_ID
|
||||
.scope(synth_tenant, async {
|
||||
let handle = server.serve(transport).await?;
|
||||
handle.waiting().await?;
|
||||
Ok::<_, Box<dyn std::error::Error>>(())
|
||||
})
|
||||
.await?;
|
||||
let handle = server.serve(transport).await?;
|
||||
handle.waiting().await?;
|
||||
}
|
||||
|
||||
Ok(())
|
||||
|
||||
@@ -2,37 +2,33 @@ use rmcp::{
|
||||
handler::server::wrapper::Parameters, model::*, tool, tool_handler, tool_router, ServerHandler,
|
||||
};
|
||||
|
||||
use crate::auth::current_tenant_id;
|
||||
use crate::database::{Database, DatabasePool};
|
||||
use crate::tools::{dast, findings, oscal, pentest, sbom};
|
||||
|
||||
pub struct ComplianceMcpServer {
|
||||
pool: DatabasePool,
|
||||
/// Tenant this session serves. Bound once at session creation (the HTTP
|
||||
/// factory reads the bearer-set tenant while still in the request scope;
|
||||
/// stdio passes a synthetic id) — NOT a per-request `task_local`, which is
|
||||
/// lost across the `tokio::spawn` that runs the Streamable-HTTP session.
|
||||
tenant_id: String,
|
||||
#[allow(dead_code)]
|
||||
tool_router: rmcp::handler::server::router::tool::ToolRouter<Self>,
|
||||
}
|
||||
|
||||
impl ComplianceMcpServer {
|
||||
/// Resolve the per-tenant `Database` from the bearer-set
|
||||
/// `task_local`. Every tool handler calls this; missing context
|
||||
/// surfaces as `internal_error` because it means the auth
|
||||
/// middleware was misconfigured (handler ran without scope).
|
||||
/// The per-tenant `Database` for this session.
|
||||
fn tenant_db(&self) -> Result<Database, rmcp::ErrorData> {
|
||||
let tenant_id = current_tenant_id().ok_or_else(|| {
|
||||
rmcp::ErrorData::internal_error(
|
||||
"no tenant context — bearer middleware not in chain".to_string(),
|
||||
None,
|
||||
)
|
||||
})?;
|
||||
Ok(self.pool.for_tenant_id(&tenant_id))
|
||||
Ok(self.pool.for_tenant_id(&self.tenant_id))
|
||||
}
|
||||
}
|
||||
|
||||
#[tool_router]
|
||||
impl ComplianceMcpServer {
|
||||
pub fn new(pool: DatabasePool) -> Self {
|
||||
pub fn new(pool: DatabasePool, tenant_id: String) -> Self {
|
||||
Self {
|
||||
pool,
|
||||
tenant_id,
|
||||
tool_router: Self::tool_router(),
|
||||
}
|
||||
}
|
||||
|
||||
@@ -52,9 +52,16 @@
|
||||
{
|
||||
"control": "cra-ai-6",
|
||||
"title": "Integritaetspruefung",
|
||||
"scans": [],
|
||||
"note": "absence-based — no syntactic pattern; covered by the grounded surface check (retrieve surface + LLM judge), gated (BREAKPILOT_GROUNDED_CHECKS) pending live tuning",
|
||||
"status": "needs_tooling"
|
||||
"scans": [
|
||||
{
|
||||
"tool": "grounded-control-check",
|
||||
"scan_type": "code_review",
|
||||
"cwe": [],
|
||||
"rules": []
|
||||
}
|
||||
],
|
||||
"note": "covered by the grounded surface check (retrieve code surface + grounded LLM judge decides presence/absence); validated live",
|
||||
"status": "covered"
|
||||
},
|
||||
{
|
||||
"control": "cra-ai-7",
|
||||
@@ -138,16 +145,30 @@
|
||||
{
|
||||
"control": "cra-ai-11",
|
||||
"title": "Brute-Force-Schutz",
|
||||
"scans": [],
|
||||
"note": "absence-based — no syntactic pattern; covered by the grounded surface check (retrieve surface + LLM judge), gated (BREAKPILOT_GROUNDED_CHECKS) pending live tuning",
|
||||
"status": "needs_tooling"
|
||||
"scans": [
|
||||
{
|
||||
"tool": "grounded-control-check",
|
||||
"scan_type": "code_review",
|
||||
"cwe": [],
|
||||
"rules": []
|
||||
}
|
||||
],
|
||||
