Files
Open_Ultra_SAST/benchmarks/measurements/2026-09-09-repo-vampi-authz-precision.json
T
Marius CiepluchandClaude Opus 5 d15985f695 fix(model): a guard discharges the obligation it is a guard of
contributor-scan 2.6. Access control entailed 7 of 9 VAmPI handlers,
including three that do authorize and three the OpenAPI spec declares
public. Five separate defects, each invisible to a corpus of one-function
excerpts and each found by asking the query what it actually matched.

**A trailing segment is not a match.** `query.get` was matched by its last
segment, so every `.get(` in the repository became a protected database
operation -- `request.headers.get('Authorization')` and
`request_data.get('username')` included. Four of the seven false positives
came from this, and so did the apparent detection of the known BOLA: it was
entailed because fetching the Authorization header had no dominating guard,
not because of the defect. A qualified token now requires its qualifier.

**Configuration is not authorization.** dominance_specs took every
obligation fact. `security_setting` operations are discharged by a VALUE,
which config_specs already claims them for; pooled in here they made
`app.run(...)` an operation requiring an authorization guard and put
thirteen tokens in BOTH lists -- an obligation that is its own discharge,
the same shape as the taint sink that used to sanitize itself.

**Input validation is not authorization.** `jsonschema.validate` was
counted as a guard, so handlers with no authorization check at all read as
guarded. No operation in the table requires validated_input.

**A guard discharges the obligation it is a guard of.** The largest one.
`orm-read` requires an identity_constraint or an ownership_check;
`token_validator` is a path_guard. Flattened into one list, authenticating
the caller discharged an object-level obligation -- a handler that
authenticates and then looks the record up by a PATH parameter read as
fully guarded. The facts state that relation and the spec was discarding
it; it is now carried and the engine asks per operation.

**A word boundary needs a word.** Found while fixing the above. Guard
matching wrapped every token in `(?<![A-Za-z0-9_])...(?![A-Za-z0-9_])`.
The identity token `['sub']` begins with `[`, and the character before it
in `resp['sub']` is `p` -- so the assertion could never hold. Every
identity token starting with punctuation was unmatchable, and the identity
constraint that separates a correct lookup from an IDOR was invisible.

Also: dominance rows were repository-wide, so the model's unguarded
`delete_user` was attributed to the API handler of the same name. Rows are
scoped to the region's file, which is what the rung's own justification
says -- the evidence is a file contradicting itself.

Measured against VAmPI's OpenAPI `security` blocks, which declare per
operation whether auth is required, and agree with the code:

  vampi precision   28.6% (2/7) -> 50.0% (2/4)
  known found       3 of 3, all model_entailed

And on the labelled access-control pairs, which nobody tuned this against:

  all 9 pairs       pair_correct 3 -> 3, leak 44.4% -> 11.1%
  7 non-VAmPI       pair_correct 2 -> 2, leak 42.9% -> 0.0%

Every detection lost was on a pair whose FIXED side was flagged too, which
scores nothing. No correct detection was traded for the precision.

get_by_title was flagged before it was in the recipe: its code carries the
comment "# Broken Object Level Authorization" and the README lists it, so a
real finding was being scored as a false positive. It is now the recipe's
third known vulnerability.

Both remaining false positives are endpoints the spec declares public.
Recorded as 2.8, with the reason the mapper's access_level cannot simply be
trusted: for decorator frameworks "public" means "no decorator found",
which is the bug itself.

Gates byte-identical.

Co-Authored-By: Claude Opus 5 (1M context) <[email protected]>
Claude-Session: https://claude.ai/code/session_01T7XD7x5KonMdmGRkp63EQG
2026-09-09 11:02:48 +02:00

