diff --git a/pyproject.toml b/pyproject.toml index 934ef7f0..55a347f8 100644 --- a/pyproject.toml +++ b/pyproject.toml @@ -35,6 +35,10 @@ dependencies = [ ] [project.optional-dependencies] +mcp = [ + "fastmcp>=2.0.0 ; python_version >= '3.10'", + "pydantic-settings>=2.0", +] mistralai = ["mistralai>=1.0.0"] openai = ["openai>=1.1.0"] nltk = ["nltk>=3.8.1,<4"] diff --git a/redisvl/mcp/__init__.py b/redisvl/mcp/__init__.py new file mode 100644 index 00000000..f86933e6 --- /dev/null +++ b/redisvl/mcp/__init__.py @@ -0,0 +1,14 @@ +from redisvl.mcp.config import MCPConfig, load_mcp_config +from redisvl.mcp.errors import MCPErrorCode, RedisVLMCPError, map_exception +from redisvl.mcp.server import RedisVLMCPServer +from redisvl.mcp.settings import MCPSettings + +__all__ = [ + "MCPConfig", + "MCPErrorCode", + "MCPSettings", + "RedisVLMCPError", + "RedisVLMCPServer", + "load_mcp_config", + "map_exception", +] diff --git a/redisvl/mcp/config.py b/redisvl/mcp/config.py new file mode 100644 index 00000000..939c7c6d --- /dev/null +++ b/redisvl/mcp/config.py @@ -0,0 +1,297 @@ +import os +import re +from copy import deepcopy +from pathlib import Path +from typing import Any, Dict, Optional + +import yaml +from pydantic import BaseModel, ConfigDict, Field, model_validator + +from redisvl.schema.fields import BaseField +from redisvl.schema.schema import IndexSchema + +_ENV_PATTERN = re.compile(r"\$\{([^}:]+)(?::-([^}]*))?\}") + + +class MCPRuntimeConfig(BaseModel): + """Runtime limits and validated field mappings for MCP requests.""" + + text_field_name: str = Field(..., min_length=1) + vector_field_name: str = Field(..., min_length=1) + default_embed_text_field: str = Field(..., min_length=1) + default_limit: int = 10 + max_limit: int = 100 + max_upsert_records: int = 64 + skip_embedding_if_present: bool = True + startup_timeout_seconds: int = 30 + request_timeout_seconds: int = 60 + max_concurrency: int = 16 + + @model_validator(mode="after") + def _validate_limits(self) -> "MCPRuntimeConfig": + """Validate runtime bounds during config load.""" + if self.default_limit <= 0: + raise ValueError("runtime.default_limit must be greater than 0") + if self.max_limit < self.default_limit: + raise ValueError( + "runtime.max_limit must be greater than or equal to runtime.default_limit" + ) + if self.max_upsert_records <= 0: + raise ValueError("runtime.max_upsert_records must be greater than 0") + if self.startup_timeout_seconds <= 0: + raise ValueError("runtime.startup_timeout_seconds must be greater than 0") + if self.request_timeout_seconds <= 0: + raise ValueError("runtime.request_timeout_seconds must be greater than 0") + if self.max_concurrency <= 0: + raise ValueError("runtime.max_concurrency must be greater than 0") + return self + + +class MCPVectorizerConfig(BaseModel): + """Vectorizer constructor contract loaded from YAML.""" + + model_config = ConfigDict(populate_by_name=True, extra="allow") + + class_name: str = Field(alias="class", min_length=1) + model: str = Field(..., min_length=1) + + @property + def extra_kwargs(self) -> Dict[str, Any]: + """Return vectorizer kwargs other than the normalized `class` and `model`.""" + return dict(self.model_extra or {}) + + def to_init_kwargs(self) -> Dict[str, Any]: + """Build kwargs suitable for directly instantiating the vectorizer.""" + return {"model": self.model, **self.extra_kwargs} + + +class MCPServerConfig(BaseModel): + """Server-level bootstrap configuration.""" + + redis_url: str = Field(..., min_length=1) + + +class MCPSchemaOverrideField(BaseModel): + """Allowed schema override fragment for one already-discovered field.""" + + name: str = Field(..., min_length=1) + type: str = Field(..., min_length=1) + path: Optional[str] = None + attrs: Dict[str, Any] = Field(default_factory=dict) + + +class MCPSchemaOverrides(BaseModel): + """Optional field-level schema patches used to fill inspection gaps.""" + + fields: list[MCPSchemaOverrideField] = Field(default_factory=list) + + +class MCPIndexBindingConfig(BaseModel): + """The sole configured v1 index binding.""" + + redis_name: str = Field(..., min_length=1) + vectorizer: MCPVectorizerConfig + runtime: MCPRuntimeConfig + schema_overrides: MCPSchemaOverrides = Field(default_factory=MCPSchemaOverrides) + + +class MCPConfig(BaseModel): + """Validated MCP server configuration loaded from YAML.""" + + server: MCPServerConfig + indexes: Dict[str, MCPIndexBindingConfig] + + @model_validator(mode="after") + def _validate_bindings(self) -> "MCPConfig": + """Validate that there is exactly one configured logical binding.""" + if len(self.indexes) != 1: + raise ValueError( + "indexes must contain exactly one configured index binding" + ) + + binding_id = next(iter(self.indexes)) + if not binding_id.strip(): + raise ValueError("indexes binding id must be non-blank") + return self + + @property + def binding_id(self) -> str: + """Return the single logical binding identifier configured for v1.""" + return next(iter(self.indexes)) + + @property + def binding(self) -> MCPIndexBindingConfig: + """Return the sole configured binding.""" + return self.indexes[self.binding_id] + + @property + def runtime(self) -> MCPRuntimeConfig: + """Expose the sole binding's runtime config for phase 1.""" + return self.binding.runtime + + @property + def