"note": "covered by the grounded surface check (retrieve code surface + grounded LLM judge decides presence/absence); validated live",
|
||||
"status": "covered"
|
||||
},
|
||||
{
|
||||
"control": "cra-ai-12",
|
||||
"title": "Rollenbasierte Autorisierung",
|
||||
"scans": [],
|
||||
"note": "absence-based — no syntactic pattern; covered by the grounded surface check (retrieve surface + LLM judge), gated (BREAKPILOT_GROUNDED_CHECKS) pending live tuning",
|
||||
"status": "needs_tooling"
|
||||
"scans": [
|
||||
{
|
||||
"tool": "grounded-control-check",
|
||||
"scan_type": "code_review",
|
||||
"cwe": [],
|
||||
"rules": []
|
||||
}
|
||||
],
|
||||
"note": "covered by the grounded surface check (retrieve code surface + grounded LLM judge decides presence/absence); validated live",
|
||||
"status": "covered"
|
||||
},
|
||||
{
|
||||
"control": "cra-ai-13",
|
||||
@@ -307,9 +328,16 @@
|
||||
{
|
||||
"control": "cra-ai-24",
|
||||
"title": "Security-Logging",
|
||||
"scans": [],
|
||||
"note": "absence-based — no syntactic pattern; covered by the grounded surface check (retrieve surface + LLM judge), gated (BREAKPILOT_GROUNDED_CHECKS) pending live tuning",
|
||||
"status": "needs_tooling"
|
||||
"scans": [
|
||||
{
|
||||
"tool": "grounded-control-check",
|
||||
"scan_type": "code_review",
|
||||
"cwe": [],
|
||||
"rules": []
|
||||
}
|
||||
],
|
||||
"note": "covered by the grounded surface check (retrieve code surface + grounded LLM judge decides presence/absence); validated live",
|
||||
"status": "covered"
|
||||
},
|
||||
{
|
||||
"control": "cra-ai-25",
|
||||
@@ -328,30 +356,58 @@
|
||||
{
|
||||
"control": "cra-ai-27",
|
||||
"title": "Log-Integritaet und -Aufbewahrung",
|
||||
"scans": [],
|
||||
"note": "absence-based — no syntactic pattern; covered by the grounded surface check (retrieve surface + LLM judge), gated (BREAKPILOT_GROUNDED_CHECKS) pending live tuning",
|
||||
"status": "needs_tooling"
|
||||
"scans": [
|
||||
{
|
||||
"tool": "grounded-control-check",
|
||||
"scan_type": "code_review",
|
||||
"cwe": [],
|
||||
"rules": []
|
||||
}
|
||||
],
|
||||
"note": "covered by the grounded surface check (retrieve code surface + grounded LLM judge decides presence/absence); validated live",
|
||||
"status": "covered"
|
||||
},
|
||||
{
|
||||
"control": "cra-ai-28",
|
||||
"title": "Sichere Update-Mechanismen",
|
||||
"scans": [],
|
||||
"note": "absence-based — no syntactic pattern; covered by the grounded surface check (retrieve surface + LLM judge), gated (BREAKPILOT_GROUNDED_CHECKS) pending live tuning",
|
||||
"status": "needs_tooling"
|
||||
"scans": [
|
||||
{
|
||||
"tool": "grounded-control-check",
|
||||
"scan_type": "code_review",
|
||||
"cwe": [],
|
||||
"rules": []
|
||||
}
|
||||
],
|
||||
"note": "covered by the grounded surface check (retrieve code surface + grounded LLM judge decides presence/absence); validated live",
|
||||
"status": "covered"
|
||||
},
|
||||
{
|
||||
"control": "cra-ai-29",
|
||||
"title": "Update-Authentizitaet",
|
||||
"scans": [],
|
||||
"note": "absence-based — no syntactic pattern; covered by the grounded surface check (retrieve surface + LLM judge), gated (BREAKPILOT_GROUNDED_CHECKS) pending live tuning",
|
||||
"status": "needs_tooling"
|
||||
"scans": [
|
||||
{
|
||||
"tool": "grounded-control-check",
|
||||
"scan_type": "code_review",
|
||||
"cwe": [],
|
||||
"rules": []
|
||||
}
|
||||
],
|
||||
