diff --git a/research/finding_identity/.gitignore b/research/finding_identity/.gitignore
index ec761da..7c0a9c9 100644
--- a/research/finding_identity/.gitignore
+++ b/research/finding_identity/.gitignore
@@ -1,3 +1,4 @@
 .repos/
 results/
+fidelity/.build/
 .cache/
diff --git a/research/finding_identity/README.md b/research/finding_identity/README.md
index 89c86b1..8ae9e8d 100644
--- a/research/finding_identity/README.md
+++ b/research/finding_identity/README.md
@@ -6,22 +6,76 @@ code changes?* It is not part of the released `codeguard` package.
 Baselines, suppressions, "fail only on new findings" CI checks and alert de-duplication all
 rely on recognising that a finding in version *n+1* of a file is the same finding as one in
 version *n*. This harness replays real git histories, scans every changed file before and
-after each commit with CodeGuard, and scores several **identity schemes** against a
-**ground truth** built from the diff.
+after each commit with an analyzer (CodeGuard, Bandit or Semgrep), and scores several
+**identity schemes** against a **ground truth** built from the diff.
 
 ## Schemes
 
-Every key includes the rule ID and the file path.
+Every scheme includes the rule ID and the file path. The schemes of shipped tools are
+ports of their source code at a pinned version, checked against the original tool (see
+[Fidelity](#fidelity)); the docstrings cite the files and functions they port.
 
-| Scheme | Identity is built from |
-|---|---|
-| `line` | the line number |
-| `line_text` | the exact text of the flagged line |
-| `github` | GitHub code scanning's `primaryLocationLineHash` (exact port of `fingerprints.ts` from github/codeql-action, verified against the original) |
-| `codeguard` | CodeGuard's `codeguard/v1` fingerprint: enclosing function/class plus the normalized statement (literals masked, comments and whitespace removed) |
-| `cg_no_scope` | ablation: `codeguard` without the enclosing scope |
-| `cg_no_mask` | ablation: `codeguard` without masking literals |
-| `cg_raw` | ablation: `codeguard` without any normalization (scope plus raw line) |
+| Scheme | Identity is built from | Ported from |
+|---|---|---|
+| `line` | the line number | |
+| `line_text` | the exact text of the flagged line | |
+| `github` | GitHub code scanning's `primaryLocationLineHash`: a rolling hash over the 100 non-blank characters from the start of the line, plus an occurrence count | github/codeql-action `src/fingerprints.ts` |
+| `sonar` | SonarQube's issue tracker, a **multi-pass matcher**: (1) same rule, line, line hash and message; (2) same rule, line and line hash; (3) code moves, by unique 11-line block hashes and then by the longest identical block; (4) same rule, line hash and message; (5) same rule, line and message; (6) same rule and line hash. The line hash is the MD5 of the line without spaces and tabs | SonarQube 26.10.0.133078, `sonar-core` `issue/tracking/Tracker.java`, `AbstractTracker.java`, `BlockRecognizer.java`, `BlockHashSequence.java`, `hash/SourceLineHashesComputer.java` |
+| `bandit` | `bandit -b baseline.json`: a result is known when an issue with the same text, severity, CWE, confidence, file, test name and test ID is in the baseline. No location at all, and **set membership**: once one such issue is baselined, any number of equal new ones are hidden | Bandit 1.9.4 `bandit/core/manager.py` (`_compare_baseline_results`), `bandit/core/issue.py` (`Issue.__eq__`) |
+| `semgrep` | Semgrep's `match_based_id` (JSON `extra.fingerprint`, SARIF `fingerprints["matchBasedId/v1"]`): BLAKE2b of the rule's patterns with metavariables replaced by the code they bound, the path and the rule ID, plus an ordinal among equal keys in the file. No line, column or matched code beyond the bindings. **Semgrep findings only** | Semgrep 1.180.0 `semgrep/rule_match.py` (`get_match_based_key`, `get_match_based_id`, `RuleMatches.add`), `semgrep/rule.py` (`formula_string`) |
+| `codeguard` | CodeGuard's `codeguard/v1` fingerprint: enclosing function/class plus the normalized statement (literals masked, comments and whitespace removed) | `src/codeguard/engine/fingerprint.py` |
+| `cg_no_scope` | ablation: `codeguard` without the enclosing scope | |
+| `cg_no_mask` | ablation: `codeguard` without masking literals | |
+| `cg_raw` | ablation: `codeguard` without any normalization (scope plus raw line) | |
+
+`sonar` and `bandit` match with an algorithm rather than a key (`trackers.py`, plugged in
+through `trackers.MATCHERS`); their keys hold what that algorithm compares and are used
+only for the collision rate (`sonar`: rule and line hash). Bandit pairs nothing, so to
+score mispairs the `bandit` matcher pairs equal issues in line order and sends surplus
+new issues to the last equal old one.
+
+Where a port fixes what the tool leaves to its environment:
+
+- **SonarQube.** Every issue of the previous analysis gets the same update date, so a pass
+  with several candidates takes the first in report order (the Java sort is stable).
+  Issues reach the tracker in the analyzer's report order. Line hashes cover whole lines,
+  as SonarQube computes them for external issues on files without "significant code"
+  ranges; a SonarQube language plugin that reports such ranges hashes only those. Only
+  the tracking of open issues runs (there are no closed issues to reopen between two
+  consecutive versions). The tie-breaking order of `BlockRecognizer`, which iterates
+  `java.util.HashMap` key sets, is reproduced exactly by a port of `HashMap`.
+- **Bandit.** Findings from other analyzers fill Bandit's fields with their closest
+  equivalents: CodeGuard's description, severity, confidence, CWE and rule title;
+  Semgrep's message, severity and the rule's `confidence` and `cwe` metadata.
+- **Semgrep.** Needs the rule formula and metavariable bindings, so it applies only to
+  `--analyzer semgrep`.
+
+Not included: Snyk Code's matching is closed source; reviewdog filters findings by the
+diff's added lines rather than carrying identity across versions; the SARIF SDK's
+multi-tool result matcher is not used by any of the analyzers here.
+
+## Analyzers
+
+`--analyzer` chooses what produces the findings; every analyzer is scored with all the
+schemes it supports (all of the above, plus `semgrep` for Semgrep).
+
+| Analyzer | Languages | Runs |
+|---|---|---|
+| `codeguard` (default) | Python, JavaScript, TypeScript | CodeGuard's rules in the `--categories` |
+| `bandit` | Python | Bandit 1.9.4 with its default plugins, in process (the code path of the command line) |
+| `semgrep` | Python, JavaScript, TypeScript | Semgrep 1.180.0 with the local rules in `semgrep_rules.yml` (or `--semgrep-rules`), one file at a time, offline |
+
+Bandit and Semgrep are research-only dependencies:
+
+```bash
+pip install -r research/finding_identity/requirements.txt
+```
+
+Semgrep redacts `match_based_id` and metavariable bindings unless an app token is set.
+The harness passes a placeholder token and points every proxy variable at a closed local
+port, so the scan cannot reach the network. The `semgrep` key is the ID Semgrep itself
+emitted; every file also checks the port against it, and `analyzer.json` in the results
+records the count (`port_checked`, `port_mismatches`).
 
 ## Ground truth
 
@@ -66,14 +120,20 @@ python -m research.finding_identity replay https://github.com/pallets/flask --co
 python -m research.finding_identity replay https://github.com/DefectDojo/django-DefectDojo \
     --ref dev --commits 200 --label defectdojo --categories security,performance,quality --details
 
+# The same history with Bandit or Semgrep findings (results go to results/flask-bandit, ...)
+python -m research.finding_identity replay https://github.com/pallets/flask --commits 200 --analyzer bandit
+python -m research.finding_identity replay https://github.com/pallets/flask --commits 200 --analyzer semgrep
+
 # Rate tables for one or more runs; pools all runs into an "ALL" table
 python -m research.finding_identity summarize research/finding_identity/results/* --csv rates.csv
 ```
 
-Clones go to `.repos/` and results to `results/<label>/`; both are git-ignored. Each result
-directory holds `summary.json`, `pairs.jsonl` (one line per commit pair) and, with
-`--details`, `findings.jsonl` (one line per compared finding with its true status and each
-scheme's outcome, for sampling and manual checks).
+Clones go to `.repos/` and results to `results/<label>/`; both are git-ignored. The label
+defaults to the repository name, with `-bandit` or `-semgrep` appended for those
+analyzers. Each result directory holds `summary.json`, `analyzer.json` (analyzer, version
+and configuration), `pairs.jsonl` (one line per commit pair) and, with `--details`,
+`findings.jsonl` (one line per compared finding with its true status and each scheme's
+outcome, for sampling and manual checks).
 
 Tests:
 
@@ -81,6 +141,38 @@ Tests:
 python -m pytest research/finding_identity/tests
 ```
 
+## Fidelity
+
+Each port is checked against the original tool, as the `github` port was against
+`fingerprints.ts`. The tests run from recorded fixtures without the tools; the live tests
+run when Bandit and Semgrep are installed and skip otherwise.
+
+- **SonarQube** (`fidelity/sonar/`). `build.sh` fetches the tracker sources at the pinned
+  tag and the dependency jars that tag declares (checked by SHA-256), and compiles them
+  unmodified with `SonarTrackerHarness.java`, which runs `Tracker.trackNonClosed` on cases
+  read from stdin. `sonar_cases.py` generates seeded cases (shifted, moved, duplicated and
+  rewritten code, changed messages, many issues per file) and compares the port with
+  SonarQube on each; it also compares the `HashMap` port's key order with Guava's
+  `ArrayListMultimap`, including treeified buckets and removals. `--write` records the
+  answers in `tests/fixtures/sonar_tracker.json`.
+
+  ```bash
+  bash research/finding_identity/fidelity/sonar/build.sh   # needs git, curl, a JDK
+  python -m research.finding_identity.fidelity.sonar_cases --count 5000 --seed 1
+  ```
+- **Semgrep** (`fidelity/semgrep_cases.py`). Scans whole directories with
+  `semgrep_rules.yml` and compares every emitted `match_based_id` with the port; `--write`
+  records the inputs and IDs in `tests/fixtures/semgrep_match_based_id.json`. A live test
+  also checks that SARIF carries the same IDs as JSON. The fixture holds the rules it was
+  made with, so editing `semgrep_rules.yml` does not invalidate it.
+
+  ```bash
+  python -m research.finding_identity.fidelity.semgrep_cases .repos/flask .repos/django-DefectDojo
+  ```
+- **Bandit** (`tests/test_tools.py`). Runs `bandit` on a version, then `bandit -b` with that
+  report on the next version, and asserts that the port flags exactly the issues Bandit
+  reports as new, and that the in-process analyzer reports what the command line reports.
+
 ## Controlled transformation experiment (RQ2)
 
 Real histories rarely edit the flagged line itself and introduce few new findings, so
@@ -187,5 +279,7 @@ that do not parse or that rename the function count as "n/a".
   form feeds and other rare separators, so in files containing them the `codeguard` key can
   hash a neighbouring line. The harness measures the tool as it is.
 - Taint findings depend on several lines; the ground truth tracks only the reported line.
+- The Semgrep analyzer runs the command line once per file version (about a second each),
+  so long histories take a while. It runs the study's own rules, not the Semgrep Registry.
 - The transformations are applied one at a time to one finding each; real commits mix
   them. `change_literal` and the `duplicate` transformations change behaviour on purpose.
diff --git a/research/finding_identity/analyzers.py b/research/finding_identity/analyzers.py
new file mode 100644
index 0000000..58ad2f5
--- /dev/null
+++ b/research/finding_identity/analyzers.py
@@ -0,0 +1,316 @@
+"""Analyzers that produce the findings the harness tracks: CodeGuard, Bandit or Semgrep.
+
+Each analyzer takes one file version and returns its findings as :class:`RawFinding`
+(rule, line, column and the fields some identity schemes compare). Bandit and Semgrep are
+research-only dependencies (``requirements.txt``) and are imported when first used.
+
+- ``codeguard`` runs CodeGuard's ``AnalysisRunner`` in process.
+- ``bandit`` runs Bandit 1.9.4 in process, through the same ``BanditManager`` code path as
+  the command line (``_parse_file``, then ``get_issue_list``). Python files only.
+- ``semgrep`` runs the Semgrep 1.180.0 command line on each file with a local rules file,
+  with metrics, version checks and registry access off, so runs are offline and pinned.
+  Semgrep redacts ``match_based_id`` and metavariable bindings without an app token; a
+  placeholder token un-redacts them. Every proxy variable points at a closed local port,
+  so the scan cannot reach the network. The ``semgrep`` key is the ``match_based_id``
+  Semgrep itself emitted, and every file also cross-checks the port in :mod:`schemes`.
+"""
+
+from __future__ import annotations
+
+import hashlib
+import importlib
+import io
+import json
+import logging
+import os
+import shutil
+import subprocess
+import sys
+import tempfile
+import warnings
+import weakref
+from dataclasses import dataclass
+from pathlib import Path
+from typing import Any, Protocol
+
+from codeguard.engine.runner import AnalysisRunner
+from codeguard.lang.registry import language_for_path
+
+from .schemes import FindingMeta, SemgrepMatch, semgrep_formula_string, semgrep_match_based_ids
+
+HERE = Path(__file__).parent
+DEFAULT_SEMGREP_RULES = HERE / "semgrep_rules.yml"
+BANDIT_VERSION = "1.9.4"
+SEMGREP_VERSION = "1.180.0"
+
+
+@dataclass(frozen=True)
+class RawFinding:
+    rule: str
+    line: int
+    col: int
+    meta: FindingMeta
+
+
+class Analyzer(Protocol):
+    name: str
+
+    def supports(self, path: str) -> bool:
+        """Whether the analyzer looks at files like *path* at all."""
+        ...
+
+    def analyze(self, path: str, text: str) -> list[RawFinding] | None:
+        """Findings for one file version, or ``None`` if it cannot be analysed."""
+        ...
+
+    def describe(self) -> dict[str, Any]:
+        """Name, version and configuration, for the run's metadata."""
+        ...
+
+
+class CodeGuardAnalyzer:
+    name = "codeguard"
+
+    def __init__(self, rule_ids: list[str]) -> None:
+        self._runner = AnalysisRunner(rule_ids=rule_ids)
+        self._rule_ids = rule_ids
+
+    def supports(self, path: str) -> bool:
+        return language_for_path(path) is not None
+
+    def analyze(self, path: str, text: str) -> list[RawFinding] | None:
+        lang = language_for_path(path)
+        if lang is None:
+            return None
+        try:
+            with warnings.catch_warnings():
+                warnings.simplefilter("ignore")
+                findings = self._runner.run(text, filename=path, language=lang)
+        except (SyntaxError, ValueError, RecursionError):
+            return None
+        return [
+            RawFinding(
+                f.rule_id,
+                f.location.line,
+                f.location.col,
+                # The description is the SARIF result message.
+                FindingMeta(
+                    message=f.description,
+                    severity=f.severity.value,
+                    confidence=str(f.confidence),
+                    cwe=f.cwe or "",
+                    test=f.title,
+                ),
+            )
+            for f in findings
+        ]
+
+    def describe(self) -> dict[str, Any]:
+        import codeguard
+
+        return {"analyzer": self.name, "version": codeguard.__version__, "rules": self._rule_ids}
+
+
+class BanditAnalyzer:
+    name = "bandit"
+
+    def __init__(self) -> None:
+        with warnings.catch_warnings():
+            warnings.simplefilter("ignore")
+            self._bandit = importlib.import_module("bandit")
+            self._config = importlib.import_module("bandit.core.config").BanditConfig()
+            self._manager = importlib.import_module("bandit.core.manager")
+        if self._bandit.__version__ != BANDIT_VERSION:
+            warnings.warn(
+                f"bandit {self._bandit.__version__} installed; the harness pins "
+                f"{BANDIT_VERSION} (research/finding_identity/requirements.txt)",
+                stacklevel=2,
+            )
+        logging.getLogger("bandit").setLevel(logging.CRITICAL)
+
+    def supports(self, path: str) -> bool:
+        return path.endswith(".py")
+
+    def analyze(self, path: str, text: str) -> list[RawFinding] | None:
+        data = text.encode("utf-8")
+        with warnings.catch_warnings():
+            warnings.simplefilter("ignore")
+            mgr = self._manager.BanditManager(self._config, "file", quiet=True)
+            mgr._parse_file(path, io.BytesIO(data), [path])
+            if mgr.skipped:
+                return None
+            issues = mgr.get_issue_list()
+        return [
+            RawFinding(
+                i.test_id,
+                i.lineno,
+                i.col_offset + 1,
+                FindingMeta(
+                    message=i.text,
+                    severity=i.severity,
+                    confidence=i.confidence,
+                    cwe=str(i.cwe.id),
+                    test=i.test,
+                ),
+            )
+            for i in issues
+        ]
+
+    def describe(self) -> dict[str, Any]:
+        return {"analyzer": self.name, "version": self._bandit.__version__}
+
+
+def semgrep_env(home: Path) -> dict[str, str]:
+    """Environment for an offline Semgrep run that still emits ``match_based_id``."""
+    dead = "http://127.0.0.1:9"  # a closed port: any network request fails at once
+    return {
+        **os.environ,
+        "HTTPS_PROXY": dead,
+        "HTTP_PROXY": dead,
+        "https_proxy": dead,
+        "http_proxy": dead,
+        "NO_PROXY": "",
+        "no_proxy": "",
+        "HOME": str(home),
+        "SEMGREP_APP_TOKEN": "offline-placeholder",
+        "SEMGREP_SETTINGS_FILE": str(home / "settings.yml"),
+        "SEMGREP_ENABLE_VERSION_CHECK": "0",
+        "SEMGREP_SEND_METRICS": "off",
+    }
+
+
+SEMGREP_SCAN_ARGS = ("scan", "--metrics=off", "--disable-version-check", "--json", "--quiet")
+
+
+def semgrep_matches(results: list[dict[str, Any]], formulas: dict[str, str]) -> list[SemgrepMatch]:
+    """What the ``match_based_id`` port needs from Semgrep's JSON results."""
+    return [
+        SemgrepMatch(
+            r["check_id"],
+            r["path"],
+            formulas.get(r["check_id"], ""),
+            {k: v["abstract_content"] for k, v in r["extra"].get("metavars", {}).items()},
+        )
+        for r in results
+    ]
+
+
+def semgrep_formulas(rules_text: str) -> dict[str, str]:
+    yaml = importlib.import_module("yaml")
+    return {r["id"]: semgrep_formula_string(r) for r in yaml.safe_load(rules_text)["rules"]}
+
+
+class SemgrepAnalyzer:
+    name = "semgrep"
+
+    def __init__(self, rules: Path = DEFAULT_SEMGREP_RULES) -> None:
+        exe = shutil.which("semgrep")
+        if exe is None:
+            raise RuntimeError(
+                "semgrep is not installed: "
+                "pip install -r research/finding_identity/requirements.txt"
+            )
+        self._exe = exe
+        self._rules_text = rules.read_text(encoding="utf-8")
+        self._formulas = semgrep_formulas(self._rules_text)
+        self._rules_path = rules
+        self._work = Path(tempfile.mkdtemp(prefix="finding-identity-semgrep-"))
+        weakref.finalize(self, shutil.rmtree, self._work, ignore_errors=True)
+        # Rule IDs carry no directory prefix when the rules file sits in the working dir.
+        (self._work / "rules.yml").write_text(self._rules_text, encoding="utf-8")
+        # An empty .semgrepignore replaces Semgrep's default ignore list (tests/, etc.).
+        (self._work / ".semgrepignore").write_text("", encoding="utf-8")
+        self._env = semgrep_env(self._work)
+        self.version = self._run_version()
+        if self.version != SEMGREP_VERSION:
+            warnings.warn(
+                f"semgrep {self.version} installed; the harness pins {SEMGREP_VERSION}",
+                stacklevel=2,
+            )
+        self.port_checked = 0
+        self.port_mismatches = 0
+
+    def _run_version(self) -> str:
+        out = subprocess.run(
+            [self._exe, "--version"], capture_output=True, text=True, env=self._env, check=True
+        )
+        return out.stdout.strip()
+
+    def supports(self, path: str) -> bool:
+        return language_for_path(path) is not None
+
+    def run_json(self, path: str, text: str) -> dict[str, Any] | None:
+        """Semgrep's JSON output for one file version, scanned at its repository path."""
+        target = self._work / path
+        target.parent.mkdir(parents=True, exist_ok=True)
+        target.write_bytes(text.encode("utf-8"))
+        try:
+            proc = subprocess.run(
+                [self._exe, *SEMGREP_SCAN_ARGS, "--config", "rules.yml", "--jobs", "1", path],
+                cwd=self._work,
+                env=self._env,
+                capture_output=True,
+                text=True,
+                check=False,
+            )
+        finally:
+            target.unlink()
+        if proc.returncode != 0:
+            return None
+        result: dict[str, Any] = json.loads(proc.stdout)
+        return result
+
+    def analyze(self, path: str, text: str) -> list[RawFinding] | None:
+        output = self.run_json(path, text)
+        if output is None:
+            return None
+        results = output["results"]
+        ported = semgrep_match_based_ids(semgrep_matches(results, self._formulas))
+        out = []
+        for r, port_id in zip(results, ported, strict=True):
+            extra = r["extra"]
+            emitted = extra["fingerprint"]
+            self.port_checked += 1
+            if emitted != port_id:
+                self.port_mismatches += 1
+                print(
+                    f"semgrep port mismatch: {path}:{r['start']['line']} {r['check_id']}",
+                    file=sys.stderr,
+                )
+            meta = extra.get("metadata", {})
+            out.append(
+                RawFinding(
+                    r["check_id"],
+                    r["start"]["line"],
+                    r["start"]["col"],
+                    FindingMeta(
+                        message=extra["message"],
+                        severity=extra["severity"],
+                        confidence=str(meta.get("confidence", "")),
+                        cwe=str(meta.get("cwe", "")),
+                        test=r["check_id"],
+                        semgrep_id=emitted,
+                    ),
+                )
+            )
+        return out
+
+    def describe(self) -> dict[str, Any]:
+        return {
+            "analyzer": self.name,
+            "version": self.version,
+            "rules": str(self._rules_path),
+            "rules_sha256": hashlib.sha256(self._rules_text.encode()).hexdigest(),
+            "port_checked": self.port_checked,
+            "port_mismatches": self.port_mismatches,
+        }
+
+
+def make_analyzer(name: str, *, rule_ids: list[str], semgrep_rules: Path | None = None) -> Analyzer:
+    if name == "codeguard":
+        return CodeGuardAnalyzer(rule_ids)
+    if name == "bandit":
+        return BanditAnalyzer()
+    if name == "semgrep":
+        return SemgrepAnalyzer(semgrep_rules or DEFAULT_SEMGREP_RULES)
+    raise ValueError(f"unknown analyzer {name!r}")
diff --git a/research/finding_identity/cli.py b/research/finding_identity/cli.py
index 3e67808..57582a7 100644
--- a/research/finding_identity/cli.py
+++ b/research/finding_identity/cli.py
@@ -3,13 +3,14 @@
 from __future__ import annotations
 
