litellm/tests/test_litellm/proxy
Sean Yasnogorodski 8a4ba78869
feat(guardrails): add Alice guardrail (#38898)
* feat(guardrails): add Alice by ActiveFence guardrail

Adds `guardrail: alice` — policy-based guardrails for prompts and model
responses, evaluated against ActiveFence's Alice.

What makes this different from the other providers: Alice evaluates against
policies configured per *application*, and a proxy typically fronts several of
them, so the application cannot be a static config value. It is named on the
LiteLLM virtual key instead:

    curl $PROXY/key/generate -H "Authorization: Bearer $LITELLM_MASTER_KEY" \
      -d '{"key_alias": "payments-bot",
           "metadata": {"alice_app_id": "payments-bot"}}'

read via `CustomGuardrail._get_admin_metadata`, with `key_alias` as the
fallback. That helper is what makes it trustworthy: it reads whichever metadata
holder the proxy wrote the authenticated key's values into — which differs by
route — and the proxy strips caller-supplied `user_api_key_*` from both, so a
caller cannot point its own traffic at an application with laxer policies than
the one its key was issued for. A request whose key names no application is
refused rather than evaluated against a guess.

Implements `apply_guardrail` only, so pre_call, during_call, post_call and
streaming all come from UnifiedLLMGuardrails. Blocks with
GuardrailRaisedException; masks by substituting Alice's redacted text; a MASK
carrying no replacement blocks rather than passing the original through. A
verdict reporting `errors[]` is treated as a failure, not a pass — otherwise a
half-evaluated message would be allowed. `unreachable_fallback` (already on
LitellmParams) chooses fail-closed or fail-open on transport failure.

Config:

    guardrails:
      - guardrail_name: alice
        litellm_params:
          guardrail: alice
          mode: [pre_call, post_call]
          api_key: os.environ/ALICE_API_KEY

21 tests in tests/test_litellm/proxy/guardrails/guardrail_hooks/test_alice.py
cover registration, credential resolution, the app-id ladder including the
forged-metadata case, every verdict, and both unreachable policies.

No new LitellmParams field, so no schema.d.ts regeneration is needed.

* refactor(guardrails): post to Alice's LiteLLM endpoint and forward verbatim

Switches from `/v2/evaluate/message` — Alice's single-text endpoint — to
`/v2/evaluate/litellm`, which takes the hook's arguments as they arrive and
answers with a verdict.

That inverts where the work happens, and shrinks this plugin accordingly. It
now selects nothing and renames nothing: it posts `{input_type, inputs,
request_data}` and enforces `{verdict, categories, correlation_id, message,
replacements}`. Which parts of a conversation are worth evaluating, and how a
verdict is reached, are decided by Alice — so changing either is a change on
their side rather than a LiteLLM upgrade for every user.

The app-id resolution this plugin carried is gone with it. Alice reads the
application off the authenticated key's metadata itself, from the payload it is
handed, so the ladder here was duplicating a decision the far side already
makes. The security property is unchanged and still comes from the proxy
stripping caller-supplied `user_api_key_*` before a guardrail sees the request.

Masking is now positional — the far side chose which texts it was answering
for, so it says which by index. Only `texts` is written; a new
`structured_messages` object would make the chat translation layer skip the
`texts` write-back and silently drop the edits. A mask that lands nowhere
blocks rather than passing the original through.

`request_data` carries live Python objects (an OpenTelemetry span among them),
so `_json_safe` copies it into something serialisable by a mechanical rule
rather than a field list — a list drifts from what the far side needs, a rule
cannot. Serialising naively raises, and that error would read as "guardrail
unavailable" on every request.

26 tests, covering verbatim forwarding, each verdict, positional masking, the
`structured_messages` identity trap, both unreachable policies, and the
serialiser's handling of unserialisable values and cycles.

* fix(alice guardrail): satisfy lint and code-quality CI gates

- Bound _json_safe's recursion and register it in recursive_detector's
  ignore list (it already caps depth and dedupes cycles by id, matching
  the repo's established pattern for legitimate bounded recursion).
- Clear ruff-strict budget breaches: annotate __init__'s return type,
  raise TypeError (not ValueError) for a bad response body, type
  _json_safe's payload as object instead of Any, and file-scope-ignore
  ANN401 for **kwargs (forwarding it as object broke the call into
  CustomGuardrail.__init__, confirmed via basedpyright).
- Clear type-discipline budget breaches: suppress the construction/
  annotation checks on one-shot HTTP payloads, the module-level
  guardrail registries, and _json_safe's bounded accumulator; narrow
  AliceVerdict's list fields to tuples and _evaluate's request_data to
  Mapping[str, object] where nothing downstream mutates them.