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{
"against": "benchmarks/measurements/2026-09-09-repo-vampi-module-scope.json (task 2.5, same checkout and budget)",
"caveat": "9 pairs and one repository. The pair excerpts are single functions, so they can only ever reach model_corroborated -- there is no sibling to be inconsistent with -- and one leak that remains (vampi-books-get-by-title) is a corpus artifact: VAmPI keeps the vulnerable and fixed branches in the same function, so both sides of the excerpt contain the unguarded query.",
"completed": true,
"config": "shipped defaults",
"degradations": [
{
"detail": "no path records; obligations evaluated within entry-point handlers only",
"files": [
"api_views/books.py",
"api_views/users.py",
"models/books_model.py",
"models/user_model.py"
],
"language": "python",
"reason": "obligations_function_local",
"stage": "obligations"
},
{
"reason": "budget_exhausted",
"regions_unasked": 20,
"stage": "model"
},
{
"reason": "hunter_model_unavailable",
"stage": "map"
}
],
"exit_code": 0,
"findings_by_rung": {
"execution_confirmed": 0,
"model_corroborated": 0,
"model_entailed": 6,
"suspicion": 54
},
"findings_total": 60,
"found_before_it_was_recorded": "get_by_title was flagged by the engine before it was in the recipe. Its code carries the comment '# Broken Object Level Authorization' and the README lists it, so it was a real finding being scored as a false positive. It is now the recipe's third known vulnerability, and all three are entailed.",
"generated": "2026-09-09",
"known_outcomes": [
{
"family": "injection",
"finding_id": "model:injection:models/user_model.py:73:get_user",
"id": "VAmPI-SQLI",
"line": 73,
"location": "models/user_model.py:get_user:73",
"matches": 3,
"result": "found",
"rung": "model_entailed"
},
{
"family": "access_control",
"finding_id": "model:access_control:api_views/users.py:?:update_password",
"id": "VAmPI-BOLA",
"line": null,
"location": "api_views/users.py:update_password:187",
"matches": 5,
"result": "found",
"rung": "model_entailed"
},
{
"family": "access_control",
"finding_id": "model:access_control:api_views/books.py:?:get_by_title",
"id": "VAmPI-BOLA-BOOKS",
"line": null,
"location": "api_views/books.py:get_by_title:51",
"matches": 9,
"result": "found",
"rung": "model_entailed"
}
],
"mode": "standard",
"model": {
"arbitrate_seconds": 123.96,
"build_seconds": 6.46,
"by_rung": {
"execution_confirmed": 0,
"model_corroborated": 0,
"model_entailed": 6,
"suspicion": 38
},
"cost_usd": 0.007,
"model_calls": 103,
"query_seconds": 34.27,
"regions_scanned": 25,
"regions_unasked": 20,
"regions_unjudged": 0,
"seconds": 164.69,
"unjudged_sample": []
},
"oracle": {
"declared_public": [
"populate_db",
"basic",
"get_all_users",
"debug",
"register_user",
"login_user",
"get_by_username",
"get_all_books"
],
"documented_access_control_defects": [
"update_password",
"get_by_title"
],
"pairs": "14 pair cases carry an access_control expectation with a gold label; 9 build a CPG, and 7 of those are from projects unrelated to VAmPI.",
"vampi": "VAmPI ships an OpenAPI 3 spec whose per-operation `security: bearerAuth` block declares which endpoints require authorization, and every endpoint that declares it calls token_validator in code. Two independent sources agreeing is the ground truth used here, not a reading of the handlers."
},
"peak_rss_mb": 554.5,
"precision": {
"pairs_all": {
"leak_after": "1 (11.1%)",
"leak_before": "4 (44.4%)",
"n": 9,
"pair_correct_after": "3 (33.3%)",
"pair_correct_before": "3 (33.3%)"
},
"pairs_excluding_vampi_excerpts": {
"leak_after": "0 (0.0%)",
"leak_before": "3 (42.9%)",
"n": 7,
"pair_correct_after": "2 (28.6%)",
"pair_correct_before": "2 (28.6%)"
},
"vampi_after": {
"entailed": 4,
"false_positives": 2,
"flagged": [
"login_user",
"register_user",
"get_by_title",
"update_password"
],
"note": "both remaining false positives are endpoints the spec declares public. That class is untouched by this task.",
"precision": "50.0%",
"true_positives": 2
},
"vampi_before": {
"entailed": 7,
"false_positives": 5,
"flagged": [
"get_all_books",
"get_all_users",
"register_user",
"get_by_title",
"delete_user",
"me",
"update_password"
],
"note": "me, delete_user and get_by_title all DO call an authorization guard; get_all_books, get_all_users and register_user are declared public.",