 import argparse
+import json
 from pathlib import Path
 
 from . import transform_cli
 from .gitrepo import GitRepo
 from .replay import replay
 from .scan import Scanner, rule_ids_for
-from .schemes import ALL_SCHEMES
+from .schemes import ANALYZERS, schemes_for
 from .summarize import summarize
 
 HERE = Path(__file__).parent
@@ -32,6 +33,17 @@ def main(argv: list[str] | None = None) -> None:
         help="comma-separated rule categories to run",
     )
     rp.add_argument("--details", action="store_true", help="write one record per finding")
+    rp.add_argument(
+        "--analyzer",
+        choices=ANALYZERS,
+        default="codeguard",
+        help="what produces the findings (bandit and semgrep: see requirements.txt)",
+    )
+    rp.add_argument(
+        "--semgrep-rules",
+        type=Path,
+        help="local Semgrep rules for --analyzer semgrep (default: semgrep_rules.yml)",
+    )
 
     sp = sub.add_parser("summarize", help="print rate tables for one or more result dirs")
     sp.add_argument("results", nargs="+", type=Path)
@@ -50,16 +62,24 @@ def main(argv: list[str] | None = None) -> None:
     ref = None if args.ref == "HEAD" else args.ref
     repo = GitRepo.open_or_clone(args.repo, args.workdir, depth=args.commits + 2, ref=ref)
     label = args.label or repo.path.name
+    if args.analyzer != "codeguard" and not args.label:
+        label = f"{label}-{args.analyzer}"
     out = args.out or HERE / "results" / label
     categories = [c.strip() for c in args.categories.split(",") if c.strip()]
-    scanner = Scanner(rule_ids_for(categories), ALL_SCHEMES)
+    schemes = schemes_for(args.analyzer)
+    scanner = Scanner(
+        rule_ids_for(categories),
+        schemes,
+        analyzer=args.analyzer,
+        semgrep_rules=args.semgrep_rules,
+    )
     try:
         replay(
             repo,
             ref=args.ref,
             commits=args.commits,
             scanner=scanner,
-            schemes=ALL_SCHEMES,
+            schemes=schemes,
             out_dir=out,
             label=label,
             categories=categories,
@@ -67,4 +87,7 @@ def main(argv: list[str] | None = None) -> None:
         )
     finally:
         repo.close()
+    (out / "analyzer.json").write_text(
+        json.dumps(scanner.describe(), indent=2) + "\n", encoding="utf-8"
+    )
     summarize([out])
diff --git a/research/finding_identity/fidelity/__init__.py b/research/finding_identity/fidelity/__init__.py
new file mode 100644
index 0000000..e69de29
diff --git a/research/finding_identity/fidelity/semgrep_cases.py b/research/finding_identity/fidelity/semgrep_cases.py
new file mode 100644
index 0000000..bc98a5d
--- /dev/null
+++ b/research/finding_identity/fidelity/semgrep_cases.py
@@ -0,0 +1,154 @@
+"""Check the ``match_based_id`` port against the IDs Semgrep itself emits.
+
+Scans whole directories with ``semgrep_rules.yml`` in one Semgrep run (offline, see
+:func:`analyzers.semgrep_env`), recomputes every result's ID with
+:func:`schemes.semgrep_match_based_ids`, and compares. ``--write`` records what the port
+reads from each result (rule, path, metavariable bindings, order) and the emitted ID as
+``tests/fixtures/semgrep_match_based_id.json``, so the test runs without Semgrep.
+
+    python -m research.finding_identity.fidelity.semgrep_cases DIR [DIR ...] [--write]
+"""
+
+from __future__ import annotations
+
+import argparse
+import hashlib
+import json
+import shutil
+import subprocess
+import sys
+import tempfile
+from pathlib import Path
+from typing import Any
+
+from ..analyzers import (
+    DEFAULT_SEMGREP_RULES,
+    SEMGREP_SCAN_ARGS,
+    semgrep_env,
+    semgrep_formulas,
+    semgrep_matches,
+)
+from ..schemes import semgrep_match_based_ids
+
+FIXTURE = Path(__file__).parent.parent / "tests" / "fixtures" / "semgrep_match_based_id.json"
+
+
+def scan(directory: Path, rules_text: str) -> list[dict[str, Any]]:
+    """Semgrep's JSON results for *directory*, with paths relative to it."""
+    exe = shutil.which("semgrep")
+    if exe is None:
+        raise SystemExit("semgrep is not installed")
+    with tempfile.TemporaryDirectory() as home:
+        # Rule IDs carry no directory prefix when the rules file sits in the working dir.
+        (directory / ".finding-identity-rules.yml").write_text(rules_text, encoding="utf-8")
+        ignore = directory / ".semgrepignore"
+        created_ignore = not ignore.exists()
+        if created_ignore:
+            ignore.write_text("", encoding="utf-8")
+        try:
+            proc = subprocess.run(
+                [exe, *SEMGREP_SCAN_ARGS, "--config", ".finding-identity-rules.yml", "."],
+                cwd=directory,
+                env=semgrep_env(Path(home)),
+                capture_output=True,
+                text=True,
+                check=True,
+            )
+        finally:
+            (directory / ".finding-identity-rules.yml").unlink()
+            if created_ignore:
+                ignore.unlink()
+    results: list[dict[str, Any]] = json.loads(proc.stdout)["results"]
+    return results
+
+
+def by_path(results: list[dict[str, Any]]) -> dict[str, list[dict[str, Any]]]:
+    out: dict[str, list[dict[str, Any]]] = {}
+    for r in results:
+        out.setdefault(r["path"], []).append(r)
+    return out
+
+
+def compare(results: list[dict[str, Any]], formulas: dict[str, str]) -> int:
+    mismatches = 0
+    for path, rs in by_path(results).items():
+        ported = semgrep_match_based_ids(semgrep_matches(rs, formulas))
+        for r, port_id in zip(rs, ported, strict=True):
+            if port_id != r["extra"]["fingerprint"]:
+                mismatches += 1
+                print(f"mismatch {path}:{r['start']['line']} {r['check_id']}", file=sys.stderr)
+    return mismatches
+
+
+def main(argv: list[str] | None = None) -> int:
+    parser = argparse.ArgumentParser(description=__doc__.split("\n\n")[0])
+    parser.add_argument("dirs", nargs="+", type=Path)
+    parser.add_argument("--rules", type=Path, default=DEFAULT_SEMGREP_RULES)
+    parser.add_argument("--write", action="store_true", help=f"write {FIXTURE.name}")
+    args = parser.parse_args(argv)
+
+    rules_text = args.rules.read_text(encoding="utf-8")
+    formulas = semgrep_formulas(rules_text)
+    version = subprocess.run(
+        ["semgrep", "--version"], capture_output=True, text=True, check=True
+    ).stdout.strip()
+    sources = []
+    total = mismatches = 0
+    for d in args.dirs:
+        results = scan(d.resolve(), rules_text)
+        bad = compare(results, formulas)
+        reused = sum(1 for r in results if not r["extra"]["fingerprint"].endswith("_0"))
+        print(f"{d}: {len(results)} results, {reused} with index > 0, {bad} mismatches")
+        total += len(results)
+        mismatches += bad
+        commit = subprocess.run(
+            ["git", "-C", str(d), "rev-parse", "HEAD"], capture_output=True, text=True, check=False
+        ).stdout.strip()
+        remote = subprocess.run(
+            ["git", "-C", str(d), "remote", "get-url", "origin"],
+            capture_output=True,
+            text=True,
+            check=False,
+        ).stdout.strip()
+        sources.append(
+            {
+                "source": remote or d.name,
+                "commit": commit,
+                "files": [
+                    [
+                        {
+                            "rule": r["check_id"],
+                            "path": r["path"],
+                            "metavars": {
+                                k: v["abstract_content"]
+                                for k, v in r["extra"].get("metavars", {}).items()
+                            },
+                            "id": r["extra"]["fingerprint"],
+                        }
+                        for r in rs
+                    ]
+                    for rs in by_path(results).values()
+                ],
+            }
+        )
+    print(f"total: {total} results, {mismatches} mismatches")
+    if args.write and not mismatches:
+        FIXTURE.parent.mkdir(parents=True, exist_ok=True)
+        FIXTURE.write_text(
+            json.dumps(
+                {
+                    "semgrep": version,
+                    "rules": rules_text,
+                    "rules_sha256": hashlib.sha256(rules_text.encode()).hexdigest(),
+                    "sources": sources,
+                },
+                indent=1,
+            )
+            + "\n",
+            encoding="utf-8",
+        )
+    return 1 if mismatches else 0
+
+
+if __name__ == "__main__":
+    raise SystemExit(main())
diff --git a/research/finding_identity/fidelity/sonar/SonarTrackerHarness.java b/research/finding_identity/fidelity/sonar/SonarTrackerHarness.java
new file mode 100644
index 0000000..89e4bb1
--- /dev/null
+++ b/research/finding_identity/fidelity/sonar/SonarTrackerHarness.java
@@ -0,0 +1,143 @@
+// Runs SonarQube's own issue tracker (org.sonar.core.issue.tracking.Tracker) on test cases
+// read from stdin, so research/finding_identity/trackers.py can be checked against it.
+// build.sh compiles it together with the original tracker sources; see ../README.md.
+//
+// Input, one token per line, every string base64-encoded UTF-8:
+//   CASE
+//   OLD <n>   then n lines            the previous version of the file (base)
+//   NEW <n>   then n lines            the current version (raw)
+//   BASE <k>  then k "<rule> <line> <message>"
+//   RAW <k>   then k "<rule> <line> <message>"
+//   END
+// Output: one line per case, the base index matched to each raw issue (-1 for none).
+//
+// A line "ORDER k1 k2 ... [| r1 r2 ...]" instead puts the integer keys k, in order, into a
+// Guava ArrayListMultimap (the type BlockRecognizer groups lines with), then calls
+// removeAll on each r, and prints the multimap's key order.
+
+import java.io.BufferedReader;
+import java.io.InputStreamReader;
+import java.nio.charset.StandardCharsets;
+import java.util.ArrayList;
+import java.util.Base64;
+import java.util.Collection;
+import java.util.Date;
+import java.util.IdentityHashMap;
+import java.util.List;
+import java.util.Map;
+import java.util.StringJoiner;
+import com.google.common.collect.ArrayListMultimap;
+import com.google.common.collect.Multimap;
+import org.apache.commons.lang3.StringUtils;
+import org.sonar.api.rule.RuleKey;
+import org.sonar.core.issue.tracking.BlockHashSequence;
+import org.sonar.core.issue.tracking.Input;
+import org.sonar.core.issue.tracking.LineHashSequence;
+import org.sonar.core.issue.tracking.NonClosedTracking;
+import org.sonar.core.issue.tracking.Trackable;
+import org.sonar.core.issue.tracking.Tracker;
+
+public class SonarTrackerHarness {
+  // Every base issue has the same update date: the port assumes no date ordering.
+  private static final Date UPDATED = new Date(0L);
+
+  static final class Issue implements Trackable {
+    final RuleKey rule;
+    final Integer line;
+    final String message;
+    final String lineHash;
+
+    Issue(String rule, int line, String message, LineHashSequence hashes) {
+      this.rule = RuleKey.of("external_harness", rule);
+      this.line = line;
+      // TrackerRawInputFactory.toExternalIssue: setMessage only when not empty;
+      // DefaultIssue.setMessage abbreviates to MESSAGE_MAX_SIZE.
+      this.message = message.isEmpty() ? null : StringUtils.abbreviate(message, 4000);
+      // TrackerRawInputFactory.toExternalIssue: the checksum is the start line's hash.
+      this.lineHash = hashes.getHashForLine(line);
+    }
+
+    @Override public Integer getLine() { return line; }
+    @Override public String getMessage() { return message; }
+    @Override public String getLineHash() { return lineHash; }
+    @Override public RuleKey getRuleKey() { return rule; }
+    @Override public String getStatus() { return "OPEN"; }
+    @Override public Date getUpdateDate() { return UPDATED; }
+  }
+
+  static final class FileInput implements Input<Issue> {
+    final LineHashSequence lineHashes;
+    final BlockHashSequence blockHashes;
+    final List<Issue> issues = new ArrayList<>();
+
+    FileInput(List<String> lines) {
+      this.lineHashes = LineHashSequence.createForLines(lines);
+      this.blockHashes = BlockHashSequence.create(lineHashes);
+    }
+
+    @Override public LineHashSequence getLineHashSequence() { return lineHashes; }
+    @Override public BlockHashSequence getBlockHashSequence() { return blockHashes; }
+    @Override public Collection<Issue> getIssues() { return issues; }
+  }
+
+  private static String decode(String token) {
+    return new String(Base64.getDecoder().decode(token), StandardCharsets.UTF_8);
+  }
+
+  private static List<String> readLines(BufferedReader in, String tag) throws Exception {
+    String[] head = in.readLine().split(" ");
+    if (!head[0].equals(tag)) throw new IllegalStateException("expected " + tag);
+    List<String> out = new ArrayList<>();
+    for (int i = 0; i < Integer.parseInt(head[1]); i++) out.add(decode(in.readLine()));
+    return out;
+  }
+
+  private static void readIssues(BufferedReader in, String tag, FileInput input) throws Exception {
+    String[] head = in.readLine().split(" ");
+    if (!head[0].equals(tag)) throw new IllegalStateException("expected " + tag);
+    for (int i = 0; i < Integer.parseInt(head[1]); i++) {
+      String[] f = in.readLine().split(" ", -1);
+      input.issues.add(new Issue(decode(f[0]), Integer.parseInt(f[1]), decode(f[2]), input.lineHashes));
+    }
+  }
+
+  public static void main(String[] args) throws Exception {
+    BufferedReader in = new BufferedReader(new InputStreamReader(System.in, StandardCharsets.UTF_8));
+    String tag;
+    while ((tag = in.readLine()) != null) {
+      if (tag.isEmpty()) continue;
+      if (tag.startsWith("ORDER")) {
+        Multimap<Integer, Integer> map = ArrayListMultimap.create();
+        String[] parts = (tag.substring(5) + " ").split("\\|", -1);
+        for (String key : parts[0].trim().split(" +")) {
+          if (!key.isEmpty()) map.put(Integer.parseInt(key), 0);
+        }
+        if (parts.length > 1) {
+          for (String key : parts[1].trim().split(" +")) {
+            if (!key.isEmpty()) map.removeAll(Integer.parseInt(key));
+          }
+        }
+        StringJoiner order = new StringJoiner(" ");
+        for (Integer key : map.keySet()) order.add(key.toString());
+        System.out.println(order);
+        continue;
+      }
+      if (!tag.equals("CASE")) throw new IllegalStateException("expected CASE");
+      FileInput base = new FileInput(readLines(in, "OLD"));
+      FileInput raw = new FileInput(readLines(in, "NEW"));
+      readIssues(in, "BASE", base);
+      readIssues(in, "RAW", raw);
+      if (!in.readLine().equals("END")) throw new IllegalStateException("expected END");
+
+      NonClosedTracking<Issue, Issue> tracking = new Tracker<Issue, Issue>().trackNonClosed(raw, base);
+      Map<Issue, Integer> baseIndex = new IdentityHashMap<>();
+      for (int i = 0; i < base.issues.size(); i++) baseIndex.put(base.issues.get(i), i);
+      StringJoiner line = new StringJoiner(" ");
+      for (Issue r : raw.issues) {
+        Issue b = tracking.baseFor(r);
+        line.add(String.valueOf(b == null ? -1 : baseIndex.get(b)));
+      }
+      System.out.println(line);
+    }
+  }
+}