vectorizer(self) -> MCPVectorizerConfig: + """Expose the sole binding's vectorizer config for phase 1.""" + return self.binding.vectorizer + + @property + def redis_name(self) -> str: + """Return the existing Redis index name that must be inspected at startup.""" + return self.binding.redis_name + + def inspected_schema_from_index_info( + self, index_info: Dict[str, Any] + ) -> Dict[str, Any]: + """Build a schema dict from FT.INFO while preserving discovered field identity. + + RedisVL's generic FT.INFO conversion omits vector fields when their attrs are + incomplete on older Redis versions. MCP needs those field identities to survive + so schema overrides can patch the missing attrs during startup. + """ + from redisvl.redis.connection import convert_index_info_to_schema + + schema_dict = convert_index_info_to_schema(index_info) + discovered_fields = { + field["name"]: field + for field in schema_dict.get("fields", []) + if isinstance(field, dict) and "name" in field + } + + storage_type = index_info["index_definition"][1].lower() + for raw_field in index_info.get("attributes", []): + name = raw_field[1] if storage_type == "hash" else raw_field[3] + if name in discovered_fields: + continue + + field = { + "name": name, + "type": str(raw_field[5]).lower(), + } + if storage_type == "json": + field["path"] = raw_field[1] + + # Keep discovered field identity even when FT.INFO omitted attrs. + schema_dict.setdefault("fields", []).append(field) + + return schema_dict + + def merge_schema_overrides( + self, inspected_schema: Dict[str, Any] + ) -> Dict[str, Any]: + """Apply validated schema overrides without allowing identity changes.""" + merged_schema = deepcopy(inspected_schema) + merged_fields = merged_schema.setdefault("fields", []) + discovered_fields = { + field["name"]: field + for field in merged_fields + if isinstance(field, dict) and "name" in field + } + + for override in self.binding.schema_overrides.fields: + discovered = discovered_fields.get(override.name) + if discovered is None: + raise ValueError( + f"schema_overrides.fields '{override.name}' not found in inspected schema" + ) + + discovered_type = str(discovered.get("type", "")).lower() + override_type = override.type.lower() + if discovered_type != override_type: + raise ValueError( + f"schema_overrides.fields '{override.name}' cannot change discovered field type" + ) + + discovered_path = discovered.get("path") + if override.path is not None and override.path != discovered_path: + raise ValueError( + f"schema_overrides.fields '{override.name}' cannot change discovered field path" + ) + + if override.attrs: + merged_attrs = dict(discovered.get("attrs", {})) + merged_attrs.update(override.attrs) + discovered["attrs"] = merged_attrs + + return merged_schema + + def validate_runtime_mapping(self, schema: IndexSchema) -> None: + """Ensure runtime mappings point at explicit fields in the effective schema.""" + field_names = set(schema.field_names) + + if self.runtime.text_field_name not in field_names: + raise ValueError( + f"runtime.text_field_name '{self.runtime.text_field_name}' not found in schema" + ) + + if self.runtime.default_embed_text_field not in field_names: + raise ValueError( + "runtime.default_embed_text_field " + f"'{self.runtime.default_embed_text_field}' not found in schema" + ) + + vector_field = schema.fields.get(self.runtime.vector_field_name) + if vector_field is None: + raise ValueError( + f"runtime.vector_field_name '{self.runtime.vector_field_name}' not found in schema" + ) + if vector_field.type != "vector": + raise ValueError( + f"runtime.vector_field_name '{self.runtime.vector_field_name}' must reference a vector field" + ) + + def to_index_schema(self, inspected_schema: Dict[str, Any]) -> IndexSchema: + """Apply overrides to an inspected schema and validate the effective result.""" + merged_schema = self.merge_schema_overrides(inspected_schema) + schema = IndexSchema.model_validate(merged_schema) + self.validate_runtime_mapping(schema) + return schema + + def get_vector_field(self, schema: IndexSchema) -> BaseField: + """Return the effective vector field from a validated schema.""" + return schema.fields[self.runtime.vector_field_name] + + def get_vector_field_dims(self, schema: IndexSchema) -> Optional[int]: + """Return the effective vector dimensions when the field exposes them.""" + attrs = self.get_vector_field(schema).attrs + return getattr(attrs, "dims", None) + + +def _substitute_env(value: Any) -> Any: + """Recursively resolve `${VAR}` and `${VAR:-default}` placeholders.""" + if isinstance(value, dict): + return {key: _substitute_env(item) for key, item in value.items()} + if isinstance(value, list): + return [_substitute_env(item) for item in value] + if not isinstance(value, str): + return value + + def replace(match: re.Match[str]) -> str: + name = match.group(1) + default = match.group(2) + env_value = os.environ.get(name) + if env_value is not None: + return env_value + if default is not None: + return default + raise ValueError(f"Missing required environment variable: {name}") + + return _ENV_PATTERN.sub(replace, value) + + +def load_mcp_config(path: str) -> MCPConfig: + """Load, substitute, and validate the MCP YAML configuration file.""" + config_path = Path(path).expanduser() + if not config_path.exists(): + raise FileNotFoundError(f"MCP