* test(alice guardrail): assert the guardrail actually registers

The registration test called init_guardrails_v2 and asserted nothing, so it
passed whether or not the guardrail was ever registered — TQ001 in the
test-quality gate, and a fair catch: a test that cannot fail is not covering
the thing it names.

Now asserts exactly one AliceGuardrail lands in litellm.callbacks under the
configured name.

This surfaced only after the ruff-strict and type-discipline gates stopped
failing ahead of it; the lint job runs its gates in sequence, so an earlier
failure masks every later one.

* fix(alice guardrail): reach 100% patch coverage, drop the ActiveFence naming

Codecov flagged 10 uncovered lines, all of them error paths — which is where a
guardrail most needs covering, since each one decides whether traffic flows
unscreened.

Two of the ten turned out to be dead rather than untested, and are removed:

- `except GuardrailRaisedException: raise` in apply_guardrail. `_evaluate`
  raises httpx errors, Timeout and TypeError, never that — so the clause could
  never fire.
- the trailing `json.dumps` probe in `_json_safe`. Everything json.dumps
  handles natively is caught by the isinstance branches above (a dict or list
  subclass included), so anything reaching the bottom — bytes, datetime, an
  OpenTelemetry span — cannot cross the wire regardless. It now says so and
  returns None.

The rest are now tested: a timeout, 502/503/504 as unreachable, a 4xx as NOT
unreachable (a rejected credential is our misconfiguration, not an outage, and
must not fail open), a non-object response body, and a model whose model_dump
raises.

Also drops "by ActiveFence" throughout — the product is Alice — and points the
header at alice.io. `ui_friendly_name` is now "Alice", which is the key
guardrailLogoMap and the garden card look up, so all three moved together.

* fix(alice guardrail): strip caller credentials, widen unreachable detection, block partial MASK

Addresses PR review: request_data no longer forwards secret_fields.raw_headers or
the root api_key to Alice (the caller's Authorization token in the clear otherwise);
HTTP 500, malformed JSON, and a non-object body now route through the configured
unreachable_fallback instead of raising raw, so fail_open still fails open on those;
a MASK verdict with even one out-of-range replacement now blocks entirely instead of
silently letting the rest through unmasked. Also tightens request_data's type and
documents the known streaming-mask limitation on the class.

* fix(alice guardrail): strip credentials at any depth, stop filtering on texts

secret_fields/api_key/headers/provider_specific_header can appear nested
under proxy_server_request, metadata, litellm_metadata, and their
requester_metadata/body sub-paths in a real captured payload — a
top-level-only strip missed all of those. _json_safe now drops these keys
by name wherever they occur during serialization, so a new nesting path
can't reintroduce the leak.

apply_guardrail also stopped skipping the call whenever texts was empty,
even when tool_calls/images/structured_messages carried content — that
was the plugin making a selection decision Alice's design says belongs on
the far side. It now only skips when none of the selectable fields have
anything in them.

* fix(alice guardrail): route an undecodable response body through the fallback

`response.json()` raises UnicodeDecodeError when the body carries bytes that
are not valid UTF-8, and that escaped the except clause: UnicodeDecodeError is
a *sibling* of json.JSONDecodeError under ValueError, not a subclass of it, so
naming only JSONDecodeError left it uncaught. Both fallback modes surfaced a
raw decoding error instead of applying unreachable_fallback — which for a
fail_open deployment meant a hard failure where it had asked for an allow.