diff --git a/research/finding_identity/fidelity/sonar/build.sh b/research/finding_identity/fidelity/sonar/build.sh
new file mode 100755
index 0000000..d4b9e60
--- /dev/null
+++ b/research/finding_identity/fidelity/sonar/build.sh
@@ -0,0 +1,55 @@
+#!/usr/bin/env bash
+# Compile SonarQube's issue tracker, unmodified, with SonarTrackerHarness.java.
+#
+# Fetches the tracker sources at a pinned SonarQube tag and the exact dependency versions
+# that tag declares (build.gradle), verifies the jars' SHA-256, and compiles everything
+# into fidelity/.build/sonar. Needs git, curl and a JDK (17 or later).
+set -euo pipefail
+
+TAG=26.10.0.133078
+COMMIT=55989c640a19aac3cb1c190f97464e59773035c5
+HERE=$(cd "$(dirname "$0")" && pwd)
+OUT=$HERE/../.build/sonar
+MAVEN=https://repo1.maven.org/maven2
+
+JARS=(
+  "com/google/guava/guava/33.7.1-jre/guava-33.7.1-jre.jar 796d8e28ac64e83a47c4c5935a8fecc4682650a04bbdead738ef0f5a3a0e6c46"
+  "com/google/guava/failureaccess/1.0.3/failureaccess-1.0.3.jar cbfc3906b19b8f55dd7cfd6dfe0aa4532e834250d7f080bd8d211a3e246b59cb"
+  "commons-codec/commons-codec/1.22.1/commons-codec-1.22.1.jar 78a5d732fbd715e2d10bd7150d2f8030bae57267f8aacc5c88f642cb6c2e5d3f"
+  "org/apache/commons/commons-lang3/3.20.0/commons-lang3-3.20.0.jar 69e5c9fa35da7a51a5fd2099dfe56a2d8d32cf233e2f6d770e796146440263f4"
+  "com/google/code/findbugs/jsr305/3.0.2/jsr305-3.0.2.jar 766ad2a0783f2687962c8ad74ceecc38a28b9f72a2d085ee438b7813e928d0c7"
+  "org/sonarsource/api/plugin/sonar-plugin-api/14.1.0.5543/sonar-plugin-api-14.1.0.5543.jar ac70438a14ba2de9459b8c4d8662396c4ff9c5917166dccf5faf30500f322f31"
+)
+
+mkdir -p "$OUT/lib" "$OUT/classes"
+
+if [ ! -d "$OUT/sonarqube/.git" ]; then
+  git -c advice.detachedHead=false clone --quiet --depth 1 --branch "$TAG" --filter=blob:none --sparse \
+    https://github.com/SonarSource/sonarqube "$OUT/sonarqube"
+  git -C "$OUT/sonarqube" sparse-checkout set --no-cone \
+    'sonar-core/src/main/java/org/sonar/core/issue/tracking/*' \
+    'sonar-core/src/main/java/org/sonar/core/hash/*'
+fi
+test "$(git -C "$OUT/sonarqube" rev-parse HEAD)" = "$COMMIT"
+
+CP=""
+for entry in "${JARS[@]}"; do
+  path=${entry% *}
+  sum=${entry#* }
+  jar=$OUT/lib/$(basename "$path")
+  [ -f "$jar" ] || curl -sSfL --retry 4 --retry-delay 4 -o "$jar" "$MAVEN/$path"
+  echo "$sum  $jar" | sha256sum --check --quiet
+  CP=$CP:$jar
+done
+
+SRC=$OUT/sonarqube/sonar-core/src/main/java/org/sonar/core
+# Trackable.java imports DefaultIssue for a javadoc link only; drop that import so the
+# tracker compiles without the rest of sonar-core. No code is changed.
+mkdir -p "$OUT/src"
+cp "$SRC"/issue/tracking/*.java "$SRC"/hash/SourceLineHashesComputer.java "$OUT/src/"
+sed -i '/^import org.sonar.core.issue.DefaultIssue;/d' "$OUT/src/Trackable.java"
+rm -f "$OUT/src/AnticipatedTransitionTracker.java" "$OUT/src/package-info.java"
+
+javac -nowarn -d "$OUT/classes" -cp "${CP#:}" "$OUT"/src/*.java "$HERE/SonarTrackerHarness.java"
+echo "${CP#:}:$OUT/classes" > "$OUT/classpath"
+echo "built $OUT (SonarQube $TAG)"
diff --git a/research/finding_identity/fidelity/sonar_cases.py b/research/finding_identity/fidelity/sonar_cases.py
new file mode 100644
index 0000000..1ea922f
--- /dev/null
+++ b/research/finding_identity/fidelity/sonar_cases.py
@@ -0,0 +1,315 @@
+"""Check the SonarQube tracker port against SonarQube's own tracker.
+
+Generates file-version pairs with issues (seeded, so they can be regenerated), runs the
+original ``Tracker`` through ``sonar/SonarTrackerHarness.java`` and the port in
+:mod:`research.finding_identity.trackers`, and compares the matches. The cases stress the
+passes that are easy to get wrong: repeated lines and duplicated blocks (block hashes that
+are not unique, ties between line pairs), shifted and moved code, changed messages, and
+enough issue lines to resize Java's HashMap. Separate cases check the port of HashMap's
+key order (``JavaHashMap``) against Guava's ``ArrayListMultimap`` directly, including
+treeified buckets and removals.
+
+    bash research/finding_identity/fidelity/sonar/build.sh
+    python -m research.finding_identity.fidelity.sonar_cases --count 2000
+    python -m research.finding_identity.fidelity.sonar_cases --write   # refresh the fixture
+"""
+
+from __future__ import annotations
+
+import argparse
+import base64
+import hashlib
+import json
+import random
+import subprocess
+import sys
+from dataclasses import dataclass
+from pathlib import Path
+
+from ..matching import Observation
+from ..trackers import JavaHashMap, sonar_track
+
+HERE = Path(__file__).parent
+BUILD = HERE / ".build" / "sonar"
+FIXTURE = HERE.parent / "tests" / "fixtures" / "sonar_tracker.json"
+FIXTURE_SEED = 20261014
+FIXTURE_COUNT = 400
+FIXTURE_ORDER_COUNT = 400
+
+_VOCAB = [
+    "",
+    "x = 1",
+    "y = compute(x)",
+    "    return x",
+    "foo()",
+    "if x:",
+    "    pass",
+    "eval(data)",
+    "\teval( data )",
+    "for i in range(10):",
+    "    total += i",
+    "# comment",
+    "}",
+    "print('hello')",
+]
+_RULES = ["R1", "R2", "R3"]
+_MESSAGES = ["", "bad call", "bad call to eval", "Possible injection"]
+
+
+@dataclass(frozen=True)
+class Issue:
+    rule: str
+    line: int
+    message: str
+
+
+@dataclass(frozen=True)
+class Case:
+    old: list[str]
+    new: list[str]
+    base: list[Issue]
+    raw: list[Issue]
+
+
+def _line(rng: random.Random) -> str:
+    if rng.random() < 0.3:
+        return f"v{rng.randrange(1000)} = call({rng.randrange(50)})"
+    return rng.choice(_VOCAB)
+
+
+def _edit(rng: random.Random, old: list[str]) -> tuple[list[str], list[int | None]]:
+    """A new version of *old*, and where each old line went (``None``: gone or changed)."""
+    new = list(old)
+    where: list[int | None] = list(range(len(old)))
+    for _ in range(rng.randrange(1, 5)):
+        op = rng.choice(["insert", "delete", "change", "move", "duplicate"])
+        if op == "insert" or not new:
+            at = rng.randrange(len(new) + 1)
+            block = [_line(rng) for _ in range(rng.randrange(1, 15))]
+            new[at:at] = block
+            where = [w if w is None or w < at else w + len(block) for w in where]
+        elif op == "delete":
+            at = rng.randrange(len(new))
+            n = min(rng.randrange(1, 6), len(new) - at)
+            del new[at : at + n]
+            where = [
+                None if w is not None and at <= w < at + n else w if w is None or w < at else w - n
+                for w in where
+            ]
+        elif op == "change":
+            at = rng.randrange(len(new))
+            new[at] = _line(rng)
+            where = [None if w == at else w for w in where]
+        elif op == "move":
+            at = rng.randrange(len(new))
+            n = min(rng.randrange(1, 12), len(new) - at)
+            block = new[at : at + n]
+            del new[at : at + n]
+            to = rng.randrange(len(new) + 1)
+            new[to:to] = block
+
+            def moved(w: int | None, at: int = at, n: int = n, to: int = to) -> int | None:
+                if w is None:
+                    return None
+                if at <= w < at + n:
+                    return to + (w - at)
+                w2 = w if w < at else w - n
+                return w2 if w2 < to else w2 + n
+
+            where = [moved(w) for w in where]
+        else:  # duplicate a block elsewhere: repeated block hashes
+            at = rng.randrange(len(new))
+            n = min(rng.randrange(1, 12), len(new) - at)
+            to = rng.randrange(len(new) + 1)
+            new[to:to] = new[at : at + n]
+            where = [w if w is None or w < to else w + n for w in where]
+    return new, where
+
+
+def make_case(rng: random.Random) -> Case:
+    size = rng.choice([5, 20, 60, 200, 700])
+    if rng.random() < 0.3:  # a file built from one repeated block
+        block = [_line(rng) for _ in range(rng.randrange(2, 8))]
+        old = (block * (size // len(block) + 1))[:size]
+    else:
+        old = [_line(rng) for _ in range(size)]
+    new, where = _edit(rng, old)
+    many = rng.random() < 0.25
+    n_issues = rng.randrange(10, 60) if many else rng.randrange(0, 12)
+    if rng.random() < 0.1 and len(old) > 600:  # many issue lines in one HashMap bucket
+        stride = rng.choice([16, 32, 64])
+        first = 1 + rng.randrange(stride)
+        count = rng.randrange(9, len(old) // stride + 1)
+        lines = [first + stride * k for k in range(count) if first + stride * k <= len(old)]
+    else:
+        lines = [rng.randrange(1, len(old) + 1) for _ in range(n_issues)]
+    base = [Issue(rng.choice(_RULES), ln, rng.choice(_MESSAGES)) for ln in sorted(lines)]
+    raw = []
+    for issue in base:
+        w = where[issue.line - 1]
+        if w is not None and rng.random() < 0.85:
+            msg = issue.message if rng.random() < 0.8 else rng.choice(_MESSAGES)
+            raw.append(Issue(issue.rule, w + 1, msg))
+    for _ in range(rng.randrange(0, 6) if new else 0):
+        raw.append(Issue(rng.choice(_RULES), rng.randrange(1, len(new) + 1), rng.choice(_MESSAGES)))
+    raw.sort(key=lambda i: i.line)
+    return Case(old, new, base, raw)
+
+
+def make_cases(seed: int, count: int) -> list[Case]:
+    rng = random.Random(seed)  # noqa: S311  (test data, not security)
+    return [make_case(rng) for _ in range(count)]
+
+
+def cases_digest(cases: list[Case]) -> str:
+    """A hash of the generated cases, to notice when the generator changes."""
+    h = hashlib.sha256()
+    for c in cases:
+        h.update(
+            json.dumps([c.old, c.new, [vars(i) for i in c.base], [vars(i) for i in c.raw]]).encode()
+        )
+    return h.hexdigest()
+
+
+@dataclass(frozen=True)
+class OrderCase:
+    puts: list[int]
+    removes: list[int]
+
+
+def make_order_cases(seed: int, count: int) -> list[OrderCase]:
+    rng = random.Random(seed)  # noqa: S311  (test data, not security)
+    out = []
+    for _ in range(count):
+        kind = rng.choice(["random", "stride", "large", "mixed", "signed"])
+        n = rng.randrange(1, 150)
+        if kind == "random":
+            puts = [rng.randrange(1, 3000) for _ in range(n)]
+        elif kind == "stride":  # one bucket: resizes, then a treeified bucket
+            stride = rng.choice([16, 32, 64, 128, 256])
+            first = rng.randrange(1, stride + 1)
+            puts = [first + stride * k for k in range(n)]
+            if rng.random() < 0.5:
+                rng.shuffle(puts)
+        elif kind == "large":
+            puts = [rng.randrange(1, 1 << 20) for _ in range(n)]
+        elif kind == "signed":  # block hashes are any Java int
+            puts = [rng.randrange(-(1 << 31), 1 << 31) for _ in range(n)]
+        else:
+            stride = rng.choice([16, 32, 64])
+            first = rng.randrange(1, stride + 1)
+            puts = [first + stride * k for k in range(rng.randrange(5, 40))]
+            puts += [rng.randrange(1, 2000) for _ in range(n)]
+            rng.shuffle(puts)
+        keys = list(dict.fromkeys(puts))
+        removes = rng.sample(keys, rng.randrange(0, len(keys) + 1)) if rng.random() < 0.6 else []
+        out.append(OrderCase(puts, removes))
+    return out
+
+
+def port_order(case: OrderCase) -> list[int]:
+    m = JavaHashMap()
+    for k in case.puts:
+        m.put(k)
+    for k in case.removes:
+        m.remove(k)
+    return m.keys()
+
+
+def port_matches(case: Case) -> list[int]:
+    def obs(issues: list[Issue], lines: list[str]) -> list[Observation]:
+        return [Observation(i.rule, i.line, 1, {}, message=i.message, lines=lines) for i in issues]
+
+    pairs = sonar_track(obs(case.base, case.old), obs(case.raw, case.new))
+    return [pairs.get(j, -1) for j in range(len(case.raw))]
+
+
+def _b64(text: str) -> str:
+    return base64.b64encode(text.encode("utf-8")).decode("ascii")
+
+
+def _run_java(lines: list[str]) -> list[list[int]]:
+    classpath = (BUILD / "classpath").read_text().strip()
+    proc = subprocess.run(
+        ["java", "-cp", classpath, "SonarTrackerHarness"],
+        input="\n".join(lines) + "\n",
+        capture_output=True,
+        text=True,
+        check=True,
+    )
+    return [[int(x) for x in line.split()] for line in proc.stdout.splitlines()]
+
+
+def java_orders(cases: list[OrderCase]) -> list[list[int]]:
+    return _run_java(
+        [
+            "ORDER " + " ".join(map(str, c.puts)) + (" | " + " ".join(map(str, c.removes)))
+            for c in cases
+        ]
+    )
+
+
+def java_matches(cases: list[Case]) -> list[list[int]]:
+    out = []
+    for c in cases:
+        out.append("CASE")
+        for tag, lines in (("OLD", c.old), ("NEW", c.new)):
+            out.append(f"{tag} {len(lines)}")
+            out += [_b64(line) for line in lines]
+        for tag, issues in (("BASE", c.base), ("RAW", c.raw)):
+            out.append(f"{tag} {len(issues)}")
+            out += [f"{_b64(i.rule)} {i.line} {_b64(i.message)}" for i in issues]
+        out.append("END")
+    return _run_java(out)
+
+
+def main(argv: list[str] | None = None) -> int:
+    parser = argparse.ArgumentParser(description=__doc__.split("\n\n")[0])
+    parser.add_argument("--seed", type=int, default=FIXTURE_SEED)
+    parser.add_argument("--count", type=int, default=FIXTURE_COUNT)
+    parser.add_argument("--order-count", type=int, default=FIXTURE_ORDER_COUNT)
+    parser.add_argument("--write", action="store_true", help=f"write {FIXTURE.name}")
+    args = parser.parse_args(argv)
+
+    cases = make_cases(args.seed, args.count)
+    expected = java_matches(cases)
+    mismatches = 0
+    for n, (case, want) in enumerate(zip(cases, expected, strict=True)):
+        got = port_matches(case)
+        if got != want:
+            mismatches += 1
+            print(f"case {n}: java {want}\n         port {got}", file=sys.stderr)
+    matched = sum(1 for want in expected for b in want if b >= 0)
+    raws = sum(len(want) for want in expected)
+    print(f"{len(cases)} cases, {raws} raw issues ({matched} matched): {mismatches} mismatches")
+
+    order_cases = make_order_cases(args.seed, args.order_count)
+    orders = java_orders(order_cases)
+    order_mismatches = sum(
+        port_order(c) != want for c, want in zip(order_cases, orders, strict=True)
+    )
+    print(f"{len(order_cases)} HashMap orders: {order_mismatches} mismatches")
+    mismatches += order_mismatches
+    if args.write and not mismatches:
+        FIXTURE.parent.mkdir(parents=True, exist_ok=True)
+        FIXTURE.write_text(
+            json.dumps(
+                {
+                    "sonarqube": "26.10.0.133078",
+                    "seed": args.seed,
+                    "count": args.count,
+                    "cases_sha256": cases_digest(cases),
+                    "expected": expected,
+                    "order_count": args.order_count,
+                    "orders": orders,
+                },
+                separators=(",", ":"),
+            )
+            + "\n",
+            encoding="utf-8",
+        )
+    return 1 if mismatches else 0
+
+
+if __name__ == "__main__":
+    raise SystemExit(main())
diff --git a/research/finding_identity/matching.py b/research/finding_identity/matching.py
index 071a1d9..1e6b356 100644
--- a/research/finding_identity/matching.py
+++ b/research/finding_identity/matching.py
@@ -5,7 +5,9 @@
 Each new finding then has a true status, "known" (it existed before) or "new".
 