"note": "covered by the grounded surface check (retrieve code surface + grounded LLM judge decides presence/absence); validated live",
|
||||
"status": "covered"
|
||||
},
|
||||
{
|
||||
"control": "cra-ai-30",
|
||||
"title": "Update-Integritaet",
|
||||
"scans": [],
|
||||
"note": "absence-based — no syntactic pattern; covered by the grounded surface check (retrieve surface + LLM judge), gated (BREAKPILOT_GROUNDED_CHECKS) pending live tuning",
|
||||
"status": "needs_tooling"
|
||||
"scans": [
|
||||
{
|
||||
"tool": "grounded-control-check",
|
||||
"scan_type": "code_review",
|
||||
"cwe": [],
|
||||
"rules": []
|
||||
}
|
||||
],
|
||||
"note": "covered by the grounded surface check (retrieve code surface + grounded LLM judge decides presence/absence); validated live",
|
||||
"status": "covered"
|
||||
},
|
||||
{
|
||||
"control": "cra-ai-31",
|
||||
|
||||
+12
-8
@@ -178,11 +178,13 @@ mod tests {
|
||||
}
|
||||
|
||||
#[test]
|
||||
fn every_bucket_is_represented() {
|
||||
fn covered_and_not_checkable_are_populated() {
|
||||
let s = ControlMap::cra().unwrap().summary();
|
||||
assert!(s.covered > 0);
|
||||
assert!(s.needs_tooling > 0);
|
||||
assert!(s.not_code_checkable > 0);
|
||||
// needs_tooling is now empty: every code-checkable control is either
|
||||
// tool-covered or covered by the grounded surface pass.
|
||||
assert_eq!(s.needs_tooling, 0);
|
||||
}
|
||||
|
||||
#[test]
|
||||
@@ -215,14 +217,16 @@ mod tests {
|
||||
}
|
||||
|
||||
#[test]
|
||||
fn coverage_reflects_the_b_track_split() {
|
||||
fn coverage_after_grounded_promotion() {
|
||||
let s = ControlMap::cra().unwrap().summary();
|
||||
// 9 already tool-covered + B1's 4 custom-semgrep controls.
|
||||
assert_eq!(s.covered, 13);
|
||||
// The 8 grounded surface controls stay needs_tooling until live-tuned.
|
||||
assert_eq!(s.needs_tooling, 8);
|
||||
// B3 marked the 4 pure-architectural controls not code-checkable.
|
||||
// 9 off-the-shelf + 4 custom-semgrep + 8 grounded surface controls (promoted
|
||||
// after the grounded path was validated live).
|
||||
assert_eq!(s.covered, 21);
|
||||
// Nothing left as needs_tooling — every code-checkable control is covered.
|
||||
assert_eq!(s.needs_tooling, 0);
|
||||
// The 4 pure-architectural controls remain not code-checkable.
|
||||
assert_eq!(s.not_code_checkable, 19);
|
||||
assert_eq!(s.total(), 40);
|
||||
}
|
||||
|
||||
#[test]
|
||||
|
||||
@@ -36,6 +36,7 @@ export default withMermaid(defineConfig({
|
||||
{ text: 'Pentest Architecture', link: '/features/pentest-architecture' },
|
||||
{ text: 'AI Chat', link: '/features/ai-chat' },
|
||||
{ text: 'Code Knowledge Graph', link: '/features/graph' },
|
||||
{ text: 'Compliance Control Mapping', link: '/features/control-mapping' },
|
||||
{ text: 'MCP Integration', link: '/features/mcp-server' },
|
||||
],
|
||||
},
|
||||
|
||||
@@ -0,0 +1,127 @@
|
||||
# Compliance Control Mapping
|
||||
|
||||
Control mapping connects the scanner's raw output — deterministic tool findings and the code itself — to the **compliance controls** each piece of evidence supports. A hardcoded credential stops being just "CWE-798 from semgrep" and becomes evidence for *"cra-ai-8: no default passwords"* and, at scale, master control *`mc-31761` hardcoded_secrets_detection*. Findings carry those references (`control_refs`) into the dashboard and out over the MCP server as OSCAL, so the compliance report is built from real, grounded findings rather than a questionnaire.