config file {path} does not exist") + + try: + with config_path.open("r", encoding="utf-8") as file: + raw_data = yaml.safe_load(file) + except yaml.YAMLError as exc: + raise ValueError(f"Invalid MCP config YAML: {exc}") from exc + + if not isinstance(raw_data, dict): + raise ValueError("Invalid MCP config YAML: root document must be a mapping") + + substituted = _substitute_env(raw_data) + return MCPConfig.model_validate(substituted) diff --git a/redisvl/mcp/errors.py b/redisvl/mcp/errors.py new file mode 100644 index 00000000..54fb59bc --- /dev/null +++ b/redisvl/mcp/errors.py @@ -0,0 +1,69 @@ +import asyncio +from enum import Enum +from typing import Any, Dict, Optional + +from pydantic import ValidationError +from redis.exceptions import RedisError + +from redisvl.exceptions import RedisSearchError + + +class MCPErrorCode(str, Enum): + """Stable internal error codes exposed by the MCP framework.""" + + INVALID_REQUEST = "invalid_request" + DEPENDENCY_MISSING = "dependency_missing" + BACKEND_UNAVAILABLE = "backend_unavailable" + INTERNAL_ERROR = "internal_error" + + +class RedisVLMCPError(Exception): + """Framework-facing exception carrying a stable MCP error contract.""" + + def __init__( + self, + message: str, + *, + code: MCPErrorCode, + retryable: bool, + metadata: Optional[Dict[str, Any]] = None, + ) -> None: + super().__init__(message) + self.code = code + self.retryable = retryable + self.metadata = metadata or {} + + +def map_exception(exc: Exception) -> RedisVLMCPError: + """Map framework exceptions into deterministic MCP-facing exceptions.""" + if isinstance(exc, RedisVLMCPError): + return exc + + if isinstance(exc, (ValidationError, ValueError, FileNotFoundError)): + return RedisVLMCPError( + str(exc), + code=MCPErrorCode.INVALID_REQUEST, + retryable=False, + ) + + if isinstance(exc, ImportError): + return RedisVLMCPError( + str(exc), + code=MCPErrorCode.DEPENDENCY_MISSING, + retryable=False, + ) + + if isinstance( + exc, (TimeoutError, asyncio.TimeoutError, RedisSearchError, RedisError) + ): + return RedisVLMCPError( + str(exc), + code=MCPErrorCode.BACKEND_UNAVAILABLE, + retryable=True, + ) + + return RedisVLMCPError( + str(exc), + code=MCPErrorCode.INTERNAL_ERROR, + retryable=False, + ) diff --git a/redisvl/mcp/server.py b/redisvl/mcp/server.py new file mode 100644 index 00000000..12e1d6db --- /dev/null +++ b/redisvl/mcp/server.py @@ -0,0 +1,162 @@ +import asyncio +from importlib import import_module +from typing import Any, Awaitable, Optional, Type + +from redisvl.exceptions import RedisSearchError +from redisvl.index import AsyncSearchIndex +from redisvl.mcp.config import MCPConfig, load_mcp_config +from redisvl.mcp.settings import MCPSettings +from redisvl.redis.connection import RedisConnectionFactory +from redisvl.schema import IndexSchema + +try: + from fastmcp import FastMCP +except ImportError: + + class FastMCP: # type: ignore[no-redef] + """Import-safe stand-in used when the optional MCP SDK is unavailable.""" + + def __init__(self, *args, **kwargs): + self.args = args + self.kwargs = kwargs + + +def resolve_vectorizer_class(class_name: str) -> Type[Any]: + """Resolve a vectorizer class from the public RedisVL vectorizer module.""" + vectorize_module = import_module("redisvl.utils.vectorize") + try: + return getattr(vectorize_module, class_name) + except AttributeError as exc: + raise ValueError(f"Unknown vectorizer class: {class_name}") from exc + + +class RedisVLMCPServer(FastMCP): + """MCP server exposing RedisVL capabilities for one existing Redis index.""" + + def __init__(self, settings: MCPSettings): + """Create a server shell with lazy config, index, and vectorizer state.""" + super().__init__("redisvl") + self.mcp_settings = settings + self.config: Optional[MCPConfig] = None + self._index: Optional[AsyncSearchIndex] = None + self._vectorizer: Optional[Any] = None + self._semaphore: Optional[asyncio.Semaphore] = None + + async def startup(self) -> None: + """Load config, inspect the configured index, and initialize dependencies.""" + self.config = load_mcp_config(self.mcp_settings.config) + self._semaphore = asyncio.Semaphore(self.config.runtime.max_concurrency) + timeout = self.config.runtime.startup_timeout_seconds + client = None + + try: + client = await asyncio.wait_for( + RedisConnectionFactory._get_aredis_connection( + redis_url=self.config.server.redis_url + ), + timeout=timeout, + ) + await asyncio.wait_for(client.info("server"), timeout=timeout) + + try: + index_info = await asyncio.wait_for( + AsyncSearchIndex._info(self.config.redis_name, client), + timeout=timeout, + ) + except RedisSearchError as exc: + if self._is_missing_index_error(exc): + raise ValueError( + f"Configured Redis index '{self.config.redis_name}' does not exist" + ) from exc + raise + + inspected_schema = self.config.inspected_schema_from_index_info(index_info) + effective_schema = self.config.to_index_schema(inspected_schema) + self._index = AsyncSearchIndex(schema=effective_schema, redis_client=client) + # The server acquired this client explicitly during startup, so hand + # ownership to the index for a single shutdown path. + self._index._owns_redis_client = True + + self._vectorizer = await asyncio.wait_for( + asyncio.to_thread(self._build_vectorizer), + timeout=timeout, + ) + self._validate_vectorizer_dims(effective_schema) + except