 A scheme predicts a status by matching keys: findings with equal keys are paired in
-line order. Comparing the two statuses gives, per new finding:
+line order. Schemes that real tools implement as an algorithm rather than a key (SonarQube's
+multi-pass tracker, Bandit's baseline membership) use their matcher from
+:data:`trackers.MATCHERS` instead. Comparing the two statuses gives, per new finding:
 
 - ``known_ok``     known, and the scheme paired it with its true predecessor
 - ``mispaired``    known, but the scheme paired it with a different old finding
@@ -20,6 +22,8 @@
 from collections.abc import Sequence
 from dataclasses import dataclass, field
 
+from .trackers import MATCHERS
+
 OUTCOMES = ("known_ok", "mispaired", "false_new", "false_known", "new_ok")
 
 
@@ -31,6 +35,11 @@ class Observation:
     line: int
     col: int
     keys: dict[str, str] = field(hash=False, compare=False)
+    #: The analyzer's message; SonarQube's tracker compares it.
+    message: str = field(default="", compare=False)
+    #: The lines of the file version, shared by all its findings; SonarQube's tracker
+    #: hashes them to recognise moved code.
+    lines: Sequence[str] = field(default=(), hash=False, compare=False, repr=False)
 
 
 @dataclass
@@ -68,6 +77,9 @@ def scheme_pairs(
     old: Sequence[Observation], new: Sequence[Observation], scheme: str
 ) -> dict[int, int]:
     """``{new index: old index}`` as the scheme would match them."""
+    matcher = MATCHERS.get(scheme)
+    if matcher is not None:
+        return matcher(old, new)
     old_by_key: dict[str, list[int]] = defaultdict(list)
     new_by_key: dict[str, list[int]] = defaultdict(list)
     for i, o in enumerate(old):
diff --git a/research/finding_identity/requirements.txt b/research/finding_identity/requirements.txt
index 08b563a..a30bce4 100644
--- a/research/finding_identity/requirements.txt
+++ b/research/finding_identity/requirements.txt
@@ -1,5 +1,12 @@
-# Extra dependencies of the controlled transformation experiment (`transform` subcommand).
+# Research-only dependencies of the finding-identity harness; not part of codeguard.
 # CodeGuard itself is installed from the repository root: pip install -e .
+
+# Second analyzers for the replay (`replay --analyzer bandit|semgrep`), pinned.
+bandit==1.9.4
+semgrep==1.180.0
+PyYAML==6.0.1
+
+# The controlled transformation experiment (`transform` subcommand).
 libcst>=1.1
 black>=24.1        # reformat; falls back to `ruff format` when absent
 matplotlib>=3.8    # optional: --heatmap
diff --git a/research/finding_identity/scan.py b/research/finding_identity/scan.py
index 8733cf1..75cd3be 100644
--- a/research/finding_identity/scan.py
+++ b/research/finding_identity/scan.py
@@ -1,17 +1,18 @@
-"""Run CodeGuard on one file version and attach every scheme's key to each finding."""
+"""Run an analyzer on one file version and attach every scheme's key to each finding."""
 
 from __future__ import annotations
 
-import warnings
 from collections.abc import Iterable, Sequence
 from dataclasses import dataclass
+from pathlib import Path
+from typing import Any
 
 import codeguard.rules  # noqa: F401  (registers the built-in rules)
 from codeguard.engine.registry import REGISTRY
-from codeguard.engine.runner import AnalysisRunner
 from codeguard.lang.base import Language
 from codeguard.lang.registry import language_for_path
 
+from .analyzers import Analyzer, make_analyzer
 from .matching import Observation, collisions
 from .schemes import FileContext, keys_for
 
@@ -41,10 +42,23 @@ class ScanResult:
 
 
 class Scanner:
-    """Scans file versions, caching by (blob, path) so a version is analysed once."""
-
-    def __init__(self, rule_ids: list[str], schemes: Sequence[str]) -> None:
-        self._runner = AnalysisRunner(rule_ids=rule_ids)
+    """Scans file versions, caching by (blob, path) so a version is analysed once.
+
+    *analyzer* is ``codeguard`` (runs *rule_ids*), ``bandit`` or ``semgrep`` (runs the
+    rules in *semgrep_rules*, by default ``semgrep_rules.yml``); see :mod:`analyzers`.
+    """
+
+    def __init__(
+        self,
+        rule_ids: list[str],
+        schemes: Sequence[str],
+        *,
+        analyzer: str = "codeguard",
+        semgrep_rules: Path | None = None,
+    ) -> None:
+        self.analyzer: Analyzer = make_analyzer(
+            analyzer, rule_ids=rule_ids, semgrep_rules=semgrep_rules
+        )
         self._schemes = tuple(schemes)
         self._cache: dict[tuple[str, str], ScanResult | None] = {}
         self.versions_scanned = 0
@@ -59,32 +73,40 @@ def scan(self, cache_key: str, path: str, data: bytes) -> ScanResult | None:
             return self._cache[key]
         result = self._scan(path, data)
         self._cache[key] = result
-        if result is not None:
+        if result is not None and self.analyzer.supports(path):
             self.versions_scanned += 1
             self.observations += len(result.observations)
             for scheme, n in result.collisions.items():
                 self.collision_totals[scheme] += n
         return result
 
+    def describe(self) -> dict[str, Any]:
+        """The analyzer's name, version and configuration."""
+        return self.analyzer.describe()
+
     def _scan(self, path: str, data: bytes) -> ScanResult | None:
         lang = language_for_path(path)
         if lang is None or len(data) > MAX_BYTES:
             return None
         text = data.decode("utf-8", errors="replace")
-        try:
-            with warnings.catch_warnings():
-                warnings.simplefilter("ignore")
-                findings = self._runner.run(text, filename=path, language=lang)
-        except (SyntaxError, ValueError, RecursionError):
+        is_python = lang is Language.PYTHON
+        if not self.analyzer.supports(path):
+            # Not a failure: the analyzer has nothing to say about this kind of file.
+            ctx = FileContext.build(path, text, is_python=False)
+            return ScanResult([], ctx.lines, collisions([], self._schemes))
+        findings = self.analyzer.analyze(path, text)
+        if findings is None:
             self.parse_failures += 1
             return None
-        ctx = FileContext.build(path, text, is_python=lang is Language.PYTHON)
+        ctx = FileContext.build(path, text, is_python=is_python)
         observations = [
             Observation(
-                rule=f.rule_id,
-                line=f.location.line,
-                col=f.location.col,
-                keys=keys_for(f.rule_id, f.location.line, ctx, self._schemes),
+                rule=f.rule,
+                line=f.line,
+                col=f.col,
+                keys=keys_for(f.rule, f.line, ctx, self._schemes, meta=f.meta),
+                message=f.meta.message,
+                lines=ctx.lines,
             )
             for f in findings
         ]
diff --git a/research/finding_identity/schemes.py b/research/finding_identity/schemes.py
index 006e2db..43543ce 100644
--- a/research/finding_identity/schemes.py
+++ b/research/finding_identity/schemes.py
@@ -13,6 +13,12 @@
 | cg_no_scope   | ablation: codeguard without the enclosing scope                    |
 | cg_no_mask    | ablation: codeguard without masking string and number literals    |
 | cg_raw        | ablation: codeguard without any normalization (scope + raw line)  |
+| sonar         | SonarQube issue tracking: multi-pass matcher (:mod:`trackers`)     |
+| bandit        | ``bandit -b baseline.json``: message, severity, confidence, CWE   |
+| semgrep       | Semgrep ``match_based_id`` (Semgrep findings only)                 |
+
+``sonar`` and ``bandit`` decide matches with an algorithm (see :mod:`trackers`); their keys
+here hold what that algorithm compares and serve the collision count.
 """
 
 from __future__ import annotations
@@ -21,14 +27,31 @@
 import hashlib
 import sys
 from array import array
-from collections.abc import Sequence
+from collections.abc import Mapping, Sequence
 from dataclasses import dataclass
+from pathlib import PurePosixPath
+from typing import Any
 
 from codeguard.engine import fingerprint as cg_fp
 
+from .trackers import sonar_line_hash
+
 PRIMARY_SCHEMES = ("line", "line_text", "github", "codeguard")
 ABLATION_SCHEMES = ("cg_no_scope", "cg_no_mask", "cg_raw")
-ALL_SCHEMES = PRIMARY_SCHEMES + ABLATION_SCHEMES
+#: Matching methods of shipped tools that apply to findings from any analyzer.
+TOOL_SCHEMES = ("sonar", "bandit")
+#: Schemes every analyzer supports.
+ALL_SCHEMES = PRIMARY_SCHEMES + ABLATION_SCHEMES + TOOL_SCHEMES
+#: Needs Semgrep's rule formula and metavariable bindings, so Semgrep findings only.
+SEMGREP_SCHEMES = ("semgrep",)
+ANALYZERS = ("codeguard", "bandit", "semgrep")
+
+
+def schemes_for(analyzer: str) -> tuple[str, ...]:
+    """The schemes the harness can compute for findings from *analyzer*."""
+    if analyzer not in ANALYZERS:
+        raise ValueError(f"unknown analyzer {analyzer!r}")
+    return ALL_SCHEMES + SEMGREP_SCHEMES if analyzer == "semgrep" else ALL_SCHEMES
 
 
 # ---------------------------------------------------------------------------
@@ -112,11 +135,137 @@ def process(current: int) -> None:
     return out
 
 
+# ---------------------------------------------------------------------------
+# Semgrep match_based_id
+# ---------------------------------------------------------------------------
+# Port of Semgrep 1.180.0 (PyPI semgrep==1.180.0), LGPL-2.1, Copyright Semgrep Inc.:
+#   semgrep/rule.py        Rule.formula_string             the rule's patterns as one string
+#   semgrep/rule_match.py  RuleMatch.get_match_based_key   (formula with metavariables
+#                                                           replaced by their bound code,
+#                                                           path, rule id)
+#                          RuleMatch.get_match_based_id    blake2b(str(key)) + "_" + index
+#                          RuleMatches.add                 index: how many earlier matches in
+#                                                           the scan share the key
+# The CLI emits the value as `extra.fingerprint` in JSON and as
+# `fingerprints["matchBasedId/v1"]` in SARIF (both redacted to "requires login" unless an
+# app token is set). The ID does not contain the line, the column or the matched code
+# beyond the metavariable bindings: a rule without metavariables gives every match in a
+# file the same key, told apart only by its ordinal. Matches are counted in the order
+# semgrep-core reports them, which for one file is the order of the JSON results.
+
+#: semgrep.rule_lang.RuleValidation.PATTERN_KEYS in semgrep 1.180.0.
+SEMGREP_PATTERN_KEYS = (
+    "join",
+    "match",
+    "pattern",
+    "pattern-either",
+    "pattern-regex",
+    "pattern-sinks",
+    "pattern-sources",
+    "patterns",
+    "postprocessor-patterns",
+    "request",
+    "response",
+    "taint",
+)
+
+
+def semgrep_formula_string(rule: Mapping[str, Any]) -> str:
+    """``Rule.formula_string``: every pattern of the rule, sorted and joined by spaces."""
+
+    def subrules(raw: object) -> str:
+        parts: list[str] = []
+        if isinstance(raw, str):
+            parts.append(raw)
+        elif isinstance(raw, dict):
+            for key in sorted(raw):
+                if raw.get(key) is not None:
+                    parts.append(subrules(raw[key]))
+        elif isinstance(raw, list):
+            parts.extend(subrules(p) for p in raw)
+        else:
+            raise ValueError(f"unexpected pattern value {raw!r}")
+        return " ".join(sorted(parts))
+
+    try:
+        parts: list[str] = []
+        for key in sorted(SEMGREP_PATTERN_KEYS):
+            raw = rule.get(key)
+            if raw is not None:
+                parts.append(subrules(raw))
+                if key == "join" and "on" in raw:
+                    # list += str adds the characters one by one, as in the original.
+                    parts += subrules(raw["on"])
+        result = " ".join(sorted(parts))
+        if not result:
+            raise ValueError("no hashable patterns")
+    except ValueError:
+        result = ""
+    return result
+
+
+@dataclass(frozen=True)
+class SemgrepMatch:
+    """What ``match_based_id`` reads from one Semgrep result."""
+
+    rule_id: str
+    path: str
+    formula: str
+    #: ``{"$X": abstract_content}`` in the order Semgrep reports the bindings.
+    metavars: Mapping[str, str]
+
+
+def _semgrep_key(m: SemgrepMatch) -> str:
+    formula = m.formula
+    # Longest names first, so that $REQ does not replace the prefix of $REQFUNC.
+    for name in sorted(m.metavars, key=len, reverse=True):
+        formula = formula.replace(name, m.metavars[name])
+    # str() of the tuple (formula, pathlib.PosixPath(path), rule id) on a POSIX system.
+    path = f"PosixPath({str(PurePosixPath(m.path))!r})"
+    return f"({formula!r}, {path}, {m.rule_id!r})"
+
+
+def semgrep_match_based_ids(matches: Sequence[SemgrepMatch]) -> list[str]:
+    """``match_based_id`` of each match, for the matches of one scan in report order."""
+    counts: dict[str, int] = {}
+    out = []
+    for m in matches:
+        key = _semgrep_key(m)
+        index = counts.get(key, 0)
+        counts[key] = index + 1
+        out.append(f"{hashlib.blake2b(key.encode()).hexdigest()}_{index}")
+    return out
+
+
 # ---------------------------------------------------------------------------
 # Per-file context and key computation
 # ---------------------------------------------------------------------------
 
 
+@dataclass(frozen=True)
+class FindingMeta:
+    """Analyzer fields that some tools' identity methods compare, beyond rule and line.
+
+    For Bandit's baseline equality: ``message`` is ``issue_text``, ``test`` the plugin
+    name, and the rule ID is ``test_id``. Other analyzers fill the closest fields.
+    """
+
+    message: str = ""
+    severity: str = ""
+    confidence: str = ""
+    cwe: str = ""
+    test: str = ""
+    #: The ``match_based_id`` Semgrep emitted, for the ``semgrep`` scheme.
+    semgrep_id: str | None = None
+
+
+def bandit_key(rule: str, path: str, meta: FindingMeta) -> str:
+    """The fields ``bandit.core.issue.Issue.__eq__`` compares (``fname`` is the path)."""
+    return _sha(
+        "bandit", meta.message, meta.severity, meta.cwe, meta.confidence, path, meta.test, rule
+    )
+
+
 def split_lines(text: str) -> list[str]:
     """Split on LF, CRLF and CR only: the line breaks parsers count for line numbers."""
     return text.replace("\r\n", "\n").replace("\r", "\n").split("\n")
@@ -159,8 +308,16 @@ def scope(self, line: int) -> str:
         return cg_fp.python_scope(self.tree, line) if self.tree is not None else ""
 