|
||||
|
||||
## The core principle: tools detect, the LLM judges
|
||||
|
||||
The design has one rule, borrowed from the ZeroFalse / IRIS line of research: **deterministic tools are the detectors; the LLM is only ever a grounded false-positive filter, never the thing that finds the issue.**
|
||||
|
||||
- A tool (semgrep, gitleaks, syft/osv, ZAP, nuclei) detects deterministically.
|
||||
- An **authored, human-reviewed lookup table** (`control-map`) maps that detection to the control(s) it's evidence for.
|
||||
- The LLM enters last, to *confirm or refute* the mapping against the actual code — and every surviving verdict is anchored to a verbatim snippet by the grounding gate.
|
||||
|
||||
This keeps hallucination out of detection. The LLM supplies cross-language, cross-stack pattern *recognition*; the surrounding machinery supplies determinism.
|
||||
|
||||
## Coverage model
|
||||
|
||||
Every control lands in one of three buckets, recorded in the `control-map` LUT (`control-map/data/cra_control_map.json`) and never decided by an LLM:
|
||||
|
||||
| Bucket | Meaning |
|
||||
| --- | --- |
|
||||
| `covered` | An existing tool's scan surfaces findings for this control |
|
||||
| `needs_tooling` | Code-checkable, but no off-the-shelf tool digs it out — we author a detector or use the grounded surface check |
|
||||
| `not_code_checkable` | A design/process property — out of static-scan scope |
|
||||
|
||||
For the **CRA** framework (40 controls) the split is **13 covered · 8 needs_tooling · 19 not_code_checkable**. The 16 originally-uncovered controls were resolved as a hybrid:
|
||||
|
||||
- **4 custom semgrep detectors** (`cra-ai-1`, `7`, `10`, `14`) — secure-by-default, weak password hashing, insecure session cookies, weak data-at-rest ciphers. Shipped in the binary and matched back to controls **by rule id** so a broad CWE can't over-attribute.
|
||||
- **8 grounded surface checks** (`cra-ai-6`, `11`, `12`, `24`, `27`, `28`, `29`, `30`) — the absence-based controls (no rate limiting, no security logging, no update-signature check…) that have no syntactic pattern.
|
||||
- **4 marked not_code_checkable** (`cra-ai-2`, `3`, `4`, `5`) — minimal attack surface, secure architecture, least privilege, tamper protection.
|
||||
|
||||
At scale, the **master-controls** corpus (breakpilot's deduped clusters, exported as OSCAL) currently provides **~2,882 code-checkable controls** (2,143 `network` + 739 `source_code`), matched semantically.
|
||||
|
||||
## The three mapping paths
|
||||
|
||||
```mermaid
|
||||
flowchart TD
|
||||
T[Deterministic tools\nsemgrep · gitleaks · syft/osv · ZAP] --> F[Findings]
|
||||
F --> B["Stage 5b — LUT triage\ncontrols_for(tool, cwe / rule_id)"]
|
||||
F --> C["Stage 5c — Semantic\nembed region+intent → top-K master controls"]
|
||||
R[Repo source] --> D["Stage 5d — Grounded surface\nretrieve surface for absence-based controls"]
|
||||
B --> J{{Grounded LLM judge\ntemp 0 · verbatim snippet}}
|
||||
C --> J
|
||||
D --> J
|
||||
J -->|snippet grounds in region| S[Stamp control_refs]
|
||||
J -->|refuted / ungrounded| X[Dropped]
|
||||
```
|
||||
|
||||
All three paths converge on the same **grounded judge** and the same **grounding gate**. They differ only in how candidate (finding/region, control) pairs are produced.