Exception: + if self._index is not None: + await self.shutdown() + elif client is not None: + await client.aclose() + raise + + async def shutdown(self) -> None: + """Release owned vectorizer and Redis resources.""" + vectorizer = self._vectorizer + self._vectorizer = None + try: + if vectorizer is not None: + aclose = getattr(vectorizer, "aclose", None) + close = getattr(vectorizer, "close", None) + if callable(aclose): + await aclose() + elif callable(close): + close() + finally: + if self._index is not None: + index = self._index + self._index = None + await index.disconnect() + + async def get_index(self) -> AsyncSearchIndex: + """Return the initialized async index or fail if startup has not run.""" + if self._index is None: + raise RuntimeError("MCP server has not been started") + return self._index + + async def get_vectorizer(self) -> Any: + """Return the initialized vectorizer or fail if startup has not run.""" + if self._vectorizer is None: + raise RuntimeError("MCP server has not been started") + return self._vectorizer + + async def run_guarded(self, operation_name: str, awaitable: Awaitable[Any]) -> Any: + """Run a coroutine under the configured concurrency and timeout limits.""" + del operation_name + if self.config is None or self._semaphore is None: + raise RuntimeError("MCP server has not been started") + + async with self._semaphore: + return await asyncio.wait_for( + awaitable, + timeout=self.config.runtime.request_timeout_seconds, + ) + + def _build_vectorizer(self) -> Any: + """Instantiate the configured vectorizer class from validated config.""" + if self.config is None: + raise RuntimeError("MCP server config not loaded") + + vectorizer_class = resolve_vectorizer_class(self.config.vectorizer.class_name) + return vectorizer_class(**self.config.vectorizer.to_init_kwargs()) + + def _validate_vectorizer_dims(self, schema: IndexSchema) -> None: + """Fail startup when vectorizer dimensions disagree with schema dimensions.""" + if self.config is None or self._vectorizer is None: + return + + configured_dims = self.config.get_vector_field_dims(schema) + actual_dims = getattr(self._vectorizer, "dims", None) + if ( + configured_dims is not None + and actual_dims is not None + and configured_dims != actual_dims + ): + raise ValueError( + f"Vectorizer dims {actual_dims} do not match configured vector field dims {configured_dims}" + ) + + @staticmethod + def _is_missing_index_error(exc: RedisSearchError) -> bool: + """Detect the Redis search errors that mean the configured index is absent.""" + message = str(exc).lower() + return "unknown index name" in message or "no such index" in message diff --git a/redisvl/mcp/settings.py b/redisvl/mcp/settings.py new file mode 100644 index 00000000..14aca88d --- /dev/null +++ b/redisvl/mcp/settings.py @@ -0,0 +1,41 @@ +from typing import Any, Optional, cast + +from pydantic import Field +from pydantic_settings import BaseSettings, SettingsConfigDict + + +class MCPSettings(BaseSettings): + """Environment-backed settings for bootstrapping the MCP server.""" + + model_config = SettingsConfigDict( + env_prefix="REDISVL_MCP_", + extra="ignore", + ) + + config: str = Field(..., min_length=1) + read_only: bool = False + tool_search_description: Optional[str] = None + tool_upsert_description: Optional[str] = None + + @classmethod + def from_env( + cls, + *, + config: Optional[str] = None, + read_only: Optional[bool] = None, + tool_search_description: Optional[str] = None, + tool_upsert_description: Optional[str] = None, + ) -> "MCPSettings": + """Build settings from explicit overrides plus `REDISVL_MCP_*` env vars.""" + overrides: dict[str, object] = {} + if config is not None: + overrides["config"] = config + if read_only is not None: + overrides["read_only"] = read_only + if tool_search_description is not None: + overrides["tool_search_description"] = tool_search_description + if tool_upsert_description is not None: + overrides["tool_upsert_description"] = tool_upsert_description + + # `BaseSettings` fills any missing fields from the configured env prefix. + return cls(**cast(dict[str, Any], overrides)) diff --git a/tests/integration/test_mcp/test_server_startup.py b/tests/integration/test_mcp/test_server_startup.py new file mode 100644 index 00000000..8709202a --- /dev/null +++ b/tests/integration/test_mcp/test_server_startup.py @@ -0,0 +1,354 @@ +from pathlib import Path +from typing import Optional + +import pytest +import yaml + +from redisvl.index import AsyncSearchIndex +from redisvl.mcp.server import RedisVLMCPServer +from redisvl.mcp.settings import MCPSettings +from redisvl.schema import IndexSchema + + +class FakeVectorizer: + def __init__(self, model: str, dims: int = 3, **kwargs): + self.model = model + self.dims = dims + self.kwargs = kwargs + + +class FailingAsyncCloseVectorizer(FakeVectorizer): + async def aclose(self): + raise RuntimeError("vectorizer close failed") + + +@pytest.fixture +async def existing_index(async_client, worker_id): + created_indexes = [] + + async def factory( + *, + index_name: str, + storage_type: str = "hash", + vector_path: Optional[str] = None, + ) -> AsyncSearchIndex: + fields = [{"name": "content", "type": "text"}] + vector_field = { + "name": "embedding", + "type": "vector", + "attrs": { + "algorithm": "flat", + "dims": 