 
-def keys_for(rule: str, line: int, ctx: FileContext, schemes: Sequence[str]) -> dict[str, str]:
+def keys_for(
+    rule: str,
+    line: int,
+    ctx: FileContext,
+    schemes: Sequence[str],
+    *,
+    meta: FindingMeta | None = None,
+) -> dict[str, str]:
     """The key of one finding under each of *schemes*."""
+    meta = meta or FindingMeta()
     raw = ctx.raw_line(line)
     scope = ctx.scope(line)
     out: dict[str, str] = {}
@@ -179,6 +336,15 @@ def keys_for(rule: str, line: int, ctx: FileContext, schemes: Sequence[str]) ->
             out[name] = _sha(rule, ctx.path, scope, _strip_comments_and_space(raw))
         elif name == "cg_raw":
             out[name] = _sha(rule, ctx.path, scope, raw)
+        elif name == "sonar":
+            # The weakest pass of SonarQube's tracker: same rule and line hash.
+            out[name] = _sha(rule, ctx.path, sonar_line_hash(raw))
+        elif name == "bandit":
+            out[name] = bandit_key(rule, ctx.path, meta)
+        elif name == "semgrep":
+            if meta.semgrep_id is None:
+                raise ValueError("the semgrep scheme needs the match_based_id of a Semgrep finding")
+            out[name] = meta.semgrep_id
         else:
             raise ValueError(f"unknown scheme {name!r}")
     return out
diff --git a/research/finding_identity/semgrep_rules.yml b/research/finding_identity/semgrep_rules.yml
new file mode 100644
index 0000000..575d816
--- /dev/null
+++ b/research/finding_identity/semgrep_rules.yml
@@ -0,0 +1,388 @@
+# Local Semgrep rules for the finding-identity harness (--analyzer semgrep).
+#
+# Written for this study, not taken from the Semgrep registry, so that runs are offline and
+# pinned. They cover common security and quality patterns in Python, JavaScript and
+# TypeScript, and deliberately mix rule shapes, because Semgrep's match_based_id depends on
+# the rule's formula and metavariable bindings: plain patterns with and without
+# metavariables, pattern-either, patterns with pattern-not / pattern-inside, metavariable
+# filters, and taint mode.
+rules:
+  # ------------------------------------------------------------------ Python
+  - id: py-eval-exec
+    languages: [python]
+    severity: ERROR
+    message: Dynamic code execution with $FN on $ARG
+    metadata: {cwe: "CWE-95", confidence: MEDIUM}
+    patterns:
+      - pattern-either:
+          - pattern: eval($ARG, ...)
+          - pattern: exec($ARG, ...)
+          - pattern: $FN($ARG, ...)
+      - metavariable-regex:
+          metavariable: $FN
+          regex: ^(eval|exec)$
+      - pattern-not: $FN("...", ...)
+
+  - id: py-subprocess-shell
+    languages: [python]
+    severity: ERROR
+    message: subprocess.$CALL with shell=True
+    metadata: {cwe: "CWE-78", confidence: HIGH}
+    pattern: subprocess.$CALL(..., shell=True, ...)
+
+  - id: py-os-command
+    languages: [python]
+    severity: WARNING
+    message: Command run through the shell
+    metadata: {cwe: "CWE-78", confidence: MEDIUM}
+    pattern-either:
+      - pattern: os.system(...)
+      - pattern: os.popen(...)
+      - pattern: os.spawnl(...)
+      - pattern: commands.getoutput(...)
+
+  - id: py-pickle-load
+    languages: [python]
+    severity: WARNING
+    message: Deserializing with $MOD.$FN can execute code
+    metadata: {cwe: "CWE-502", confidence: MEDIUM}
+    patterns:
+      - pattern: $MOD.$FN(...)
+      - metavariable-regex:
+          metavariable: $MOD
+          regex: ^(pickle|cPickle|dill|shelve|marshal)$
+      - metavariable-regex:
+          metavariable: $FN
+          regex: ^(load|loads|open)$
+
+  - id: py-yaml-unsafe-load
+    languages: [python]
+    severity: WARNING
+    message: yaml.load without a safe Loader
+    metadata: {cwe: "CWE-502", confidence: HIGH}
+    patterns:
+      - pattern: yaml.load(...)
+      - pattern-not: yaml.load(..., Loader=yaml.SafeLoader, ...)
+      - pattern-not: yaml.load(..., Loader=SafeLoader, ...)
+      - pattern-not: yaml.load(..., Loader=yaml.CSafeLoader, ...)
+
+  - id: py-weak-hash
+    languages: [python]
+    severity: WARNING
+    message: Weak hash function hashlib.$H
+    metadata: {cwe: "CWE-328", confidence: MEDIUM}
+    patterns:
+      - pattern: hashlib.$H(...)
+      - metavariable-regex:
+          metavariable: $H
+          regex: ^(md5|sha1|md4)$
+      - pattern-not: hashlib.$H(..., usedforsecurity=False, ...)
+
+  - id: py-requests-no-verify
+    languages: [python]
+    severity: ERROR
+    message: TLS verification disabled in requests.$M
+    metadata: {cwe: "CWE-295", confidence: HIGH}
+    pattern: requests.$M(..., verify=False, ...)
+
+  - id: py-sql-format
+    languages: [python]
+    severity: ERROR
+    message: SQL built by string formatting passed to $CUR.execute
+    metadata: {cwe: "CWE-89", confidence: MEDIUM}
+    pattern-either:
+      - pattern: $CUR.execute("..." % ..., ...)
+      - pattern: $CUR.execute("...".format(...), ...)
+      - pattern: $CUR.execute(f"...", ...)
+      - pattern: $CUR.execute("..." + $X, ...)
+
+  - id: py-django-raw-sql
+    languages: [python]
+    severity: WARNING
+    message: Raw SQL in $QS.$RAW
+    metadata: {cwe: "CWE-89", confidence: LOW}
+    patterns:
+      - pattern: $QS.$RAW($SQL, ...)
+      - metavariable-regex:
+          metavariable: $RAW
+          regex: ^(raw|extra|RawSQL)$
+      - pattern-not: $QS.$RAW("...", ...)
+
+  - id: py-mark-safe
+    languages: [python]
+    severity: WARNING
+    message: mark_safe on a non-literal disables HTML escaping
+    metadata: {cwe: "CWE-79", confidence: LOW}
+    patterns:
+      - pattern-either:
+          - pattern: mark_safe($X)
+          - pattern: django.utils.safestring.mark_safe($X)
+      - pattern-not: mark_safe("...")
+
+  - id: py-tempfile-mktemp
+    languages: [python]
+    severity: WARNING
+    message: tempfile.mktemp is race-prone
+    metadata: {cwe: "CWE-377", confidence: HIGH}
+    pattern: tempfile.mktemp(...)
+
+  - id: py-assert-used
+    languages: [python]
+    severity: INFO
+    message: assert is removed under python -O
+    metadata: {cwe: "CWE-703", confidence: LOW}
+    paths:
+      exclude: ["tests/", "test_*.py", "*_test.py", "conftest.py"]
+    pattern-either:
+      - pattern: assert $COND
+      - pattern: assert $COND, $MSG
+
+  - id: py-hardcoded-secret
+    languages: [python]
+    severity: WARNING
+    message: Possible hard-coded secret in $NAME
+    metadata: {cwe: "CWE-798", confidence: LOW}
+    patterns:
+      - pattern: $NAME = "$VALUE"
+      - metavariable-regex:
+          metavariable: $NAME
+          regex: (?i).*(password|passwd|secret|api_key|token)$
+      - metavariable-regex:
+          metavariable: $VALUE
+          regex: .{4,}
+
+  - id: py-flask-debug
+    languages: [python]
+    severity: WARNING
+    message: Flask app run with debug=True
+    metadata: {cwe: "CWE-489", confidence: MEDIUM}
+    pattern: $APP.run(..., debug=True, ...)
+
+  - id: py-bare-except-pass
+    languages: [python]
+    severity: INFO
+    message: Exception swallowed by a bare except
+    metadata: {cwe: "CWE-703", confidence: LOW}
+    pattern: |
+      try:
+        ...
+      except:
+        pass
+
+  - id: py-broad-except-pass
+    languages: [python]
+    severity: INFO
+    message: $EXC swallowed without handling
+    metadata: {cwe: "CWE-703", confidence: LOW}
+    pattern-either:
+      - pattern: |
+          try:
+            ...
+          except $EXC:
+            pass
+      - pattern: |
+          try:
+            ...
+          except $EXC as $E:
+            pass
+
+  - id: py-requests-no-timeout
+    languages: [python]
+    severity: WARNING
+    message: requests.$M without a timeout can hang
+    metadata: {cwe: "CWE-400", confidence: MEDIUM}
+    patterns:
+      - pattern: requests.$M(...)
+      - metavariable-regex:
+          metavariable: $M
+          regex: ^(get|post|put|patch|delete|head|options|request)$
+      - pattern-not: requests.$M(..., timeout=$T, ...)
+
+  - id: py-logging-fstring
+    languages: [python]
+    severity: INFO
+    message: f-string formatted eagerly in $LOG.$M
+    metadata: {confidence: LOW}
+    patterns:
+      - pattern: $LOG.$M(f"...", ...)
+      - metavariable-regex:
+          metavariable: $M
+          regex: ^(debug|info|warning|error|exception|critical)$
+
+  - id: py-csrf-exempt
+    languages: [python]
+    severity: WARNING
+    message: CSRF protection disabled for $VIEW
+    metadata: {cwe: "CWE-352", confidence: MEDIUM}
+    pattern: |
+      @csrf_exempt
+      def $VIEW(...):
+        ...
+
+  - id: py-subprocess-call
+    languages: [python]
+    severity: INFO
+    message: subprocess.$CALL runs an external program
+    metadata: {cwe: "CWE-78", confidence: LOW}
+    patterns:
+      - pattern: subprocess.$CALL($CMD, ...)
+      - metavariable-regex:
+          metavariable: $CALL
+          regex: ^(run|call|check_call|check_output|Popen)$
+
+  - id: py-open-no-encoding
+    languages: [python]
+    severity: INFO
+    message: open($PATH) in text mode without an explicit encoding
+    metadata: {confidence: LOW}
+    patterns:
+      - pattern: open($PATH, ...)
+      - pattern-not: open($PATH, ..., encoding=$E, ...)
+      - pattern-not: open($PATH, "=~/b/", ...)
+      - pattern-not: open($PATH, mode="=~/b/", ...)
+
+  - id: py-mutable-default
+    languages: [python]
+    severity: WARNING
+    message: Mutable default argument $ARG in $FN
+    metadata: {confidence: HIGH}
+    pattern-either:
+      - pattern: |
+          def $FN(..., $ARG=[], ...):
+            ...
+      - pattern: |
+          def $FN(..., $ARG={}, ...):
+            ...
+      - pattern: |
+          def $FN(..., $ARG=set(), ...):
+            ...
+
+  - id: py-open-redirect
+    languages: [python]
+    severity: WARNING
+    message: Redirect to a URL taken from the request
+    metadata: {cwe: "CWE-601", confidence: LOW}
+    mode: taint
+    pattern-sources:
+      - pattern: request.args.get(...)
+      - pattern: request.GET.get(...)
+      - pattern: request.values.get(...)
+    pattern-sinks:
+      - pattern: redirect(...)
+      - pattern: HttpResponseRedirect(...)
+
+  - id: py-path-traversal
+    languages: [python]
+    severity: WARNING
+    message: File opened with a path taken from the request
+    metadata: {cwe: "CWE-22", confidence: LOW}
+    mode: taint
+    pattern-sources:
+      - pattern: request.$ATTR.get(...)
+      - pattern: request.$ATTR[...]
+    pattern-sinks:
+      - pattern: open(...)
+      - pattern: send_file(...)
+      - pattern: os.path.join(...)
+
+  # --------------------------------------------------------- JavaScript / TypeScript
+  - id: js-eval
+    languages: [javascript, typescript]
+    severity: ERROR
+    message: Dynamic code execution with $FN
+    metadata: {cwe: "CWE-95", confidence: MEDIUM}
+    patterns:
+      - pattern-either:
+          - pattern: eval($X)
+          - pattern: new Function(...)
+          - pattern: $FN($X, ...)
+      - metavariable-regex:
+          metavariable: $FN
+          regex: ^(eval|setTimeout|setInterval)$
+      - pattern-not: $FN("...", ...)
+      - pattern-not: $FN(function (...) {...}, ...)
+      - pattern-not: $FN((...) => {...}, ...)
+      - pattern-not: $FN((...) => $Y, ...)
+
+  - id: js-inner-html
+    languages: [javascript, typescript]
+    severity: WARNING
+    message: Assignment to $EL.$PROP can inject HTML
+    metadata: {cwe: "CWE-79", confidence: LOW}
+    patterns:
+      - pattern: $EL.$PROP = $VAL
+      - metavariable-regex:
+          metavariable: $PROP
+          regex: ^(innerHTML|outerHTML)$
+      - pattern-not: $EL.$PROP = "..."
+
+  - id: js-document-write
+    languages: [javascript, typescript]
+    severity: WARNING
+    message: document.write with dynamic content
+    metadata: {cwe: "CWE-79", confidence: LOW}
+    patterns:
+      - pattern-either:
+          - pattern: document.write($X)
+          - pattern: document.writeln($X)
+      - pattern-not: document.write("...")
+
+  - id: js-child-process
+    languages: [javascript, typescript]
+    severity: ERROR
+    message: Shell command run with child_process.$FN
+    metadata: {cwe: "CWE-78", confidence: MEDIUM}
+    patterns:
+      - pattern-either:
+          - pattern: require('child_process').$FN($CMD, ...)
+          - pattern: child_process.$FN($CMD, ...)
+          - pattern: $CP.$FN($CMD, ...)
+      - metavariable-regex:
+          metavariable: $FN
+          regex: ^(exec|execSync)$
+      - pattern-not: $CP.$FN("...", ...)
+
+  - id: js-dangerously-set-html
+    languages: [javascript, typescript]
+    severity: WARNING
+    message: dangerouslySetInnerHTML bypasses React escaping
+    metadata: {cwe: "CWE-79", confidence: LOW}
+    pattern: "{dangerouslySetInnerHTML: $X}"
+
+  - id: js-weak-random
+    languages: [javascript, typescript]
+    severity: INFO
+    message: Math.random is not a secure random source
+    metadata: {cwe: "CWE-338", confidence: LOW}
+    pattern: Math.random()
+
+  - id: js-weak-hash
+    languages: [javascript, typescript]
+    severity: WARNING
+    message: Weak hash $ALG
+    metadata: {cwe: "CWE-328", confidence: MEDIUM}
+    patterns:
+      - pattern: $CRYPTO.createHash("$ALG")
+      - metavariable-regex:
+          metavariable: $ALG
+          regex: ^(md5|sha1)$
+
+  - id: js-console-log
+    languages: [javascript, typescript]
+    severity: INFO
+    message: console.$M left in code
+    metadata: {cwe: "CWE-532", confidence: LOW}
+    patterns:
+      - pattern: console.$M(...)
+      - metavariable-regex:
+          metavariable: $M
+          regex: ^(log|debug)$
+
+  - id: js-tls-reject-unauthorized
+    languages: [javascript, typescript]
+    severity: ERROR
+    message: TLS certificate checks disabled
+    metadata: {cwe: "CWE-295", confidence: HIGH}
+    pattern-either:
+      - pattern: "{rejectUnauthorized: false}"
+      - pattern: process.env.NODE_TLS_REJECT_UNAUTHORIZED = "0"
diff --git a/research/finding_identity/tests/fixtures/semgrep_match_based_id.json b/research/finding_identity/tests/fixtures/semgrep_match_based_id.json
new file mode 100644
index 0000000..55db098
--- /dev/null
+++ b/research/finding_identity/tests/fixtures/semgrep_match_based_id.json
@@ -0,0 +1,3692 @@
+{
+ "semgrep": "1.180.0",
+ "rules": "# Local Semgrep rules for the finding-identity harness (--analyzer semgrep).\n#\n# Written for this study, not taken from the Semgrep registry, so that runs are offline and\n# pinned. They cover common security and quality patterns in Python, JavaScript and\n# TypeScript, and deliberately mix rule shapes, because Semgrep's match_based_id depends on\n# the rule's formula and metavariable bindings: plain patterns with and without\n# metavariables, pattern-either, patterns with pattern-not / pattern-inside, metavariable\n# filters, and taint mode.\nrules:\n  # ------------------------------------------------------------------ Python\n  - id: py-eval-exec\n    languages: [python]\n    severity: ERROR\n    message: Dynamic code execution with $FN on $ARG\n    metadata: {cwe: \"CWE-95\", confidence: MEDIUM}\n    patterns:\n      - pattern-either:\n          - pattern: eval($ARG, ...)\n          - pattern: exec($ARG, ...)\n          - pattern: $FN($ARG, ...)\n      - metavariable-regex:\n          metavariable: $FN\n          regex: ^(eval|exec)$\n      - pattern-not: $FN(\"...\", ...)\n\n  - id: py-subprocess-shell\n    languages: [python]\n    severity: ERROR\n    message: subprocess.$CALL with shell=True\n    metadata: {cwe: \"CWE-78\", confidence: HIGH}\n    pattern: subprocess.$CALL(..., shell=True, ...)\n\n  - id: py-os-command\n    languages: [python]\n    severity: WARNING\n    message: Command run through the shell\n    metadata: {cwe: \"CWE-78\", confidence: MEDIUM}\n    pattern-either:\n      - pattern: os.system(...)\n      - pattern: os.popen(...)\n      - pattern: os.spawnl(...)\n      - pattern: commands.getoutput(...)\n\n  - id: py-pickle-load\n    languages: [python]\n    severity: WARNING\n    message: Deserializing with $MOD.$FN can execute code\n    metadata: {cwe: \"CWE-502\", confidence: MEDIUM}\n    patterns:\n      - pattern: $MOD.$FN(...)\n      - metavariable-regex:\n          metavariable: $MOD\n          regex: ^(pickle|cPickle|dill|shelve|marshal)$\n      - metavariable-regex:\n          metavariable: $FN\n          regex: ^(load|loads|open)$\n\n  - id: py-yaml-unsafe-load\n    languages: [python]\n    severity: WARNING\n    message: yaml.load without a safe Loader\n    metadata: {cwe: \"CWE-502\", confidence: HIGH}\n    patterns:\n      - pattern: yaml.load(...)\n      - pattern-not: yaml.load(..., Loader=yaml.SafeLoader, ...)\n      - pattern-not: yaml.load(..., Loader=SafeLoader, ...)\n      - pattern-not: yaml.load(..., Loader=yaml.CSafeLoader, ...)\n\n  - id: py-weak-hash\n    languages: [python]\n    severity: WARNING\n    message: Weak hash function hashlib.$H\n    metadata: {cwe: \"CWE-328\", confidence: MEDIUM}\n    patterns:\n      - pattern: hashlib.$H(...)\n      - metavariable-regex:\n          metavariable: $H\n          regex: ^(md5|sha1|md4)$\n      - pattern-not: hashlib.$H(..., usedforsecurity=False, ...)\n\n  - id: py-requests-no-verify\n    languages: [python]\n    severity: ERROR\n    message: TLS verification disabled in requests.$M\n    metadata: {cwe: \"CWE-295\", confidence: HIGH}\n    pattern: requests.$M(..., verify=False, ...)\n\n  - id: py-sql-format\n    languages: [python]\n    severity: ERROR\n    message: SQL built by string formatting passed to $CUR.execute\n    metadata: {cwe: \"CWE-89\", confidence: MEDIUM}\n    pattern-either:\n      - pattern: $CUR.execute(\"...\" % ..., ...)\n      - pattern: $CUR.execute(\"...\".format(...), ...)\n      - pattern: $CUR.execute(f\"...\", ...)\n      - pattern: $CUR.execute(\"...\" + $X, ...)\n\n  - id: py-django-raw-sql\n    languages: [python]\n    severity: WARNING\n    message: Raw SQL in $QS.$RAW\n    metadata: {cwe: \"CWE-89\", confidence: LOW}\n    patterns:\n      - pattern: $QS.$RAW($SQL, ...)\n      - metavariable-regex:\n          metavariable: $RAW\n          regex: ^(raw|extra|RawSQL)$\n      - pattern-not: $QS.$RAW(\"...\", ...)\n\n  - id: py-mark-safe\n    languages: [python]\n    severity: WARNING\n    message: mark_safe on a non-literal disables HTML escaping\n    metadata: {cwe: \"CWE-79\", confidence: LOW}\n    patterns:\n      - pattern-either:\n          - pattern: mark_safe($X)\n          - pattern: django.utils.safestring.mark_safe($X)\n      - pattern-not: mark_safe(\"...\")\n\n  - id: py-tempfile-mktemp\n    languages: [python]\n    severity: WARNING\n    message: tempfile.mktemp is race-prone\n    metadata: {cwe: \"CWE-377\", confidence: HIGH}\n    pattern: tempfile.mktemp(...)