"precision": "28.6%",
"true_positives": 2
}
},
"reading": "Precision on the repository rises 28.6% -> 50.0% and every known vulnerability is still found. The independent check matters more: on the labelled access-control pairs, leak falls 44.4% -> 11.1% with pair_correct unchanged, and on the seven pairs from projects unrelated to VAmPI leak falls 42.9% -> 0.0% with pair_correct unchanged. Every detection lost was on a pair where the FIXED side was flagged too, which scores nothing; no correct detection was traded away.",
"repo": {
"commit": "f16052dce83f05847133ec98f01c5193a41de7d8",
"known": [
{
"family": "injection",
"id": "VAmPI-SQLI",
"in_scope": true,
"location": "models/user_model.py:get_user:73",
"weakness": "SQL injection: the username is interpolated into the query string at line 72 and executed at 73"
},
{
"family": "access_control",
"id": "VAmPI-BOLA",
"in_scope": true,
"location": "api_views/users.py:update_password:187",
"weakness": "unauthorized password change: the path username is used instead of the authenticated token subject"
},
{
"family": "access_control",
"id": "VAmPI-BOLA-BOOKS",
"in_scope": true,
"location": "api_views/books.py:get_by_title:51",
"weakness": "broken object level authorization: a book is fetched by title with no ownership constraint and its secret returned"
}
],
"language": "python",
"license": "MIT",
"measures": [
"detection"
],
"name": "vampi",
"url": "https://github.com/erev0s/VAmPI.git"
},
"scan_seconds": 182.45,
"spec": "contributor-scan 2.6 (Req 8.1, 8.2)",
"stages": {
"completed": [
"static",
"map"
],
"requested": [
"static",
"map"
],
"skipped": []
},
"still_open": [
"Both remaining VAmPI false positives (register_user, login_user) are endpoints the OpenAPI spec declares public. The arbiter cannot see that declaration, and the mapper's access_level is not a safe substitute: for decorator-based frameworks 'public' means 'no decorator found', which is the bug itself. Recorded as 2.8.",
"2.7 dominance witnesses carry no line, so access-control sites still read api_views/users.py:?:update_password."
],
"what_was_wrong": {
"a_guard_discharges_the_obligation_it_is_a_guard_of": "The largest one. orm-read requires an identity_constraint or an ownership_check; token_validator is a path_guard. Flattened into one list, authenticating the caller discharged an object-level obligation -- so a handler that authenticates and then looks the record up by a PATH parameter read as fully guarded. The facts state the relation; the spec was throwing it away.",
"a_trailing_segment_is_not_a_match": "`query.get` was matched by its last segment, so every `.get(` in the repository was a protected database operation: request.headers.get('Authorization') and request_data.get('username') included. Four of the seven false positives came from this, including three handlers that do authorize.",
"a_word_boundary_needs_a_word": "Found while fixing the above. Guard matching wrapped every token in (?<![A-Za-z0-9_]) ... (?![A-Za-z0-9_]). The identity token ['sub'] begins with [ and the character before it in resp['sub'] is p, so the assertion could never hold: every identity token starting with punctuation was unmatchable, and the identity constraint that separates a correct lookup from an IDOR was invisible. The boundary now applies only at ends that are word characters.",
"configuration_is_not_authorization": "dominance_specs took every obligation fact. `security_setting` operations are configuration, discharged by a VALUE, which config_specs already claims them for. They made app.run(...) an operation requiring an authorization guard and put thirteen tokens in BOTH the operation and discharger lists -- an obligation that is its own discharge.",
"input_validation_is_not_authorization": "`validated_input` dischargers (jsonschema.validate, parse_obj) were pooled with the guards. No operation in the table requires them, and counting them marked handlers with no authorization check at all as guarded.",
"two_functions_can_share_a_name": "dominance rows were repository-wide, so the model's unguarded delete_user was attributed to the API handler's region. Rows are now scoped to the region's file, which is also what the rung's own justification says: the evidence is a FILE contradicting itself."
}
}