Named explicitly rather than widening to ValueError, so the clause still says
which three conditions it means. Tested under both policies.
2026-09-01 12:33:39 -07:00
..
_experimental/mcp_server test: trim mcp fixture docstring and reload comment 2026-09-01 11:06:08 +00:00
a2a fix(a2a): reject malformed protocolVersion suffixes while keeping semver prereleases 2026-07-21 13:24:58 -07:00
agent_endpoints fix(a2a): merge fresh agent vectors into the live cache and drop entries of another dimension 2026-08-27 20:58:14 -07:00
analytics_endpoints feat(ui): add error-code drilldown for failed requests on caching page 2026-08-24 15:45:45 -07:00
anthropic_endpoints fix(anthropic_endpoints): serialize dict-detail HTTPExceptions on /v1/messages like sibling surfaces 2026-08-29 00:48:14 -07:00
auth fix(auth): quiet malformed virtual key rejections to stdout (#38838) 2026-08-31 18:19:40 -07:00
batches_endpoints test: add regression coverage for twelve closed issues (#37974) 2026-08-22 22:24:05 +00:00
client fix(cli): keep an existing ENABLE_TOOL_SEARCH value 2026-08-31 06:00:45 +00:00
common_utils Merge branch 'litellm_window_spend_schema' into litellm_window_spend_writer 2026-08-29 16:23:45 -07:00
config_resolvers feat(proxy): add SAML 2.0 SSO for the admin UI (#31429) 2026-07-24 12:51:28 -07:00
credential_endpoints test: drop the cwd-relative sys.path.insert calls from the test suite (#37802) 2026-08-22 09:25:58 -07:00
db fix(proxy): keep persisted spend another pod has not incremented in the window seed 2026-08-31 15:49:03 -07:00
discovery_endpoints test: drop the cwd-relative sys.path.insert calls from the test suite (#37802) 2026-08-22 09:25:58 -07:00
enterprise_billing feat(proxy): push-based OTLP billable-request metering for enterprise deployments (#31592) 2026-07-15 12:12:52 -07:00
experimental/mcp_server test: drop the cwd-relative sys.path.insert calls from the test suite (#37802) 2026-08-22 09:25:58 -07:00
fine_tuning_endpoints test: drop the cwd-relative sys.path.insert calls from the test suite (#37802) 2026-08-22 09:25:58 -07:00
google_endpoints test: drop the cwd-relative sys.path.insert calls from the test suite (#37802) 2026-08-22 09:25:58 -07:00
guardrails feat(guardrails): add Alice guardrail (#38898) 2026-09-01 12:33:39 -07:00
health_endpoints fix(health): honor allow_requests_on_db_unavailable in readiness probe (#37640) 2026-08-29 10:17:12 -07:00
hooks refactor(proxy): bound the budget window seed by time instead of request ids 2026-08-29 17:13:26 -07:00
image_endpoints test: drop the cwd-relative sys.path.insert calls from the test suite (#37802) 2026-08-22 09:25:58 -07:00
list_api feat(proxy): add paginated GET /public/v1/model_hub (#38636) 2026-08-28 10:02:59 -07:00
logging_endpoints
management_endpoints fix(proxy): include litellm_model_table in GET /v2/team/list (#39045) 2026-08-31 23:19:45 -07:00
management_helpers test: drop litellm-internal patches from the cross-region alias test (TQ008) 2026-09-01 08:23:26 -07:00
memory fix(memory): return 404 when the memory row vanishes before delete 2026-08-25 16:20:17 -07:00
middleware feat(proxy): add Amazon Comprehend Medical passthrough provider 2026-08-17 15:44:06 -07:00
ocr_endpoints fix(ocr): validate body req_format in the proxy endpoint and run its tests in CI 2026-08-17 18:29:35 +00:00
openai_files_endpoint fix(bedrock): map real batch record counts and guard zero-count retire 2026-08-29 01:05:36 -07:00
pass_through_endpoints fix(proxy): wire team-level logging callbacks into passthrough endpoints (#38979) 2026-09-01 02:38:39 +00:00
policy_engine fix(policy_engine): restore request guardrails list after pipeline allow 2026-08-31 16:38:44 -07:00
prompts fix(prompts): propagate prompt deletes to every worker and pod 2026-08-26 18:01:08 -07:00
proxy_server fix(proxy): narrow audio_speech response before reading upstream content-type 2026-08-30 12:46:11 -07:00
public_endpoints feat(proxy): add paginated GET /public/v1/model_hub (#38636) 2026-08-28 10:02:59 -07:00
rag_endpoints feat(proxy): enforce vector-store upload security controls on /v1/rag/ingest 2026-08-24 12:41:15 -07:00
realtime_endpoints test: drop the cwd-relative sys.path.insert calls from the test suite (#37802) 2026-08-22 09:25:58 -07:00