3, + "distance_metric": "cosine", + "datatype": "float32", + }, + } + if storage_type == "json": + fields[0]["path"] = "$.content" + vector_field["path"] = vector_path or "$.embedding" + + fields.append(vector_field) + schema = IndexSchema.from_dict( + { + "index": { + "name": f"{index_name}-{worker_id}", + "prefix": f"{index_name}:{worker_id}", + "storage_type": storage_type, + }, + "fields": fields, + } + ) + index = AsyncSearchIndex(schema=schema, redis_client=async_client) + await index.create(overwrite=True, drop=True) + created_indexes.append(index) + return index + + yield factory + + for index in created_indexes: + try: + await index.delete(drop=True) + except Exception: + pass + + +@pytest.fixture +def mcp_config_path(tmp_path: Path, redis_url: str): + def factory( + *, + redis_name: str, + vector_dims: int = 3, + schema_overrides: Optional[dict] = None, + runtime_overrides: Optional[dict] = None, + ) -> str: + runtime = { + "text_field_name": "content", + "vector_field_name": "embedding", + "default_embed_text_field": "content", + } + if runtime_overrides: + runtime.update(runtime_overrides) + + config = { + "server": {"redis_url": redis_url}, + "indexes": { + "knowledge": { + "redis_name": redis_name, + "vectorizer": { + "class": "FakeVectorizer", + "model": "fake-model", + "dims": vector_dims, + }, + "runtime": runtime, + } + }, + } + if schema_overrides is not None: + config["indexes"]["knowledge"]["schema_overrides"] = schema_overrides + + config_path = tmp_path / f"{redis_name}.yaml" + config_path.write_text(yaml.safe_dump(config), encoding="utf-8") + return str(config_path) + + return factory + + +@pytest.mark.asyncio +async def test_server_startup_success(monkeypatch, existing_index, mcp_config_path): + index = await existing_index(index_name="mcp-startup") + monkeypatch.setattr( + "redisvl.mcp.server.resolve_vectorizer_class", + lambda class_name: FakeVectorizer, + ) + server = RedisVLMCPServer( + MCPSettings(config=mcp_config_path(redis_name=index.name)) + ) + + await server.startup() + + started_index = await server.get_index() + vectorizer = await server.get_vectorizer() + + assert await started_index.exists() is True + assert started_index.schema.index.name == index.name + assert vectorizer.dims == 3 + + await server.shutdown() + + +@pytest.mark.asyncio +async def test_server_fails_when_configured_index_is_missing( + monkeypatch, mcp_config_path, worker_id +): + monkeypatch.setattr( + "redisvl.mcp.server.resolve_vectorizer_class", + lambda class_name: FakeVectorizer, + ) + server = RedisVLMCPServer( + MCPSettings(config=mcp_config_path(redis_name=f"missing-{worker_id}")) + ) + + with pytest.raises(ValueError, match="does not exist"): + await server.startup() + + +@pytest.mark.asyncio +async def test_server_uses_schema_overrides_when_inspection_is_incomplete( + monkeypatch, existing_index, mcp_config_path +): + index = await existing_index(index_name="mcp-overrides") + monkeypatch.setattr( + "redisvl.mcp.server.resolve_vectorizer_class", + lambda class_name: FakeVectorizer, + ) + original_info = AsyncSearchIndex._info + + async def incomplete_info(name, redis_client): + info = await original_info(name, redis_client) + for field in info["attributes"]: + if "VECTOR" in field: + del field[6:] + return info + + monkeypatch.setattr( + "redisvl.mcp.server.AsyncSearchIndex._info", + staticmethod(incomplete_info), + ) + server = RedisVLMCPServer( + MCPSettings( + config=mcp_config_path( + redis_name=index.name, + schema_overrides={ + "fields": [ + { + "name": "embedding", + "type": "vector", + "attrs": { + "algorithm": "flat", + "dims": 3, + "datatype": "float32", + "distance_metric": "cosine", + }, + } + ] + }, + ) + ) + ) + + await server.startup() + + started_index = await server.get_index() + assert started_index.schema.fields["embedding"].attrs.dims == 3 + + await server.shutdown() + + +@pytest.mark.asyncio +async def test_server_fails_on_conflicting_schema_override( + monkeypatch, existing_index, mcp_config_path +): + index = await existing_index( + index_name="mcp-conflict", + storage_type="json", + vector_path="$.embedding", + ) + monkeypatch.setattr( + "redisvl.mcp.server.resolve_vectorizer_class", + lambda class_name: FakeVectorizer, + ) + server = RedisVLMCPServer( + MCPSettings( + config=mcp_config_path( + redis_name=index.name, + schema_overrides={ + "fields": [ + { + "name": "embedding", + "type": "vector", + "path": "$.other_embedding", + } + ] + }, + ) + ) + ) + + with pytest.raises(ValueError, match="cannot change discovered field path"): + await server.startup() + + +@pytest.mark.asyncio +async def test_server_fails_fast_on_vector_dimension_mismatch( + monkeypatch, existing_index, mcp_config_path +): + index = await existing_index(index_name="mcp-dims") + monkeypatch.setattr( + "redisvl.mcp.server.resolve_vectorizer_class", + lambda class_name: FakeVectorizer, + ) + server = RedisVLMCPServer( + MCPSettings(config=mcp_config_path(redis_name=index.name, vector_dims=8)) + ) + + with pytest.raises(ValueError, match="Vectorizer dims"): + await server.startup() + + +@pytest.mark.asyncio +async def test_server_startup_failure_disconnects_index( + monkeypatch, existing_index, mcp_config_path +): + index = await