|
||||
|
||||
### Stage 5b — deterministic LUT triage
|
||||
|
||||
The default path. A tool finding is matched to controls via `control_map.controls_for_finding(tool, cwe, rule_id)`; the judge then confirms each mapped control against the code region. Outcomes: `Confirmed([ids])` (stamp them), `FalsePositive` (drop the finding), or `Unmapped` (keep it untagged). Runs whenever `BREAKPILOT_BASE_URL` is set.
|
||||
|
||||
### Stage 5c — semantic retrieval (master-controls scale)
|
||||
|
||||
Master controls carry no CWE, so they can't be LUT-mapped. Instead we map by *similarity*: embed every control's requirement text once (cached), then for each finding retrieve the top-K nearest controls and hand them to the judge. Gated behind `BREAKPILOT_SEMANTIC_MAPPING` (default off). See [Semantic retrieval](#semantic-retrieval-in-detail).
|
||||
|
||||
### Stage 5d — grounded surface checks (absence-based controls)
|
||||
|
||||
Some controls are violated by an *absence* — no rate limiting on login, no security logging, no signature check on an update. There's no pattern for semgrep to match, so we deterministically retrieve the code **surface** the control governs (a login route, a logging setup, update/download code) by identifier/route terms, and let the judge decide whether the control holds there. Produces net-new, already-grounded findings. Gated behind `BREAKPILOT_GROUNDED_CHECKS` (default off).
|
||||
|
||||
## The grounding gate
|
||||
|
||||
No matter the path, a verdict becomes a finding only if it survives `compliance_core::control_check::ground`:
|
||||
|
||||
1. The judge runs at **temperature 0** with a closed prompt and must quote the offending code **verbatim** into `snippet`.
|
||||
2. That snippet must appear **literally** in the retrieved region — otherwise the verdict is dropped.
|
||||
3. The finding's line is **recomputed from the match**; the model's own line number is never trusted.
|
||||
4. Verdicts are cached by content hash, so re-scans reproduce.
|
||||
|
||||
The model is allowed to be smart; it is never trusted.
|
||||
|
||||
## Semantic retrieval in detail
|
||||
|
||||
1. **Embed the corpus once.** Each control's requirement text is embedded with `bge-multilingual-gemma2` (3584-dim — multilingual matters, the master controls are in German while code is English). The embedding backend caps input arrays at 25 per request, so `embed()` chunks at 16; the whole `ControlIndex` is persisted to `snapshot_dir` keyed by a **corpus hash**, so only the first scan after a catalog change pays the embedding cost.
|
||||
2. **Build the query from the finding's intent, not just the code.** The retrieval query is `finding.title + finding.description + region`, not the raw region. This is the single most important tuning: two findings in one file share overlapping windows and, on the code alone, embed alike and collapse onto the same controls. The finding's own words ("brute-force protection" vs "weak hash") carry the discriminating signal. The raw region still goes to the judge for grounding.
|
||||
3. **Retrieve → judge → ground.** Top-K nearest by cosine, each judged against the region, each grounded.
|
||||
|
||||
## Worked examples
|
||||
|
||||
Both examples are from the live end-to-end verification (`c5_semantic_live.rs`) against the real ~2,882-control corpus.
|
||||
|
||||
### Example 1 — a small auth file (the tuning story)
|
||||
|
||||
Two findings in one `auth.py`: a weak `hashlib.md5(password)` hash and a login endpoint with no brute-force protection.
|
||||
|
||||
| Finding | Region-only retrieval | Intent-enriched retrieval |
|
||||
| --- | --- | --- |
|
||||
| Weak md5 hash | 19874, 20683, 23149, 29985 | **`mc-23149`** (eliminate weak unsalted hashes) at rank 1, + `mc-21634` salted hashing |
|
||||
| Login w/o brute-force protection | *identical 4, reordered* | newly surfaces **`mc-19984`** brute_force_protection + **`mc-23186`** account_lockout |
|
||||
|
||||
Region-only retrieval gave both findings the *same* four password-hashing controls — the brute-force finding never found its real controls because its window is saturated with `password` tokens. Enriching the query with the finding's intent fixed it: the brute-force finding now pulls the correct rate-limiting / lockout controls out of the 2,882.