\n\n  - id: py-assert-used\n    languages: [python]\n    severity: INFO\n    message: assert is removed under python -O\n    metadata: {cwe: \"CWE-703\", confidence: LOW}\n    paths:\n      exclude: [\"tests/\", \"test_*.py\", \"*_test.py\", \"conftest.py\"]\n    pattern-either:\n      - pattern: assert $COND\n      - pattern: assert $COND, $MSG\n\n  - id: py-hardcoded-secret\n    languages: [python]\n    severity: WARNING\n    message: Possible hard-coded secret in $NAME\n    metadata: {cwe: \"CWE-798\", confidence: LOW}\n    patterns:\n      - pattern: $NAME = \"$VALUE\"\n      - metavariable-regex:\n          metavariable: $NAME\n          regex: (?i).*(password|passwd|secret|api_key|token)$\n      - metavariable-regex:\n          metavariable: $VALUE\n          regex: .{4,}\n\n  - id: py-flask-debug\n    languages: [python]\n    severity: WARNING\n    message: Flask app run with debug=True\n    metadata: {cwe: \"CWE-489\", confidence: MEDIUM}\n    pattern: $APP.run(..., debug=True, ...)\n\n  - id: py-bare-except-pass\n    languages: [python]\n    severity: INFO\n    message: Exception swallowed by a bare except\n    metadata: {cwe: \"CWE-703\", confidence: LOW}\n    pattern: |\n      try:\n        ...\n      except:\n        pass\n\n  - id: py-broad-except-pass\n    languages: [python]\n    severity: INFO\n    message: $EXC swallowed without handling\n    metadata: {cwe: \"CWE-703\", confidence: LOW}\n    pattern-either:\n      - pattern: |\n          try:\n            ...\n          except $EXC:\n            pass\n      - pattern: |\n          try:\n            ...\n          except $EXC as $E:\n            pass\n\n  - id: py-requests-no-timeout\n    languages: [python]\n    severity: WARNING\n    message: requests.$M without a timeout can hang\n    metadata: {cwe: \"CWE-400\", confidence: MEDIUM}\n    patterns:\n      - pattern: requests.$M(...)\n      - metavariable-regex:\n          metavariable: $M\n          regex: ^(get|post|put|patch|delete|head|options|request)$\n      - pattern-not: requests.$M(..., timeout=$T, ...)\n\n  - id: py-logging-fstring\n    languages: [python]\n    severity: INFO\n    message: f-string formatted eagerly in $LOG.$M\n    metadata: {confidence: LOW}\n    patterns:\n      - pattern: $LOG.$M(f\"...\", ...)\n      - metavariable-regex:\n          metavariable: $M\n          regex: ^(debug|info|warning|error|exception|critical)$\n\n  - id: py-csrf-exempt\n    languages: [python]\n    severity: WARNING\n    message: CSRF protection disabled for $VIEW\n    metadata: {cwe: \"CWE-352\", confidence: MEDIUM}\n    pattern: |\n      @csrf_exempt\n      def $VIEW(...):\n        ...\n\n  - id: py-subprocess-call\n    languages: [python]\n    severity: INFO\n    message: subprocess.$CALL runs an external program\n    metadata: {cwe: \"CWE-78\", confidence: LOW}\n    patterns:\n      - pattern: subprocess.$CALL($CMD, ...)\n      - metavariable-regex:\n          metavariable: $CALL\n          regex: ^(run|call|check_call|check_output|Popen)$\n\n  - id: py-open-no-encoding\n    languages: [python]\n    severity: INFO\n    message: open($PATH) in text mode without an explicit encoding\n    metadata: {confidence: LOW}\n    patterns:\n      - pattern: open($PATH, ...)\n      - pattern-not: open($PATH, ..., encoding=$E, ...)\n      - pattern-not: open($PATH, \"=~/b/\", ...)\n      - pattern-not: open($PATH, mode=\"=~/b/\", ...)\n\n  - id: py-mutable-default\n    languages: [python]\n    severity: WARNING\n    message: Mutable default argument $ARG in $FN\n    metadata: {confidence: HIGH}\n    pattern-either:\n      - pattern: |\n          def $FN(..., $ARG=[], ...):\n            ...\n      - pattern: |\n          def $FN(..., $ARG={}, ...):\n            ...\n      - pattern: |\n          def $FN(..., $ARG=set(), ...):\n            ...\n\n  - id: py-open-redirect\n    languages: [python]\n    severity: WARNING\n    message: Redirect to a URL taken from the request\n    metadata: {cwe: \"CWE-601\", confidence: LOW}\n    mode: taint\n    pattern-sources:\n      - pattern: request.args.get(...)\n      - pattern: request.GET.get(...)\n      - pattern: request.values.get(...)\n    pattern-sinks:\n      - pattern: redirect(...)\n      - pattern: HttpResponseRedirect(...)\n\n  - id: py-path-traversal\n    languages: [python]\n    severity: WARNING\n    message: File opened with a path taken from the request\n    metadata: {cwe: \"CWE-22\", confidence: LOW}\n    mode: taint\n    pattern-sources:\n      - pattern: request.$ATTR.get(...)\n      - pattern: request.$ATTR[...]\n    pattern-sinks:\n      - pattern: open(...)\n      - pattern: send_file(...)\n      - pattern: os.path.join(...)\n\n  # --------------------------------------------------------- JavaScript / TypeScript\n  - id: js-eval\n    languages: [javascript, typescript]\n    severity: ERROR\n    message: Dynamic code execution with $FN\n    metadata: {cwe: \"CWE-95\", confidence: MEDIUM}\n    patterns:\n      - pattern-either:\n          - pattern: eval($X)\n          - pattern: new Function(...)\n          - pattern: $FN($X, ...)\n      - metavariable-regex:\n          metavariable: $FN\n          regex: ^(eval|setTimeout|setInterval)$\n      - pattern-not: $FN(\"...\", ...)\n      - pattern-not: $FN(function (...) {...}, ...)\n      - pattern-not: $FN((...) => {...}, ...)\n      - pattern-not: $FN((...) => $Y, ...)\n\n  - id: js-inner-html\n    languages: [javascript, typescript]\n    severity: WARNING\n    message: Assignment to $EL.$PROP can inject HTML\n    metadata: {cwe: \"CWE-79\", confidence: LOW}\n    patterns:\n      - pattern: $EL.$PROP = $VAL\n      - metavariable-regex:\n          metavariable: $PROP\n          regex: ^(innerHTML|outerHTML)$\n      - pattern-not: $EL.$PROP = \"...\"\n\n  - id: js-document-write\n    languages: [javascript, typescript]\n    severity: WARNING\n    message: document.write with dynamic content\n    metadata: {cwe: \"CWE-79\", confidence: LOW}\n    patterns:\n      - pattern-either:\n          - pattern: document.write($X)\n          - pattern: document.writeln($X)\n      - pattern-not: document.write(\"...\")\n\n  - id: js-child-process\n    languages: [javascript, typescript]\n    severity: ERROR\n    message: Shell command run with child_process.$FN\n    metadata: {cwe: \"CWE-78\", confidence: MEDIUM}\n    patterns:\n      - pattern-either:\n          - pattern: require('child_process').$FN($CMD, ...)\n          - pattern: child_process.$FN($CMD, ...)\n          - pattern: $CP.$FN($CMD, ...)\n      - metavariable-regex:\n          metavariable: $FN\n          regex: ^(exec|execSync)$\n      - pattern-not: $CP.$FN(\"...\", ...)\n\n  - id: js-dangerously-set-html\n    languages: [javascript, typescript]\n    severity: WARNING\n    message: dangerouslySetInnerHTML bypasses React escaping\n    metadata: {cwe: \"CWE-79\", confidence: LOW}\n    pattern: \"{dangerouslySetInnerHTML: $X}\"\n\n  - id: js-weak-random\n    languages: [javascript, typescript]\n    severity: INFO\n    message: Math.random is not a secure random source\n    metadata: {cwe: \"CWE-338\", confidence: LOW}\n    pattern: Math.random()\n\n  - id: js-weak-hash\n    languages: [javascript, typescript]\n    severity: WARNING\n    message: Weak hash $ALG\n    metadata: {cwe: \"CWE-328\", confidence: MEDIUM}\n    patterns:\n      - pattern: $CRYPTO.createHash(\"$ALG\")\n      - metavariable-regex:\n          metavariable: $ALG\n          regex: ^(md5|sha1)$\n\n  - id: js-console-log\n    languages: [javascript, typescript]\n    severity: INFO\n    message: console.$M left in code\n    metadata: {cwe: \"CWE-532\", confidence: LOW}\n    patterns:\n      - pattern: console.$M(...)\n      - metavariable-regex:\n          metavariable: $M\n          regex: ^(log|debug)$\n\n  - id: js-tls-reject-unauthorized\n    languages: [javascript, typescript]\n    severity: ERROR\n    message: TLS certificate checks disabled\n    metadata: {cwe: \"CWE-295\", confidence: HIGH}\n    pattern-either:\n      - pattern: \"{rejectUnauthorized: false}\"\n      - pattern: process.env.NODE_TLS_REJECT_UNAUTHORIZED = \"0\"\n",
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+       "$COND": "isinstance(exc RequestRedirect)"
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+      "path": "src/flask/sansio/scaffold.py",
+      "metavars": {
+       "$COND": "view_func is None",
+       "$MSG": "\"expected view func if endpoint is not provided.\""
+      },
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+     }
+    ],
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+    ],
+    [
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+      "rule": "py-assert-used",
+      "path": "src/flask/testing.py",
+      "metavars": {
+       "$COND": "not base_url or subdomain url_scheme or base_url is None!=bool(subdomain or url_scheme)",
+       "$MSG": "'Cannot pass \"subdomain\" or \"url_scheme\" with \"base_url\".'"
+      },
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+    ],
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+      "path": "src/flask/views.py",
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+       "$COND": "meth is None",
+       "$MSG": "f\"Unimplemented method {request.method!r}\""
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+     }
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+       "$CALL": "run",
+       "$CMD": "cmd"
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+      "path": "unittests/test_sla_calculations.py",
+      "metavars": {
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+     }
+    ],
+    [
+     {
+      "rule": "py-hardcoded-secret",
+      "path": "unittests/test_tool_config_credential_disclosure.py",
+      "metavars": {
+       "$1": "PASSWORD",
+       "$NAME": "PASSWORD",
+       "$VALUE": "stored-password-value"
+      },
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+     },
+     {
+      "rule": "py-hardcoded-secret",
+      "path": "unittests/test_tool_config_credential_disclosure.py",
+      "metavars": {
+       "$1": "API_KEY",
+       "$NAME": "API_KEY",
+       "$VALUE": "stored-api-key-value"
+      },
+      "id": "2bafb8fdac82b0fd6fdcd3edcb8dd0aa3a8232ac1c106534692e4fc0dd226d05fbb47f5f6900a65850969ce2fa7b594dc0b5147f05c9fefd58defb960a6d341d_0"
+     },
+     {
+      "rule": "py-hardcoded-secret",
+      "path": "unittests/test_tool_config_credential_disclosure.py",
+      "metavars": {
+       "$1": "PASSWORD",
+       "$NAME": "NEW_PASSWORD",
+       "$VALUE": "replacement-password-value"
+      },
+      "id": "16928f84332349bca5bf17325ca2cf8d9eb7468fcf031c5c4a0d3e27fa9f520cee9dacaf9d805b94763435e09bd8c04023048ee2c7e23bc6c824482f6763b340_0"
+     }
+    ],
+    [
+     {
+      "rule": "py-hardcoded-secret",
+      "path": "unittests/test_user_validators.py",
+      "metavars": {
+       "$1": "password",
+       "$NAME": "self.current_password",
+       "$VALUE": "Or1gina1P@ssw0rd"
+      },
+      "id": "81719f9c563d33a0046941d72996bdaef5e2fe515545363fad9d41e65051e5dd4867fa1baeb9fdeae80349f7c0975e9c383be74ae426db6fb25e662d0a861f5d_0"
+     }
+    ],
+    [
+     {
+      "rule": "py-hardcoded-secret",
+      "path": "unittests/tools/test_api_bugcrowd_importer.py",
+      "metavars": {
+       "$1": "api_key",
+       "$NAME": "cls.tool_configuration.api_key",
+       "$VALUE": "API_KEY"
+      },
+      "id": "d15ec334bb9c959e95e249d66c50fe8ef3eae6c6fec98c50ddf53e58ee04fb456908e5443e2b608a1e6827a8bf926d6f8b57b0f2a31d6004a57ee32d9a09c041_0"
+     }
+    ],
+    [
+     {
+      "rule": "py-hardcoded-secret",
+      "path": "unittests/tools/test_api_cobalt_importer.py",
+      "metavars": {
+       "$1": "api_key",
+       "$NAME": "cls.tool_configuration.api_key",
+       "$VALUE": "API_KEY"
+      },
+      "id": "d0a0210c3a963b5b58eb276dd111a99ea02e8b398e4a9ddf5380aab18a3b67c29fa46ca879c9fc2f070284ef5e78b0faaa283fcfa51894fa1916f0011eb9f1e6_0"
+     }
+    ],
+    [
+     {
+      "rule": "py-hardcoded-secret",
+      "path": "unittests/tools/test_api_edgescan_importer.py",
+      "metavars": {
+       "$1": "api_key",
+       "$NAME": "cls.tool_configuration.api_key",
+       "$VALUE": "API_KEY"
+      },
+      "id": "0518e344659e2266b1fbe37019be864e726b53bc4bca3e2f92aea016ffd745731e097cb191871cff89be15c807d8d78814d39bd940bb6f8f92ed3339dd36797e_0"
+     }
+    ],
+    [
+     {
+      "rule": "py-logging-fstring",
+      "path": "unittests/tools/test_checkmarx_one_parser.py",
+      "metavars": {
+       "$1": "debug",
+       "$LOG": "logger",
+       "$M": "debug"
+      },
+      "id": "26214539401b09a80e806229c3d771ab30329bc3f7fb6ea9a42ba771fc668399457b4dc79b632d889ddd5f5345b27de15560c05cbb77a838f9ceaa9bbc77e600_0"
+     }
+    ]
+   ]
+  }
+ ]
+}
diff --git a/research/finding_identity/tests/fixtures/sonar_tracker.json b/research/finding_identity/tests/fixtures/sonar_tracker.json
new file mode 100644
index 0000000..071a277
--- /dev/null
+++ b/research/finding_identity/tests/fixtures/sonar_tracker.json
@@ -0,0 +1 @@
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diff --git a/research/finding_identity/tests/test_tools.py b/research/finding_identity/tests/test_tools.py
new file mode 100644
index 0000000..b6b4687
--- /dev/null
+++ b/research/finding_identity/tests/test_tools.py
@@ -0,0 +1,294 @@
+"""Fidelity of the real-tool schemes: SonarQube, Bandit and Semgrep.
+
+The recorded fixtures come from running the original tools (see ``fidelity/``), so these
+tests run without them. Tests marked ``live`` run Bandit or Semgrep when installed
+(``pip install -r research/finding_identity/requirements.txt``) and skip otherwise.
+"""
+
+import hashlib
+import json
+import shutil
+import subprocess
+import sys
+from importlib.util import find_spec
+from pathlib import Path
+
+import pytest
+
+from research.finding_identity.analyzers import (
+    DEFAULT_SEMGREP_RULES,
+    SEMGREP_SCAN_ARGS,
+    semgrep_env,
+    semgrep_formulas,
+)
+from research.finding_identity.fidelity import sonar_cases
+from research.finding_identity.linemap import map_lines
+from research.finding_identity.matching import Observation, evaluate
+from research.finding_identity.scan import Scanner
+from research.finding_identity.schemes import (
+    ALL_SCHEMES,
+    FileContext,
+    FindingMeta,
+    SemgrepMatch,
+    keys_for,
+    schemes_for,
+    semgrep_formula_string,
+    semgrep_match_based_ids,
+    split_lines,
+)
+from research.finding_identity.trackers import bandit_baseline, sonar_line_hash
+
+FIXTURES = Path(__file__).parent / "fixtures"
+
+
+needs_bandit = pytest.mark.skipif(find_spec("bandit") is None, reason="bandit not installed")
+needs_semgrep = pytest.mark.skipif(shutil.which("semgrep") is None, reason="semgrep not installed")
+
+
+# ---------------------------------------------------------------------------- SonarQube
+
+
+def test_sonar_port_matches_sonarqube_tracker() -> None:
+    fixture = json.loads((FIXTURES / "sonar_tracker.json").read_text())
+    cases = sonar_cases.make_cases(fixture["seed"], fixture["count"])
+    assert sonar_cases.cases_digest(cases) == fixture["cases_sha256"], "generator changed"
+    for n, (case, want) in enumerate(zip(cases, fixture["expected"], strict=True)):
+        assert sonar_cases.port_matches(case) == want, f"case {n}"
+    order_cases = sonar_cases.make_order_cases(fixture["seed"], fixture["order_count"])
+    for n, (oc, want) in enumerate(zip(order_cases, fixture["orders"], strict=True)):
+        assert sonar_cases.port_order(oc) == want, f"order case {n}"
+
+
+def test_sonar_line_hash_ignores_spaces_and_tabs() -> None:
+    assert sonar_line_hash(" \t ") == ""
+    assert sonar_line_hash("a b\tc") == hashlib.md5(b"abc", usedforsecurity=False).hexdigest()
+
+
+def _sonar_obs(text: str, line: int, message: str, rule: str = "R") -> Observation:
+    lines = split_lines(text)
+    ctx = FileContext.build("f.py", text, is_python=True)
+    keys = keys_for(rule, line, ctx, ["sonar", "line"])
+    return Observation(rule, line, 1, keys, message=message, lines=lines)
+
+
+def test_sonar_tracks_moved_code_and_changed_messages() -> None:
+    old_text = "def f(x):\n    eval(x)\n    eval(y)\n"
+    new_text = "import os\n\ndef f(x):\n    eval(x)\n    eval(y)\n    eval(z)\n"
+    old = [_sonar_obs(old_text, 2, "eval of x"), _sonar_obs(old_text, 3, "eval of y")]
+    new = [
+        _sonar_obs(new_text, 4, "eval of x"),
+        _sonar_obs(new_text, 5, "eval: y"),  # same line hash, new message
+        _sonar_obs(new_text, 6, "eval of z"),  # new
+    ]
+    line_map = map_lines(split_lines(old_text), split_lines(new_text))
+    result = evaluate(old, new, line_map, ["sonar", "line"])
+    assert result.by_scheme["sonar"]["known_ok"] == 2
+    assert result.by_scheme["sonar"]["new_ok"] == 1
+    assert result.by_scheme["line"]["known_ok"] == 0
+
+
+# ---------------------------------------------------------------------------- Semgrep
+
+
+def test_semgrep_port_matches_emitted_ids() -> None:
+    fixture = json.loads((FIXTURES / "semgrep_match_based_id.json").read_text())
+    assert fixture["semgrep"] == "1.180.0"
+    formulas = semgrep_formulas(fixture["rules"])
+    checked = reused = 0
+    for source in fixture["sources"]:
+        for results in source["files"]:
+            matches = [
+                SemgrepMatch(r["rule"], r["path"], formulas[r["rule"]], r["metavars"])
+                for r in results
+            ]
+            assert semgrep_match_based_ids(matches) == [r["id"] for r in results]
+            checked += len(results)
+            reused += sum(not r["id"].endswith("_0") for r in results)
+    assert checked > 300 and reused > 100
+
+
+def test_semgrep_formula_string() -> None:
+    assert semgrep_formula_string({"pattern": "eval($X)"}) == "eval($X)"
+    either = {"pattern-either": [{"pattern": "os.system(...)"}, {"pattern": "exec(...)"}]}
+    assert semgrep_formula_string(either) == "exec(...) os.system(...)"
+    nested = {"patterns": [{"pattern": "$F(...)"}, {"metavariable-regex": {"regex": "^e"}}]}
+    assert semgrep_formula_string(nested) == "$F(...) ^e"
+    # A non-string value anywhere voids the whole formula, as in Semgrep.
+    assert semgrep_formula_string({"patterns": [{"focus-metavariable": True}]}) == ""
+
+
+def test_semgrep_ids_count_matches_of_equal_keys() -> None:
+    m = SemgrepMatch("r", "src/a.py", "eval($X)", {"$X": "a"})
+    other = SemgrepMatch("r", "src/a.py", "eval($X)", {"$X": "b"})
+    ids = semgrep_match_based_ids([m, other, m])
+    assert [i[-2:] for i in ids] == ["_0", "_0", "_1"]
+    assert ids[0][:-2] == ids[2][:-2] != ids[1][:-2]
+
+
+SEMGREP_SAMPLE = """import os
+import subprocess
+
+
+def handler(cmd, user, cur):
+    eval(cmd)
+    eval(cmd)
+    os.system(cmd)
+    os.popen(user)
+    subprocess.call(cmd, shell=True)
+    cur.execute("SELECT * FROM t WHERE u = '%s'" % user)
+    cur.execute(f"SELECT {user}")
+"""
+
+
+@needs_semgrep
+def test_semgrep_live_json_and_sarif_ids(tmp_path: Path) -> None:
+    scanner = Scanner([], schemes_for("semgrep"), analyzer="semgrep")
+    result = scanner.scan("blob", "pkg/app.py", SEMGREP_SAMPLE.encode())
+    assert result is not None and len(result.observations) == 8
+    described = scanner.describe()
+    assert described["port_checked"] == 8 and described["port_mismatches"] == 0
+    json_ids = [o.keys["semgrep"] for o in result.observations]