existing_index(index_name="mcp-startup-failure") + monkeypatch.setattr( + "redisvl.mcp.server.resolve_vectorizer_class", + lambda class_name: FakeVectorizer, + ) + original_disconnect = AsyncSearchIndex.disconnect + disconnect_called = False + + async def tracked_disconnect(self): + nonlocal disconnect_called + disconnect_called = True + await original_disconnect(self) + + monkeypatch.setattr( + "redisvl.mcp.server.AsyncSearchIndex.disconnect", + tracked_disconnect, + ) + server = RedisVLMCPServer( + MCPSettings(config=mcp_config_path(redis_name=index.name, vector_dims=8)) + ) + + with pytest.raises(ValueError, match="Vectorizer dims"): + await server.startup() + + assert disconnect_called is True + + +@pytest.mark.asyncio +async def test_server_shutdown_disconnects_owned_client( + monkeypatch, existing_index, mcp_config_path +): + index = await existing_index(index_name="mcp-shutdown") + monkeypatch.setattr( + "redisvl.mcp.server.resolve_vectorizer_class", + lambda class_name: FakeVectorizer, + ) + server = RedisVLMCPServer( + MCPSettings(config=mcp_config_path(redis_name=index.name)) + ) + + await server.startup() + started_index = await server.get_index() + + assert started_index.client is not None + + await server.shutdown() + + assert started_index.client is None + + +@pytest.mark.asyncio +async def test_server_get_index_fails_after_shutdown( + monkeypatch, existing_index, mcp_config_path +): + index = await existing_index(index_name="mcp-get-index-after-shutdown") + monkeypatch.setattr( + "redisvl.mcp.server.resolve_vectorizer_class", + lambda class_name: FakeVectorizer, + ) + server = RedisVLMCPServer( + MCPSettings(config=mcp_config_path(redis_name=index.name)) + ) + + await server.startup() + await server.shutdown() + + with pytest.raises(RuntimeError, match="has not been started"): + await server.get_index() + + +@pytest.mark.asyncio +async def test_server_shutdown_disconnects_index_when_vectorizer_close_fails( + monkeypatch, existing_index, mcp_config_path +): + index = await existing_index(index_name="mcp-shutdown-failure") + monkeypatch.setattr( + "redisvl.mcp.server.resolve_vectorizer_class", + lambda class_name: FailingAsyncCloseVectorizer, + ) + server = RedisVLMCPServer( + MCPSettings(config=mcp_config_path(redis_name=index.name)) + ) + + await server.startup() + started_index = await server.get_index() + + with pytest.raises(RuntimeError, match="vectorizer close failed"): + await server.shutdown() + + assert started_index.client is None + + with pytest.raises(RuntimeError, match="has not been started"): + await server.get_vectorizer() diff --git a/tests/test_imports.py b/tests/test_imports.py index 4e3aa9b7..b8a0a90a 100644 --- a/tests/test_imports.py +++ b/tests/test_imports.py @@ -16,6 +16,10 @@ import traceback from typing import Iterable +# The MCP package depends on optional MCP extras, so import-sanity runs without +# those extras should skip it rather than fail noisily. +EXCLUDED_MODULE_PREFIXES = ("redisvl.mcp",) + def iter_modules(package_name: str) -> Iterable[str]: """Iterate over all modules in a package, including subpackages.""" @@ -34,6 +38,9 @@ def sanity_check_imports(package_name: str) -> int: failures = [] for fullname in iter_modules(package_name): + if fullname.startswith(EXCLUDED_MODULE_PREFIXES): + print(f"[SKIP] {fullname}") + continue try: importlib.import_module(fullname) print(f"[ OK ] {fullname}") diff --git a/tests/unit/test_mcp/conftest.py b/tests/unit/test_mcp/conftest.py new file mode 100644 index 00000000..f5d7e2bc --- /dev/null +++ b/tests/unit/test_mcp/conftest.py @@ -0,0 +1,8 @@ +import pytest + + +@pytest.fixture(scope="session", autouse=True) +def redis_container(): + # Shadow the repo-wide autouse Redis container fixture so MCP unit tests stay + # pure-unit and do not require Docker; Redis coverage lives in integration tests. + yield None diff --git a/tests/unit/test_mcp/test_config.py b/tests/unit/test_mcp/test_config.py new file mode 100644 index 00000000..4a0520f0 --- /dev/null +++ b/tests/unit/test_mcp/test_config.py @@ -0,0 +1,277 @@ +from copy import deepcopy +from pathlib import Path + +import pytest +import yaml + +from redisvl.mcp.config import MCPConfig, load_mcp_config +from redisvl.schema import IndexSchema + + +def _valid_config() -> dict: + return { + "server": {"redis_url": "redis://localhost:6379"}, + "indexes": { + "knowledge": { + "redis_name": "docs-index", + "vectorizer": {"class": "FakeVectorizer", "model": "test-model"}, + "runtime": { + "text_field_name": "content", + "vector_field_name": "embedding", + "default_embed_text_field": "content", + }, + } + }, + } + + +def _inspected_schema() -> dict: + return { + "index": { + "name": "docs-index", + "prefix": "doc", + "storage_type": "hash", + }, + "fields": [ + {"name": "content", "type": "text"}, + { + "name": "embedding", + "type": "vector", + "attrs": { + "algorithm": "flat", + "dims": 3, + "distance_metric": "cosine", + "datatype": "float32", + }, + }, + ], + } + + +def test_load_mcp_config_file_not_found(): + with pytest.raises(FileNotFoundError): + load_mcp_config("/tmp/does-not-exist.yaml") + + +def test_load_mcp_config_invalid_yaml(tmp_path: Path): + config_path = tmp_path / "mcp.yaml" + config_path.write_text("server: [", encoding="utf-8") + + with pytest.raises(ValueError, match="Invalid MCP config YAML"): + load_mcp_config(str(config_path)) + + +def