rerank_endpoints fix(rerank): emit latency and cost headers on /rerank (#35419) 2026-08-25 15:54:25 -07:00
response_api_endpoints fix(count_tokens): preserve image inputs when counting Responses API tokens 2026-08-31 12:43:17 -07:00
shutdown
spend_tracking merge: absorb litellm_internal_staging; drop python duplicate-issues closer fix superseded by ts rewrite 2026-09-01 09:18:31 +00:00
test_configs
types_utils fix(proxy): resolve router_settings.plugins dotted paths and load plugins from installed packages (#33644) 2026-07-17 11:23:18 -07:00
ui_crud_endpoints Merge remote-tracking branch 'origin/litellm_internal_staging' into litellm_decrease_anys_opus5_round2 2026-08-25 16:17:29 -07:00
utils fix(proxy): deliver budget alerts on webhook-only alerting and accept ALERTING_WEBHOOK_URL (#38441) 2026-08-31 09:22:36 -07:00
vector_store_endpoints refactor(repositories): type prisma table access with one generic protocol 2026-08-25 12:14:17 +00:00
vector_store_files_endpoints test: drop the cwd-relative sys.path.insert calls from the test suite (#37802) 2026-08-22 09:25:58 -07:00
video_endpoints fix(videos): forward uploaded source file on /v1/videos/edits to the provider 2026-08-24 15:34:21 -07:00
__init__.py
conftest.py test(proxy): keep a leaked llm_router out of the next test in the worker 2026-08-20 23:19:17 -07:00
test__types.py test(proxy): pin the request-validation contracts in proxy/_types.py 2026-08-25 23:29:26 -07:00
test_aiohttp_cleanup_closed.py
test_aiohttp_session_recovery.py
test_api_key_masking_in_errors.py
test_audio_speech_prometheus_hooks.py fix(proxy): match /v1/audio/speech content-type to the returned audio format 2026-08-29 13:44:43 -07:00
test_batch_expiry.py test: drop the cwd-relative sys.path.insert calls from the test suite (#37802) 2026-08-22 09:25:58 -07:00
test_batch_metadata_none_fix.py test: drop the cwd-relative sys.path.insert calls from the test suite (#37802) 2026-08-22 09:25:58 -07:00
test_batch_retrieve_bedrock.py test: drop the cwd-relative sys.path.insert calls from the test suite (#37802) 2026-08-22 09:25:58 -07:00
test_batch_x_litellm_model_encoding.py test(proxy): give the x-litellm-model fallback test deterministic openai env creds 2026-08-17 12:42:57 -07:00
test_blocked_response_usage.py fix(responses_api): map bridged chat usage on guardrail-blocked replies 2026-08-14 17:04:27 -07:00
test_budget_reservation.py test(budgets): clear the test-quality violations this branch added 2026-08-29 14:44:00 -07:00
test_caching_routes.py test: drop the cwd-relative sys.path.insert calls from the test suite (#37802) 2026-08-22 09:25:58 -07:00
test_chat_completion_metadata.py
test_claude_code_marketplace.py test: run the 30 test files stranded in the second mirror (#37595) 2026-08-20 10:59:43 -07:00
test_common_request_processing.py Merge remote-tracking branch 'origin/litellm_internal_staging' into litellm_gigachat_passthrough_25886 2026-08-31 13:16:41 -07:00
test_component_allowlists.py feat(proxy): authenticate to Azure Postgres with Microsoft Entra ID tokens 2026-08-20 11:50:16 -07:00
test_conftest.py test(proxy): stop monkeypatch.undo re-planting fixture-mocked prisma_client 2026-08-13 20:11:06 -07:00
test_cors_config.py
test_custom_proxy.py test: drop the cwd-relative sys.path.insert calls from the test suite (#37802) 2026-08-22 09:25:58 -07:00
test_dynamic_mcp_route.py fix(proxy): serve aggregate MCP endpoint on bare /mcp instead of 307-redirecting (#34845) 2026-08-14 17:04:32 -07:00
test_empty_model_list.py test: drop the cwd-relative sys.path.insert calls from the test suite (#37802) 2026-08-22 09:25:58 -07:00
test_enforce_user_param.py test: require a match= on broad pytest.raises, and drop duplicate parametrize cases (#37769) 2026-08-20 20:24:49 -07:00
test_fallback_management_endpoints.py
test_fastapi_offline_routes.py test: drop the cwd-relative sys.path.insert calls from the test suite (#37802) 2026-08-22 09:25:58 -07:00
test_filter_models_by_team_access_group.py test: drop the cwd-relative sys.path.insert calls from the test suite (#37802) 2026-08-22 09:25:58 -07:00
test_health_check_functions.py feat(health): opt-in model-group allowlist for background health checks and health-check routing (#38539) 2026-08-27 12:25:56 -07:00