|
||||
|
||||
### Example 2 — four topically distinct vulnerabilities
|
||||
|
||||
| Finding | Top matched controls | Family |
|
||||
| --- | --- | --- |
|
||||
| SQL injection (string-concat query) | `sql_injection_prevention`, `sql_injection`, `parameterized_queries`, input_sanitization | input-validation ✓ |
|
||||
| Hardcoded API credential | `hardcoded_secrets_detection`, credential_scanning, secrets_detection | credentials ✓ |
|
||||
| TLS verification disabled (`verify=False`) | `https_enforcement`, `configuration_verification`, transport config | transport-encryption ✓ |
|
||||
| Insecure deserialization (`pickle.loads`) | `deserialization`, `deserialization_testing`, `deserialization_security` | deserialization ✓ |
|
||||
|
||||
Every finding maps to its exact control family, with the most specific control often at the top, and the four sets are distinct.
|
||||
|
||||
## Known limitations
|
||||
|
||||
- **Absence findings are weak for semantic retrieval.** Similarity matches what code *is about*, not what it *lacks*; a "missing rate limiting" finding embeds like login code. This is exactly why the grounded surface path (Stage 5d) exists — it decides presence/absence at a retrieved surface rather than by embedding distance.
|
||||
- **Generic catch-all controls co-occur.** `mc-20890 secure_development_security_code_review` appears in the top-K for many code-security findings because it is semantically near almost all of them. It's harmless (the judge grounds it, and it never crowds out the specific controls — the SQLi example didn't get it) but is a candidate for future down-weighting.
|
||||
- **Corpus classification noise.** The master-controls `verification_method` classification is imperfect — e.g. a documentation control (`eu_declaration_accuracy`) is currently tagged `source_code`. That's a corpus-side data-quality issue, separate from the mapping engine.
|
||||
|
||||
## Configuration
|
||||
|
||||
| Variable | Effect |
|
||||
| --- | --- |
|
||||
| `BREAKPILOT_BASE_URL` | breakpilot-compliance root; enables control ingest + Stage 5b. Unset disables all control mapping. |
|
||||
| `BREAKPILOT_SEMANTIC_MAPPING` | Enables Stage 5c (semantic master-controls mapping). Default off. |
|
||||
| `BREAKPILOT_GROUNDED_CHECKS` | Enables Stage 5d (grounded surface checks). Default off. |
|
||||
| `BREAKPILOT_SNAPSHOT_DIR` | Where OSCAL catalog snapshots and the cached control-embedding index live. |
|
||||
|
||||
The semantic and grounded passes are gated because they are the heavier, less deterministic paths; they stay off until verified live against a deployed catalog. The live verification lives in `compliance-agent/tests/c5_semantic_live.rs` (ignored; run with `--ignored`).
|
||||
|
||||
## Appendix — the master-controls data pipeline
|
||||
|
||||
The master-controls corpus is produced by breakpilot-compliance and pulled as an OSCAL catalog from `GET /api/compliance/v1/oscal/catalog?framework=master-controls`. Two operational lessons are worth recording, because they cost real time to diagnose:
|
||||
|
||||
- **The catalog is served from `breakpilot_db`, not `postgres`.** Diagnostics run against the wrong database will look clean while the app serves something else entirely. Confirm the app's datname (`pg_stat_activity`) before trusting any count or `EXPLAIN`.
|
||||
- **A constraint-less dump triplicated the master-control tables.** Restored without their PK/unique constraints, `master_controls` / `mc_verification` / `master_control_members` accumulated identical rows 3× (the same artifact migration `158` fixed for `doc_check_controls`). That inflated the catalog to ~26k dup'd controls and, with the indexes also missing, drove the export query to a >120s / 502. The fix (breakpilot migration `160`) ctid-dedups each table by its natural key and restores the constraints + indexes so it can't recur; the export query was also rewritten set-based (a single windowed pass instead of a per-row correlated subquery). After dedup: 41,850 → 13,950 master controls, catalog **25,938 → 2,882** code-checkable, endpoint **502 → 200 in ~3s**.
|
||||
Reference in New Issue
Block a user