test_load_mcp_config_env_substitution(tmp_path: Path, monkeypatch): + config_path = tmp_path / "mcp.yaml" + config_path.write_text( + """ +server: + redis_url: ${REDIS_URL:-redis://localhost:6379} +indexes: + knowledge: + redis_name: docs-index + vectorizer: + class: FakeVectorizer + model: ${VECTOR_MODEL:-test-model} + api_config: + api_key: ${OPENAI_API_KEY} + runtime: + text_field_name: content + vector_field_name: embedding + default_embed_text_field: content +""".strip(), + encoding="utf-8", + ) + monkeypatch.setenv("OPENAI_API_KEY", "secret") + + config = load_mcp_config(str(config_path)) + + assert config.server.redis_url == "redis://localhost:6379" + assert config.binding_id == "knowledge" + assert config.redis_name == "docs-index" + assert config.vectorizer.class_name == "FakeVectorizer" + assert config.vectorizer.model == "test-model" + assert config.vectorizer.extra_kwargs == {"api_config": {"api_key": "secret"}} + + +def test_load_mcp_config_required_env_missing(tmp_path: Path, monkeypatch): + config_path = tmp_path / "mcp.yaml" + config_path.write_text( + """ +server: + redis_url: redis://localhost:6379 +indexes: + knowledge: + redis_name: docs-index + vectorizer: + class: FakeVectorizer + model: ${VECTOR_MODEL} + runtime: + text_field_name: content + vector_field_name: embedding + default_embed_text_field: content +""".strip(), + encoding="utf-8", + ) + monkeypatch.delenv("VECTOR_MODEL", raising=False) + + with pytest.raises(ValueError, match="Missing required environment variable"): + load_mcp_config(str(config_path)) + + +def test_mcp_config_requires_server_redis_url(): + config = _valid_config() + config["server"]["redis_url"] = "" + + with pytest.raises(ValueError, match="redis_url"): + MCPConfig.model_validate(config) + + +@pytest.mark.parametrize( + "indexes", + [ + {}, + { + "knowledge": deepcopy(_valid_config()["indexes"]["knowledge"]), + "other": deepcopy(_valid_config()["indexes"]["knowledge"]), + }, + ], +) +def test_mcp_config_validates_index_count(indexes): + config = _valid_config() + config["indexes"] = indexes + + with pytest.raises(ValueError, match="exactly one configured index binding"): + MCPConfig.model_validate(config) + + +def test_mcp_config_rejects_blank_binding_id(): + config = _valid_config() + config["indexes"] = {"": deepcopy(config["indexes"]["knowledge"])} + + with pytest.raises(ValueError, match="binding id"): + MCPConfig.model_validate(config) + + +def test_mcp_config_rejects_blank_redis_name(): + config = _valid_config() + config["indexes"]["knowledge"]["redis_name"] = "" + + with pytest.raises(ValueError, match="redis_name"): + MCPConfig.model_validate(config) + + +def test_mcp_config_binding_helpers(): + config = MCPConfig.model_validate(_valid_config()) + + assert config.binding_id == "knowledge" + assert config.binding.redis_name == "docs-index" + assert config.runtime.default_embed_text_field == "content" + assert config.vectorizer.class_name == "FakeVectorizer" + assert config.redis_name == "docs-index" + + +def test_mcp_config_merges_schema_overrides_into_inspection_result(): + config_dict = _valid_config() + config_dict["indexes"]["knowledge"]["schema_overrides"] = { + "fields": [ + { + "name": "embedding", + "type": "vector", + "attrs": { + "dims": 1536, + "datatype": "float32", + "distance_metric": "cosine", + }, + } + ] + } + inspected = _inspected_schema() + inspected["fields"][1]["attrs"] = {"algorithm": "flat"} + config = MCPConfig.model_validate(config_dict) + + schema = config.to_index_schema(inspected) + + assert isinstance(schema, IndexSchema) + assert schema.index.name == "docs-index" + assert schema.fields["embedding"].attrs.dims == 1536 + assert str(schema.fields["embedding"].attrs.algorithm).lower().endswith("flat") + + +def test_mcp_config_rejects_override_for_unknown_field(): + config_dict = _valid_config() + config_dict["indexes"]["knowledge"]["schema_overrides"] = { + "fields": [{"name": "missing", "type": "text"}] + } + config = MCPConfig.model_validate(config_dict) + + with pytest.raises(ValueError, match="schema_overrides.fields.*missing"): + config.to_index_schema(_inspected_schema()) + + +def test_mcp_config_rejects_override_type_conflict(): + config_dict = _valid_config() + config_dict["indexes"]["knowledge"]["schema_overrides"] = { + "fields": [{"name": "embedding", "type": "text"}] + } + config = MCPConfig.model_validate(config_dict) + + with pytest.raises(ValueError, match="cannot change discovered field type"): + config.to_index_schema(_inspected_schema()) + + +def test_mcp_config_rejects_override_path_conflict(): + config_dict = _valid_config() + config_dict["indexes"]["knowledge"]["schema_overrides"] = { + "fields": [{"name": "content", "type": "text", "path": "$.body"}] + } + inspected = { + "index": { + "name": "docs-index", + "prefix": "doc", + "storage_type": "json", + }, + "fields": [ + {"name": "content", "type": "text", "path": "$.content"}, + { + "name": "embedding", + "type": "vector", + "path": "$.embedding", + "attrs": { + "algorithm": "flat", + "dims": 3, + "distance_metric": "cosine", + "datatype": "float32", + }, + }, + ], + } + config = MCPConfig.model_validate(config_dict) + + with pytest.raises(ValueError, match="cannot change discovered field path"): + config.to_index_schema(inspected) + + +def