+    assert len(set(json_ids)) == len(json_ids)
+
+    # SARIF carries the same value as fingerprints["matchBasedId/v1"].
+    (tmp_path / "pkg").mkdir()
+    (tmp_path / "pkg" / "app.py").write_text(SEMGREP_SAMPLE)
+    shutil.copy(DEFAULT_SEMGREP_RULES, tmp_path / "rules.yml")
+    (tmp_path / ".semgrepignore").write_text("")
+    home = tmp_path / "home"
+    home.mkdir()
+    out = subprocess.run(
+        [
+            "semgrep",
+            *SEMGREP_SCAN_ARGS[:-2],
+            "--quiet",
+            "--config",
+            "rules.yml",
+            "--sarif",
+            "pkg/app.py",
+        ],
+        cwd=tmp_path,
+        env=semgrep_env(home),
+        capture_output=True,
+        text=True,
+        check=True,
+    )
+    sarif = json.loads(out.stdout)["runs"][0]["results"]
+    sarif_ids = sorted(r["fingerprints"]["matchBasedId/v1"] for r in sarif)
+    assert sarif_ids == sorted(json_ids)
+
+
+# ---------------------------------------------------------------------------- Bandit
+
+
+def _bandit_obs(rule: str, line: int, message: str) -> Observation:
+    ctx = FileContext.build("a.py", "", is_python=True)
+    meta = FindingMeta(message=message, severity="HIGH", confidence="HIGH", cwe="78", test="t")
+    return Observation(rule, line, 1, keys_for(rule, line, ctx, ["bandit"], meta=meta))
+
+
+def test_bandit_baseline_is_membership_not_pairing() -> None:
+    old = [_bandit_obs("B602", 3, "shell")]
+    new = [_bandit_obs("B602", 9, "shell"), _bandit_obs("B602", 12, "shell")]
+    # Both new issues equal the baseline issue, so Bandit reports neither as new.
+    assert bandit_baseline(old, new) == {0: 0, 1: 0}
+    assert bandit_baseline(old, [_bandit_obs("B602", 3, "other")]) == {}
+
+
+BANDIT_OLD = """import subprocess
+import pickle
+
+
+def run(cmd, data):
+    subprocess.call(cmd, shell=True)
+    return pickle.loads(data)
+"""
+# Lines shift; a second identical shell call is added (hidden by the baseline); a new
+# kind of issue appears; the shell=True call with a literal changes severity.
+BANDIT_NEW = """import subprocess
+import pickle
+import hashlib
+
+TOKEN = "x"
+
+
+def run(cmd, data):
+    subprocess.call(cmd, shell=True)
+    subprocess.call(cmd, shell=True)
+    subprocess.call("ls", shell=True)
+    hashlib.md5(data)
+    return pickle.loads(data)
+"""
+
+
+def _bandit_cli(cwd: Path, *args: str) -> list[dict[str, object]]:
+    """Run the Bandit command line on pkg/app.py; the JSON report's results."""
+    proc = subprocess.run(
+        [sys.executable, "-m", "bandit", "-q", "-f", "json", "-o", "out.json", *args, "pkg/app.py"],
+        cwd=cwd,
+        capture_output=True,
+        text=True,
+        check=False,
+    )
+    assert proc.returncode in (0, 1), proc.stderr
+    results: list[dict[str, object]] = json.loads((cwd / "out.json").read_text())["results"]
+    return results
+
+
+@needs_bandit
+def test_bandit_live_baseline_matches_port(tmp_path: Path) -> None:
+    (tmp_path / "pkg").mkdir()
+    target = tmp_path / "pkg" / "app.py"
+    target.write_text(BANDIT_OLD)
+    _bandit_cli(tmp_path)
+    (tmp_path / "out.json").rename(tmp_path / "baseline.json")
+    target.write_text(BANDIT_NEW)
+    new_cli = _bandit_cli(tmp_path)
+    reported_new = _bandit_cli(tmp_path, "-b", "baseline.json")
+
+    scanner = Scanner([], ALL_SCHEMES, analyzer="bandit")
+    old_res = scanner.scan("old", "pkg/app.py", BANDIT_OLD.encode())
+    new_res = scanner.scan("new", "pkg/app.py", BANDIT_NEW.encode())
+    assert old_res is not None and new_res is not None
+
+    # The in-process analyzer reports what the command line reports.
+    assert [(o.rule, o.line, o.col - 1, o.message) for o in new_res.observations] == [
+        (r["test_id"], r["line_number"], r["col_offset"], r["issue_text"]) for r in new_cli
+    ]
+    # The port flags as new exactly the issues `bandit -b` reports.
+    pairs = bandit_baseline(old_res.observations, new_res.observations)
+    port_new = sorted(
+        (o.rule, o.line) for j, o in enumerate(new_res.observations) if j not in pairs
+    )
+    assert port_new == sorted((r["test_id"], r["line_number"]) for r in reported_new)
+    assert ("B602", 9) not in port_new  # a duplicate of a baselined issue stays hidden
+    assert len(port_new) >= 2
+
+
+@needs_bandit
+def test_scanner_skips_files_bandit_does_not_analyse() -> None:
+    scanner = Scanner([], ALL_SCHEMES, analyzer="bandit")
+    result = scanner.scan("js", "web/app.js", b"eval(x);\n")
+    assert result is not None and result.observations == []
+    assert scanner.versions_scanned == 0 and scanner.parse_failures == 0
+
+
+@needs_bandit
+def test_cli_replay_with_bandit(tmp_path: Path, capsys: pytest.CaptureFixture[str]) -> None:
+    from research.finding_identity.cli import main
+    from research.finding_identity.tests.test_replay import V1, V2, _commit, _git
+
+    repo = tmp_path / "repo"
+    repo.mkdir()
+    _git(repo, "init", "-q")
+    for text, msg in ((V1, "v1"), (V2, "v2")):
+        _commit(repo, text, msg)
+    out = tmp_path / "out"
+    main(["replay", str(repo), "--commits", "1", "--analyzer", "bandit", "--out", str(out)])
+    summary = json.loads((out / "summary.json").read_text())
+    assert summary["totals"]["gt"]["known"] == 1  # eval() moved down three lines
+    assert set(summary["schemes"]) == set(ALL_SCHEMES)
+    assert summary["totals"]["schemes"]["sonar"]["known_ok"] == 1
+    assert summary["totals"]["schemes"]["line"]["false_new"] == 1
+    assert json.loads((out / "analyzer.json").read_text())["analyzer"] == "bandit"
+    assert "sonar" in capsys.readouterr().out
diff --git a/research/finding_identity/trackers.py b/research/finding_identity/trackers.py
new file mode 100644
index 0000000..02c8ad5
--- /dev/null
+++ b/research/finding_identity/trackers.py
@@ -0,0 +1,860 @@
+"""Matchers for schemes that real tools implement as an algorithm rather than a key.
+
+Key schemes pair findings with equal keys (:func:`matching.scheme_pairs`). Two tools decide
+"same finding" differently, so their schemes plug in a matcher here instead:
+
+- ``sonar``: SonarQube's multi-pass issue tracker, ported line by line below.
+- ``bandit``: ``bandit -b baseline.json``, which asks only whether an *equal* issue exists
+  in the baseline (set membership, not one-to-one pairing).
+
+A matcher takes the old and new findings of one file and returns
+``{new index: old index}``. It sees the observations through :class:`Trackable`, so this
+module does not import :mod:`matching`.
+"""
+
+from __future__ import annotations
+
+import hashlib
+from collections import defaultdict
+from collections.abc import Callable, Hashable, Iterable, Sequence
+from dataclasses import dataclass
+from itertools import pairwise
+from typing import Protocol
+
+
+class Trackable(Protocol):
+    """What a matcher may read about one finding (implemented by ``Observation``)."""
+
+    @property
+    def rule(self) -> str: ...
+    @property
+    def line(self) -> int: ...
+    @property
+    def col(self) -> int: ...
+    @property
+    def keys(self) -> dict[str, str]: ...
+    @property
+    def message(self) -> str: ...
+    @property
+    def lines(self) -> Sequence[str]: ...
+
+
+Matcher = Callable[[Sequence[Trackable], Sequence[Trackable]], dict[int, int]]
+
+
+# ---------------------------------------------------------------------------
+# SonarQube issue tracking
+# ---------------------------------------------------------------------------
+# Port of SonarQube 26.10.0.133078 (tag 26.10.0.133078, commit 55989c64), LGPL-3.0,
+# Copyright SonarSource SA. Sources, all under sonar-core/src/main/java/org/sonar/core/:
+#
+#   issue/tracking/Tracker.java           Tracker.trackNonClosed      the pass order
+#   issue/tracking/AbstractTracker.java   AbstractTracker.match       one key-based pass
+#                                         LineAndLineHashAndMessage, LineAndLineHashKey,
+#                                         LineHashAndMessageKey, LineAndMessageKey,
+#                                         LineHashKey                 the pass keys
+#   issue/tracking/BlockRecognizer.java   BlockRecognizer.match       code-move detection
+#                                         lengthOfMaximalBlock, LinePairComparator
+#   issue/tracking/BlockHashSequence.java BlockHashSequence, BlockHashFactory
+#   hash/SourceLineHashesComputer.java    computeHash                 the line hash
+#
+# and, for how the compute engine feeds the tracker,
+# server/sonar-ce-task-projectanalysis/.../issue/TrackerRawInputFactory.java
+# (toExternalIssue: an issue's line hash is the hash of its start line) and
+# .../source/SourceLinesRepositoryImpl.java (the file's lines, with a trailing empty line
+# when the file ends with a line break, as :func:`schemes.split_lines` returns them).
+#
+# The passes, in order, each over the issues still unmatched:
+#   1. same rule, line, line hash and message
+#   2. same rule, line and line hash
+#   3. code moves: issues on lines whose surrounding 11-line block hash is unique in both
+#      versions, then on line pairs ranked by the length of the identical block around them
+#   4. same rule, line hash and message
+#   5. same rule, line and message
+#   6. same rule and line hash
+#
+# Where the port fixes what SonarQube leaves to its environment:
+# - All issues of the previous analysis get the same update date, so a pass that finds
+#   several candidates takes the first in input order (the Java sort is stable).
+# - Issues are given to the tracker in the analyzer's report order.
+# - BlockRecognizer iterates Guava ArrayListMultimap key sets backed by java.util.HashMap,
+#   and that order breaks ties between line pairs of equal weight and distance. The port
+#   reproduces HashMap's iteration order exactly (JavaHashMap below).
+# - Line hashes are computed over the whole line. SonarQube hashes only "significant code"
+#   when a language plugin reports such ranges; external issues on files whose plugin does
+#   not (and every file of a language SonarQube does not analyse) use whole lines.
+# - Only the non-closed tracking runs: the harness compares one version with the next, so
+#   there are no closed issues to reopen.
+#
+# research/finding_identity/fidelity/sonar/ compiles the original classes and runs them on
+# generated cases; tests/test_tools.py checks the port against their recorded output.
+
+_INT_MASK = (1 << 32) - 1
+_SONAR_MESSAGE_MAX = 4000  # DefaultIssue.MESSAGE_MAX_SIZE
+_HALF_BLOCK = 5  # BlockHashSequence.DEFAULT_HALF_BLOCK_SIZE
+_PRIME_BASE = 31
+_MAX_LINE_PAIRS = 250_000  # BlockRecognizer.isOverLimit
+
+
+def _int32(value: int) -> int:
+    value &= _INT_MASK
+    return value - (1 << 32) if value >= 1 << 31 else value
+
+
+def _java_string_hash(text: str) -> int:
+    h = 0
+    for unit in text.encode("utf-16-le", "surrogatepass")[::2]:
+        h = (31 * h + unit) & _INT_MASK
+    return _int32(h)
+
+
+def sonar_line_hash(line: str) -> str:
+    """``SourceLineHashesComputer.computeHash``: MD5 of the line without spaces and tabs."""
+    reduced = line.replace("\t", "").replace(" ", "")
+    if not reduced:
+        return ""
+    return hashlib.md5(reduced.encode("utf-8"), usedforsecurity=False).hexdigest()
+
+
+def sonar_line_hashes(lines: Sequence[str]) -> list[str]:
+    return [sonar_line_hash(line) for line in lines]
+
+
+def sonar_message(message: str) -> str | None:
+    """The message as ``DefaultIssue`` stores it: abbreviated, and ``None`` when empty."""
+    if not message:
+        return None
+    if len(message) > _SONAR_MESSAGE_MAX:
+        return message[: _SONAR_MESSAGE_MAX - 3] + "..."
+    return message
+
+
+def block_hashes(hashes: Sequence[str], half: int = _HALF_BLOCK) -> list[int]:
+    """``BlockHashSequence``: a rolling hash over the line hashes of lines L-5 .. L+5."""
+    power = pow(_PRIME_BASE, 2 * half, 1 << 32)
+    n = len(hashes)
+    value = 0
+    for i in range(1, min(n, half + 1) + 1):
+        value = _PRIME_BASE * value + _java_string_hash(hashes[i - 1])
+    out = []
+    for line in range(1, n + 1):
+        out.append(_int32(value))
+        if line - half > 0:
+            value -= power * _java_string_hash(hashes[line - half - 1])
+        nxt = _java_string_hash(hashes[line + half]) if line + 1 + half <= n else 0
+        value = (_PRIME_BASE * value + nxt) & _INT_MASK
+    return out
+
+
+def _hash_at(hashes: Sequence[str], line: int) -> str:
+    return hashes[line - 1] if 0 < line <= len(hashes) else ""
+
+
+def _length_of_maximal_block(a: Sequence[str], la: int, b: Sequence[str], lb: int) -> int:
+    if _hash_at(a, la) != _hash_at(b, lb):
+        return 0
+    length = 0
+    ai, bi = la, lb
+    while ai <= len(a) and bi <= len(b) and _hash_at(a, ai) == _hash_at(b, bi):
+        ai, bi, length = ai + 1, bi + 1, length + 1
+    ai, bi = la, lb
+    while ai > 0 and bi > 0 and _hash_at(a, ai) == _hash_at(b, bi):
+        ai, bi, length = ai - 1, bi - 1, length + 1
+    return length - 1
+
+
+class _Node:
+    __slots__ = ("hash", "key", "left", "next", "parent", "prev", "red", "right", "tree")
+
+    def __init__(self, h: int, key: int, nxt: _Node | None = None) -> None:
+        self.hash, self.key, self.next = h, key, nxt
+        self.prev: _Node | None = None
+        self.parent: _Node | None = None
+        self.left: _Node | None = None
+        self.right: _Node | None = None
+        self.red = False
+        self.tree = False
+
+
+class JavaHashMap:
+    """The key order of ``java.util.HashMap<Integer, V>``, for BlockRecognizer's ties.
+
+    A port of the parts of OpenJDK's ``java/util/HashMap.java`` (unchanged from JDK 8 to
+    21, GPL-2.0 with Classpath Exception) that decide iteration order: ``putVal``,
+    ``resize``, ``treeifyBin``, ``removeNode``, and in ``TreeNode`` ``treeify``,
+    ``untreeify``, ``split``, ``putTreeVal``, ``removeTreeNode``, ``moveRootToFront`` and
+    the red-black balancing. A bucket lists its keys in insertion order until it holds
+    nine keys in a table of 64 or more buckets; then it becomes a tree, which keeps its
+    root first and inserts each key after its tree parent. Guava's
+    ``ArrayListMultimap.create()`` starts the map with 16 buckets (expected size 12).
+    """
+
+    def __init__(self, capacity: int = 16) -> None:
+        self._tab: list[_Node | None] = [None] * capacity
+        self._threshold = capacity * 3 // 4
+        self._size = 0
+
+    @staticmethod
+    def _spread(key: int) -> int:
+        k = key & _INT_MASK
+        return _int32(k ^ (k >> 16))
+
+    def keys(self) -> list[int]:
+        out = []
+        for e in self._tab:
+            while e is not None:
+                out.append(e.key)
+                e = e.next
+        return out
+
+    # -- HashMap.putVal / treeifyBin / resize -------------------------------------------
+
+    def put(self, key: int) -> None:
+        tab = self._tab
+        h = self._spread(key)
+        i = h & (len(tab) - 1)
+        p = tab[i]
+        if p is None:
+            tab[i] = _Node(h, key)
+        elif p.key == key:
+            return
+        elif p.tree:
+            if not self._put_tree_val(p, h, key):
+                return
+        else:
+            bin_count = 0
+            while True:
+                e = p.next
+                if e is None:
+                    p.next = _Node(h, key)
+                    if bin_count >= 7:
+                        self._treeify_bin(h)
+                    break
+                if e.key == key:
+                    return
+                p = e
+                bin_count += 1
+        self._size += 1
+        if self._size > self._threshold:
+            self._resize()
+
+    def _treeify_bin(self, h: int) -> None:
+        tab = self._tab
+        if len(tab) < 64:
+            self._resize()
+            return
+        index = h & (len(tab) - 1)
+        e = tab[index]
+        hd = tl = None
+        while e is not None:
+            e.tree = True
+            e.prev = tl
+            if tl is None:
+                hd = e
+            else:
+                tl.next = e
+            tl = e
+            e = e.next
+        if hd is not None:
+            self._treeify(hd)
+
+    def _resize(self) -> None:
+        old = self._tab
+        old_cap = len(old)
+        new: list[_Node | None] = [None] * (old_cap * 2)
+        self._tab = new
+        self._threshold *= 2
+        for j in range(old_cap):
+            e = old[j]
+            if e is None:
+                continue
+            if e.next is None:
+                new[e.hash & (len(new) - 1)] = e
+            elif e.tree:
+                self._split(e, j, old_cap)
+            else:
+                lo: list[_Node] = []
+                hi: list[_Node] = []
+                while e is not None:
+                    (lo if e.hash & old_cap == 0 else hi).append(e)
+                    e = e.next
+                for part, at in ((lo, j), (hi, j + old_cap)):
+                    for a, b in pairwise(part):
+                        a.next = b
+                    if part:
+                        part[-1].next = None
+                        new[at] = part[0]
+
+    # -- TreeNode -------------------------------------------------------------------------
+
+    @staticmethod
+    def _root(x: _Node) -> _Node:
+        while x.parent is not None:
+            x = x.parent
+        return x
+
+    def _move_root_to_front(self, root: _Node) -> None:
+        tab = self._tab
+        index = root.hash & (len(tab) - 1)
+        first = tab[index]
+        if root is not first:
+            tab[index] = root
+            rp, rn = root.prev, root.next
+            if rn is not None:
+                rn.prev = rp
+            if rp is not None:
+                rp.next = rn
+            if first is not None:
+                first.prev = root
+            root.next = first
+            root.prev = None
+
+    def _treeify(self, head: _Node) -> None:
+        root: _Node | None = None
+        x: _Node | None = head
+        while x is not None:
+            nxt = x.next
+            x.left = x.right = None
+            if root is None:
+                x.parent = None
+                x.red = False
+                root = x
+            else:
+                p = root
+                while True:
+                    # Keys are distinct Integers, so their spread hashes differ.
+                    left = p.hash > x.hash
+                    xp = p
+                    child = p.left if left else p.right
+                    if child is None:
+                        x.parent = xp
+                        if left:
+                            xp.left = x
+                        else:
+                            xp.right = x
+                        root = self._balance_insertion(root, x)
+                        break
+                    p = child
+            x = nxt
+        assert root is not None
+        self._move_root_to_front(root)
+
+    def _untreeify(self, head: _Node) -> _Node:
+        e: _Node | None = head
+        while e is not None:
+            e.tree = False
+            e.prev = e.parent = e.left = e.right = None
+            e = e.next
+        return head
+
+    def _split(self, b: _Node, index: int, bit: int) -> None:
+        lo: list[_Node] = []
+        hi: list[_Node] = []
+        e: _Node | None = b
+        while e is not None:
+            nxt = e.next
+            e.next = None
+            (lo if e.hash & bit == 0 else hi).append(e)
+            e = nxt
+        for part in (lo, hi):
+            prev = None
+            for node in part:
+                node.prev = prev
+                if prev is not None:
+                    prev.next = node
+                prev = node
+        tab = self._tab
+        if lo:
+            if len(lo) <= 6:
+                tab[index] = self._untreeify(lo[0])
+            else:
+                tab[index] = lo[0]
+                if hi:
+                    self._treeify(lo[0])
+        if hi:
+            if len(hi) <= 6:
+                tab[index + bit] = self._untreeify(hi[0])
+            else:
+                tab[index + bit] = hi[0]
+                if lo:
+                    self._treeify(hi[0])
+
+    def _put_tree_val(self, first: _Node, h: int, key: int) -> bool:
+        root = self._root(first)
+        p = root
+        while True:
+            if p.key == key:
+                return False
+            left = p.hash > h
+            xp = p
+            child = p.left if left else p.right
+            if child is None:
+                xpn = xp.next
+                x = _Node(h, key, xpn)
+                x.tree = True
+                if left:
+                    xp.left = x
+                else:
+                    xp.right = x
+                xp.next = x
+                x.parent = x.prev = xp
+                if xpn is not None:
+                    xpn.prev = x
+                self._move_root_to_front(self._balance_insertion(root, x))
+                return True
+            p = child
+
+    @staticmethod
+    def _rotate_left(root: _Node, p: _Node | None) -> _Node:
+        if p is not None and (r := p.right) is not None:
+            rl = p.right = r.left
+            if rl is not None:
+                rl.parent = p
+            pp = r.parent = p.parent
+            if pp is None:
+                root = r
+                r.red = False
+            elif pp.left is p:
+                pp.left = r
+            else:
+                pp.right = r
+            r.left = p
+            p.parent = r
+        return root
+
+    @staticmethod
+    def _rotate_right(root: _Node, p: _Node | None) -> _Node:
+        if p is not None and (lft := p.left) is not None:
+            lr = p.left = lft.right
+            if lr is not None:
+                lr.parent = p
+            pp = lft.parent = p.parent
+            if pp is None:
+                root = lft
+                lft.red = False
+            elif pp.right is p:
+                pp.right = lft
+            else:
+                pp.left = lft
+            lft.right = p
+            p.parent = lft
+        return root
+
+    def _balance_insertion(self, root: _Node, x: _Node) -> _Node:
+        x.red = True
+        while True:
+            xp = x.parent
+            if xp is None:
+                x.red = False
+                return x
+            xpp = xp.parent
+            if not xp.red or xpp is None:
+                return root
+            xppl = xpp.left
+            if xp is xppl:
+                xppr = xpp.right
+                if xppr is not None and xppr.red:
+                    xppr.red = xp.red = False
+                    xpp.red = True
+                    x = xpp
+                else:
+                    if x is xp.right:
+                        x = xp
+                        root = self._rotate_left(root, x)
+                        xp = x.parent
+                        xpp = None if xp is None else xp.parent
+                    if xp is not None:
+                        xp.red = False
+                        if xpp is not None:
+                            xpp.red = True
+                            root = self._rotate_right(root, xpp)
+            else:
+                if xppl is not None and xppl.red:
+                    xppl.red = xp.red = False
+                    xpp.red = True
+                    x = xpp
+                else:
+                    if x is xp.left:
+                        x = xp
+                        root = self._rotate_right(root, x)
+                        xp = x.parent
+                        xpp = None if xp is None else xp.parent
+                    if xp is not None:
+                        xp.red = False
+                        if xpp is not None:
+                            xpp.red = True
+                            root = self._rotate_left(root, xpp)
+
+    def _balance_deletion(self, root: _Node, x: _Node | None) -> _Node:
+        while True:
+            if x is None or x is root:
+                return root
+            xp = x.parent
+            if xp is None:
+                x.red = False
+                return x
+            if x.red:
+                x.red = False
+                return root
+            xpl = xp.left
+            if xpl is x:
+                xpr = xp.right
+                if xpr is not None and xpr.red:
+                    xpr.red = False
+                    xp.red = True
+                    root = self._rotate_left(root, xp)
+                    xp = x.parent
+                    xpr = None if xp is None else xp.right
+                if xpr is None:
+                    x = xp
+                else:
+                    sl, sr = xpr.left, xpr.right
+                    if (sr is None or not sr.red) and (sl is None or not sl.red):
+                        xpr.red = True
+                        x = xp
+                    else:
+                        if sr is None or not sr.red:
+                            if sl is not None:
+                                sl.red = False
+                            xpr.red = True
+                            root = self._rotate_right(root, xpr)
+                            xp = x.parent
+                            xpr = None if xp is None else xp.right
+                        if xpr is not None:
+                            xpr.red = False if xp is None else xp.red
+                            sr = xpr.right
+                            if sr is not None:
+                                sr.red = False
+                        if xp is not None:
+                            xp.red = False
+                            root = self._rotate_left(root, xp)
+                        x = root
+            else:
+                if xpl is not None and xpl.red:
+                    xpl.red = False
+                    xp.red = True
+                    root = self._rotate_right(root, xp)
+                    xp = x.parent
+                    xpl = None if xp is None else xp.left
+                if xpl is None:
+                    x = xp
+                else:
+                    sl, sr = xpl.left, xpl.right
+                    if (sl is None or not sl.red) and (sr is None or not sr.red):
+                        xpl.red = True
+                        x = xp
+                    else:
+                        if sl is None or not sl.red:
+                            if sr is not None:
+                                sr.red = False
+                            xpl.red = True
+                            root = self._rotate_left(root, xpl)
+                            xp = x.parent
+                            xpl = None if xp is None else xp.left
+                        if xpl is not None:
+                            xpl.red = False if xp is None else xp.red
+                            sl = xpl.left
+                            if sl is not None:
+                                sl.red = False
+                        if xp is not None:
+                            xp.red = False
+                            root = self._rotate_right(root, xp)
+                        x = root
+
+    # -- HashMap.removeNode / TreeNode.removeTreeNode --------------------------------------
+
+    def remove(self, key: int) -> None:
+        tab = self._tab
+        h = self._spread(key)
+        index = h & (len(tab) - 1)
+        p = tab[index]
+        node = None
+        while p is not None and node is None:
+            if p.key == key:
+                node = p
+            p = p.next
+        if node is None:
+            return
+        if node.tree:
+            self._remove_tree_node(node)
+        else:
+            first = tab[index]
+            if first is node:
+                tab[index] = node.next
+            else:
+                q = first
+                while q is not None and q.next is not node:
+                    q = q.next
+                if q is not None:
+                    q.next = node.next
+        self._size -= 1
+
+    def _remove_tree_node(self, p: _Node) -> None:
+        tab = self._tab
+        index = p.hash & (len(tab) - 1)
+        first = tab[index]
+        root = first
+        succ, pred = p.next, p.prev
+        if pred is None:
+            tab[index] = first = succ
+        else:
+            pred.next = succ
+        if succ is not None:
+            succ.prev = pred
+        if first is None:
+            return
+        assert root is not None
+        if root.parent is not None:
+            root = self._root(root)
+        rl = root.left
+        if root.right is None or rl is None or rl.left is None:
+            tab[index] = self._untreeify(first)  # too small
+            return
+        pl, pr = p.left, p.right
+        if pl is not None and pr is not None:
+            s = pr
+            while s.left is not None:
+                s = s.left
+            s.red, p.red = p.red, s.red
+            sr = s.right
+            pp = p.parent
+            if s is pr:
+                p.parent = s
+                s.right = p
+            else:
+                sp = s.parent
+                p.parent = sp
+                if sp is not None:
+                    if s is sp.left:
+                        sp.left = p
+                    else:
+                        sp.right = p
+                s.right = pr
+                pr.parent = s
+            p.left = None
+            p.right = sr
+            if sr is not None:
+                sr.parent = p
+            s.left = pl
+            pl.parent = s
+            s.parent = pp
+            if pp is None:
+                root = s
+            elif p is pp.left:
+                pp.left = s
+            else:
+                pp.right = s
+            replacement = sr if sr is not None else p
+        elif pl is not None:
+            replacement = pl
+        elif pr is not None:
+            replacement = pr
+        else:
+            replacement = p
+        if replacement is not p:
+            pp = replacement.parent = p.parent
+            if pp is None:
+                root = replacement
+                replacement.red = False
+            elif p is pp.left:
+                pp.left = replacement
+            else:
+                pp.right = replacement
+            p.left = p.right = p.parent = None
+        r = root if p.red else self._balance_deletion(root, replacement)
+        if replacement is p:
+            pp = p.parent
+            p.parent = None
+            if pp is not None:
+                if p is pp.left:
+                    pp.left = None
+                elif p is pp.right:
+                    pp.right = None
+        self._move_root_to_front(r)
+
+
+class _Tracking:
+    def __init__(self, raws: Sequence[Trackable], bases: Sequence[Trackable]) -> None:
+        self.raws = raws
+        self.bases = bases
+        self.raw_to_base: dict[int, int] = {}
+        self.base_to_raw: dict[int, int] = {}
+
+    def unmatched_raws(self) -> list[int]:
+        return [i for i in range(len(self.raws)) if i not in self.raw_to_base]
+
+    def unmatched_bases(self) -> list[int]:
+        return [i for i in range(len(self.bases)) if i not in self.base_to_raw]
+
+    def match(self, raw: int, base: int) -> None:
+        if raw not in self.raw_to_base:
+            self.raw_to_base[raw] = base
+            self.base_to_raw[base] = raw
+
+    def complete(self) -> bool:
+        return len(self.raw_to_base) == len(self.raws)
+
+
+@dataclass(frozen=True)
+class _Side:
+    issues: Sequence[Trackable]
+    hashes: list[str]
+    blocks: list[int]
+
+    @classmethod
+    def of(cls, issues: Sequence[Trackable]) -> _Side:
+        hashes = sonar_line_hashes(issues[0].lines) if issues else []
+        return cls(issues, hashes, block_hashes(hashes))
+
+    def line_hash(self, t: Trackable) -> str:
+        return _hash_at(self.hashes, t.line)
+
+
+def _match_pass(
+    tr: _Tracking, raw: _Side, base: _Side, key: Callable[[_Side, Trackable], Hashable]
+) -> None:
+    """``AbstractTracker.match``: pair each unmatched raw issue with the first base one."""
+    if tr.complete():
+        return
+    search: dict[Hashable, list[int]] = defaultdict(list)
+    for b in tr.unmatched_bases():
+        search[key(base, base.issues[b])].append(b)
+    for r in tr.unmatched_raws():
+        candidates = search.get(key(raw, raw.issues[r]))
+        if candidates:
+            tr.match(r, candidates.pop(0))
+
+
+def _line_line_hash_message(side: _Side, t: Trackable) -> Hashable:
+    return (t.rule, t.line, side.line_hash(t), sonar_message(t.message))
+
+
+def _line_line_hash(side: _Side, t: Trackable) -> Hashable:
+    return (t.rule, t.line, side.line_hash(t))
+
+
+def _line_hash_message(side: _Side, t: Trackable) -> Hashable:
+    return (t.rule, side.line_hash(t), sonar_message(t.message))
+
+
+def _line_message(side: _Side, t: Trackable) -> Hashable:
+    return (t.rule, t.line, sonar_message(t.message))
+
+
+def _line_hash_only(side: _Side, t: Trackable) -> Hashable:
+    return (t.rule, side.line_hash(t))
+
+
+def _group_by_line(idx: Iterable[int], side: _Side) -> dict[int, list[int]]:
+    out: dict[int, list[int]] = {}
+    for i in idx:
+        line = side.issues[i].line
+        if 0 < line <= len(side.blocks):
+            out.setdefault(line, []).append(i)
+    return out
+
+
+def _detect_code_moves(tr: _Tracking, raw: _Side, base: _Side) -> None:
+    """``BlockRecognizer.match``."""
+    if tr.complete():
+        return
+    raws_by_line = _group_by_line(tr.unmatched_raws(), raw)
+    bases_by_line = _group_by_line(tr.unmatched_bases(), base)
+    raw_keys, base_keys = JavaHashMap(), JavaHashMap()
+    for line in raws_by_line:
+        raw_keys.put(line)
+    for line in bases_by_line:
+        base_keys.put(line)
+    raw_order, base_order = raw_keys.keys(), base_keys.keys()
+
+    # HashOccurrence per block hash, created from the base lines; the matches it finds are
+    # disjoint, but the order of the removals follows occurrencesByHash (a HashMap) and
+    # can reorder a treeified bucket of the line maps.
+    occurrences = JavaHashMap()
+    base_seen: dict[int, list[int]] = defaultdict(list)
+    for line in base_order:
+        h = base.blocks[line - 1]
+        occurrences.put(h)
+        base_seen[h].append(line)
+    raw_seen: dict[int, list[int]] = defaultdict(list)
+    for line in raw_order:
+        h = raw.blocks[line - 1]
+        if h in base_seen:
+            raw_seen[h].append(line)
+    for h in occurrences.keys():
+        base_lines, raw_lines = base_seen[h], raw_seen.get(h, [])
+        if len(base_lines) == 1 and len(raw_lines) == 1:
+            _map(tr, raws_by_line[raw_lines[0]], bases_by_line[base_lines[0]])
+            base_keys.remove(base_lines[0])
+            raw_keys.remove(raw_lines[0])
+
+    # Removing keys can reorder a treeified bucket, so read the order again.
+    remaining_base, remaining_raw = base_keys.keys(), raw_keys.keys()
+    if len(remaining_base) * len(remaining_raw) >= _MAX_LINE_PAIRS:
+        return
+    pairs = []
+    for bl in remaining_base:
+        for rl in remaining_raw:
+            weight = _length_of_maximal_block(base.hashes, bl, raw.hashes, rl)
+            if weight > 0:
+                pairs.append((bl, rl, weight))
+    pairs.sort(key=lambda p: (-p[2], abs(p[0] - p[1])))
+    for bl, rl, _ in pairs:
+        _map(tr, raws_by_line[rl], bases_by_line[bl])
+
+
+def _map(tr: _Tracking, raws: list[int], bases: list[int]) -> None:
+    """``BlockRecognizer.map``: each raw issue takes the first free base issue of its rule."""
+    for r in raws:
+        for b in bases:
+            if b not in tr.base_to_raw and tr.bases[b].rule == tr.raws[r].rule:
+                tr.match(r, b)
+                break
+
+
+def sonar_track(old: Sequence[Trackable], new: Sequence[Trackable]) -> dict[int, int]:
+    """``Tracker.trackNonClosed`` with *new* as the raw and *old* as the base issues."""
+    raw, base = _Side.of(new), _Side.of(old)
+    tr = _Tracking(new, old)
+    _match_pass(tr, raw, base, _line_line_hash_message)
+    _match_pass(tr, raw, base, _line_line_hash)
+    _detect_code_moves(tr, raw, base)
+    _match_pass(tr, raw, base, _line_hash_message)
+    _match_pass(tr, raw, base, _line_message)
+    _match_pass(tr, raw, base, _line_hash_only)
+    return dict(tr.raw_to_base)
+
+
+# ---------------------------------------------------------------------------
+# Bandit baseline
+# ---------------------------------------------------------------------------
+# Bandit 1.9.4 (PyPI bandit==1.9.4), Apache-2.0. `bandit -b baseline.json` loads the
+# baseline's issues (bandit/core/manager.py, BanditManager.populate_baseline) and keeps a
+# result unless `a in baseline` (manager._compare_baseline_results), where equality is
+# Issue.__eq__ in bandit/core/issue.py: same text, severity, cwe, confidence, fname, test
+# and test_id. The line is not compared. Membership ignores multiplicity: once one equal
+# issue is in the baseline, every equal result is treated as known. The `bandit` key
+# (schemes.bandit_key) holds exactly the compared fields.
+#
+# Bandit pairs nothing; it only answers "in the baseline or not". To score mispairs the
+# matcher pairs equal issues in line order like a key scheme, and every surplus new issue
+# with a key present in the baseline goes to the last old issue with that key.
+
+
+def bandit_baseline(old: Sequence[Trackable], new: Sequence[Trackable]) -> dict[int, int]:
+    old_by_key: dict[str, list[int]] = defaultdict(list)
+    for i in sorted(range(len(old)), key=lambda k: (old[k].line, old[k].col)):
+        old_by_key[old[i].keys["bandit"]].append(i)
+    used: dict[str, int] = defaultdict(int)
+    pairs: dict[int, int] = {}
+    for j in sorted(range(len(new)), key=lambda k: (new[k].line, new[k].col)):
+        key = new[j].keys["bandit"]
+        candidates = old_by_key.get(key)
+        if not candidates:
+            continue
+        pairs[j] = candidates[min(used[key], len(candidates) - 1)]
+        used[key] += 1
+    return pairs
+
+
+MATCHERS: dict[str, Matcher] = {"sonar": sonar_track, "bandit": bandit_baseline}