test_health_check_max_tokens.py fix(proxy): derive auto-router health from its underlying models (#38174) 2026-08-26 16:41:54 -07:00
test_init_litellm_callbacks.py test: run the 30 test files stranded in the second mirror (#37595) 2026-08-20 10:59:43 -07:00
test_langfuse_passthrough_security.py
test_lazy_openapi_snapshot.py refactor(proxy): type the snapshot fragments and wrap a long test line 2026-08-26 14:39:51 -07:00
test_litellm_pre_call_utils.py Merge pull request #38784 from BerriAI/litellm_model_access_group_budgets 2026-08-29 16:06:54 -07:00
test_max_budget_env_var.py
test_mcp_asgi_response.py
test_model_based_routing_files_batches.py
test_model_deprecations_endpoint.py test: drop the cwd-relative sys.path.insert calls from the test suite (#37802) 2026-08-22 09:25:58 -07:00
test_model_dump_with_preserved_fields.py
test_model_id_header_propagation.py feat(proxy): add x-litellm-model-name response header with deployment model string (#33698) 2026-07-17 20:29:42 -07:00
test_model_info_default_limits.py
test_model_level_guardrails.py fix(proxy): apply key/team router_settings.model_group_alias (#35486) 2026-08-03 22:09:47 +00:00
test_model_list_healthy_only.py feat(proxy): hide unhealthy models from model listings, opt-in 2026-08-26 00:13:52 -07:00
test_modify_response_streaming_passthrough.py
test_openai_ws_passthrough_routes.py fix(proxy): close websocket cleanly when OpenAI credentials are missing 2026-08-16 14:40:37 -07:00
test_openapi_schema_validation.py
test_plugin_routes.py
test_pricing_field_strip.py fix(proxy): fold litellm_metadata into metadata on chat routes so tag routing sees merged tags 2026-08-29 00:42:43 -07:00
test_prisma_engine_watchdog.py test: run the 30 test files stranded in the second mirror (#37595) 2026-08-20 10:59:43 -07:00
test_prisma_migration.py fix(proxy): keep a failed prisma generate from failing the migration entrypoint (#37947) 2026-08-22 11:45:19 -07:00
test_prometheus_cleanup.py
test_provider_url_destination_guard.py test: drop the cwd-relative sys.path.insert calls from the test suite (#37802) 2026-08-22 09:25:58 -07:00
test_proxy_cli.py fix(proxy-extras): stop a db push timeout crashing the migration job 2026-08-28 02:14:57 -07:00
test_proxy_logging_hook_detection.py fix(guardrails): match deferred stream dispatch shape per stream owner and defer passthrough logging until guardrail eos 2026-08-29 02:23:12 -07:00
test_proxy_server.py refactor(proxy): bound the budget window seed by time instead of request ids 2026-08-29 17:13:26 -07:00
test_proxy_types.py test: drop the cwd-relative sys.path.insert calls from the test suite (#37802) 2026-08-22 09:25:58 -07:00
test_proxy_utils.py fix(proxy): run SMTP send_email off the event loop with a connection timeout (#38473) 2026-08-29 16:05:57 -07:00
test_pyroscope.py
test_read_model_list.py
test_redis_auth_cache_flag.py test: add six ruff rules that catch tests which cannot fail (#37709) 2026-08-20 14:21:26 -07:00
test_response_model_sanitization.py test: drop the cwd-relative sys.path.insert calls from the test suite (#37802) 2026-08-22 09:25:58 -07:00
test_route_a2a_models.py test: drop the cwd-relative sys.path.insert calls from the test suite (#37802) 2026-08-22 09:25:58 -07:00
test_route_llm_request.py test: drop the cwd-relative sys.path.insert calls from the test suite (#37802) 2026-08-22 09:25:58 -07:00
test_sensitive_route_auth.py
test_shared_health_check.py fix(proxy): derive auto-router health from its underlying models (#38174) 2026-08-26 16:41:54 -07:00
test_spend_log_cleanup.py test: require a match= on broad pytest.raises, and drop duplicate parametrize cases (#37769) 2026-08-20 20:24:49 -07:00
test_swagger_chat_completions.py
test_team_member_update.py
test_team_org_move.py test: require a match= on broad pytest.raises, and drop duplicate parametrize cases (#37769) 2026-08-20 20:24:49 -07:00
test_tools_allowlist_enforcement.py fix(anthropic): close hybrid tool-name allowlist gap and keep native tools through guardrails 2026-08-26 20:37:11 -07:00
test_update_llm_router_resilience.py feat(complexity_router): custom classifier plugins via classifier_type 'custom' (#37249) 2026-08-18 14:09:19 -07:00