test_mcp_config_validates_runtime_mapping_against_effective_schema(): + config_dict = _valid_config() + config_dict["indexes"]["knowledge"]["runtime"]["vector_field_name"] = "content" + config = MCPConfig.model_validate(config_dict) + + with pytest.raises(ValueError, match="runtime.vector_field_name"): + config.to_index_schema(_inspected_schema()) + + +def test_load_mcp_config_requires_exactly_one_binding(tmp_path: Path): + config_path = tmp_path / "mcp.yaml" + config_path.write_text( + yaml.safe_dump( + { + "server": {"redis_url": "redis://localhost:6379"}, + "indexes": {}, + } + ), + encoding="utf-8", + ) + + with pytest.raises(ValueError, match="exactly one configured index binding"): + load_mcp_config(str(config_path)) diff --git a/tests/unit/test_mcp/test_errors.py b/tests/unit/test_mcp/test_errors.py new file mode 100644 index 00000000..066e3173 --- /dev/null +++ b/tests/unit/test_mcp/test_errors.py @@ -0,0 +1,66 @@ +from pydantic import BaseModel, ValidationError +from redis.exceptions import ConnectionError as RedisConnectionError + +from redisvl.exceptions import RedisSearchError +from redisvl.mcp.errors import MCPErrorCode, RedisVLMCPError, map_exception + + +class SampleModel(BaseModel): + value: int + + +def test_validation_errors_map_to_invalid_request(): + try: + SampleModel.model_validate({"value": "bad"}) + except ValidationError as exc: + mapped = map_exception(exc) + + assert mapped.code == MCPErrorCode.INVALID_REQUEST + assert mapped.retryable is False + + +def test_import_error_maps_to_dependency_missing(): + mapped = map_exception(ImportError("missing package")) + + assert mapped.code == MCPErrorCode.DEPENDENCY_MISSING + assert mapped.retryable is False + + +def test_redis_errors_map_to_backend_unavailable(): + mapped = map_exception(RedisSearchError("redis unavailable")) + + assert mapped.code == MCPErrorCode.BACKEND_UNAVAILABLE + assert mapped.retryable is True + + +def test_redis_connection_errors_map_to_backend_unavailable(): + mapped = map_exception(RedisConnectionError("boom")) + + assert mapped.code == MCPErrorCode.BACKEND_UNAVAILABLE + assert mapped.retryable is True + + +def test_timeout_error_maps_to_backend_unavailable(): + mapped = map_exception(TimeoutError("timed out")) + + assert mapped.code == MCPErrorCode.BACKEND_UNAVAILABLE + assert mapped.retryable is True + + +def test_unknown_errors_map_to_internal_error(): + mapped = map_exception(RuntimeError("unexpected")) + + assert mapped.code == MCPErrorCode.INTERNAL_ERROR + assert mapped.retryable is False + + +def test_existing_framework_error_is_preserved(): + original = RedisVLMCPError( + "already mapped", + code=MCPErrorCode.INVALID_REQUEST, + retryable=False, + ) + + mapped = map_exception(original) + + assert mapped is original diff --git a/tests/unit/test_mcp/test_settings.py b/tests/unit/test_mcp/test_settings.py new file mode 100644 index 00000000..cf4b8800 --- /dev/null +++ b/tests/unit/test_mcp/test_settings.py @@ -0,0 +1,45 @@ +from pydantic_settings import BaseSettings + +from redisvl.mcp.settings import MCPSettings + + +def test_settings_reads_env_defaults(monkeypatch): + monkeypatch.setenv("REDISVL_MCP_CONFIG", "/tmp/mcp.yaml") + monkeypatch.setenv("REDISVL_MCP_READ_ONLY", "true") + monkeypatch.setenv("REDISVL_MCP_TOOL_SEARCH_DESCRIPTION", "search docs") + monkeypatch.setenv("REDISVL_MCP_TOOL_UPSERT_DESCRIPTION", "upsert docs") + + settings = MCPSettings() + + assert settings.config == "/tmp/mcp.yaml" + assert settings.read_only is True + assert settings.tool_search_description == "search docs" + assert settings.tool_upsert_description == "upsert docs" + + +def test_settings_explicit_values_override_env(monkeypatch): + monkeypatch.setenv("REDISVL_MCP_CONFIG", "/tmp/from-env.yaml") + monkeypatch.setenv("REDISVL_MCP_READ_ONLY", "true") + + settings = MCPSettings.from_env( + config="/tmp/from-arg.yaml", + read_only=False, + ) + + assert settings.config == "/tmp/from-arg.yaml" + assert settings.read_only is False + + +def test_settings_defaults_optional_descriptions(monkeypatch): + monkeypatch.delenv("REDISVL_MCP_TOOL_SEARCH_DESCRIPTION", raising=False) + monkeypatch.delenv("REDISVL_MCP_TOOL_UPSERT_DESCRIPTION", raising=False) + monkeypatch.setenv("REDISVL_MCP_CONFIG", "/tmp/mcp.yaml") + + settings = MCPSettings.from_env() + + assert settings.tool_search_description is None + assert settings.tool_upsert_description is None + + +def test_settings_uses_pydantic_base_settings(): + assert issubclass(MCPSettings, BaseSettings) diff --git a/uv.lock b/uv.lock index d7ff8293..8b3cc650 100644 --- a/uv.lock +++ b/uv.lock @@ -22,6 +22,18 @@ wheels = [ { url = "https://files.pythonhosted.org/packages/8d/3f/95338030883d8c8b91223b4e21744b04d11b161a3ef117295d8241f50ab4/accessible_pygments-0.0.5-py3-none-any.whl", hash = "sha256:88ae3211e68a1d0b011504b2ffc1691feafce124b845bd072ab6f9f66f34d4b7", size = 1395903, upload-time = "2024-05-10T11:23:08.421Z" }, ] +[[package]] +name = "aiofile" +version = "3.9.0" +source = { registry = "https://pypi.org/simple" } +dependencies = [ + { name = "caio", marker = "python_full_version >= '3.10'" }, +] +sdist = { url = "https://files.pythonhosted.org/packages/67/e2/d7cb819de8df6b5c1968a2756c3cb4122d4fa2b8fc768b53b7c9e5edb646/aiofile-3.9.0.tar.gz", hash = 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