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Suyash2013

omni-rag-mcp

by Suyash2013

Server Configuration

Describes the environment variables required to run the server.

NameRequiredDescriptionDefault
OMNI_RAG_QDRANT_HOSTNoRemote Qdrant host (required if QDRANT_MODE=remote)
OMNI_RAG_QDRANT_MODENoQdrant mode: local (default) or remotelocal
OMNI_RAG_QDRANT_PORTNoRemote Qdrant port (required if QDRANT_MODE=remote)
OMNI_RAG_OPENAI_API_KEYNoOpenAI API key required if OMNI_RAG_EMBEDDING_PROVIDER=openai
OMNI_RAG_VOYAGE_API_KEYNoVoyage API key required if OMNI_RAG_EMBEDDING_PROVIDER=voyage
OMNI_RAG_EMBEDDING_PROVIDERNoEmbedding provider: onnx (default), ollama, openai, or voyageonnx

Capabilities

Features and capabilities supported by this server

CapabilityDetails
tools
{
  "listChanged": false
}
prompts
{
  "listChanged": false
}
resources
{
  "subscribe": false,
  "listChanged": false
}
experimental
{}

Tools

Functions exposed to the LLM to take actions

NameDescription
searchC

Search indexed files using semantic or hybrid search.

Args: query: Natural language query. n_results: Optional number of results to return (default: 10).

search_by_fileA

Search indexed files, restricting results to paths matching a pattern.

Args: query: Natural language query. file_pattern: Glob-style pattern or substring for file paths (e.g. '.py', 'models/'). n_results: Optional number of results to return (default: 10).

statsA

Get statistics about the current index.

Returns chunk count, collection name, storage mode, and embedding provider. Use this to verify the index is loaded and check its size.

ingestA

Manually trigger indexing of the current working directory.

Auto-indexes on first search, so you rarely need this. By default, does incremental indexing (only changed files). Use force=True to do a full re-index from scratch.

Args: force: If True, full re-index. If False, incremental update. include_extensions: Optional list of file extensions to include (e.g. [".py", ".ts", "js"]). When provided, ONLY files with these extensions are indexed; the default TEXT_EXTENSIONS allowlist is replaced. Leading dots are optional. exclude_extensions: Optional list of file extensions to exclude (e.g. [".txt", ".md"]). Files with these extensions are skipped even if they would otherwise be indexed. Leading dots are optional.

check_statusA

Check whether the index for the current directory is up to date.

Call this FIRST if you're unsure whether to use semantic search or fall back to file-by-file reading. Returns whether the directory is indexed and whether there are local changes that might make the index stale.

get_contextA

Get a compressed overview of the indexed directory structure.

Returns language breakdown, directory structure, key files, and dependency information. Use this FIRST when starting work on an unfamiliar directory to understand its layout before searching for specific content.

Much cheaper than reading files individually — gives you the big picture in one call.

get_file_signaturesA

Get function and class signatures from files matching a path.

Use this to understand the API surface of a module without reading every file. Returns function names, parameters, return types, and class hierarchies.

More structured than semantic search — gives you the exact interface of code modules.

Args: file_path: Substring to match in file paths (case-insensitive). E.g. "models", "api/routes", ".py", "utils". Empty string matches all files.

get_dependency_graphA

Get the import/dependency graph for the codebase.

Shows which files import from which other files within the project. Use this to understand module boundaries and find the right place to make changes.

Args: file_pattern: Optional substring to filter files (case-insensitive). Empty string analyzes the entire project.

search_codebaseB

[Deprecated: use 'search'] Semantic search over indexed files.

search_codebase_by_fileB

[Deprecated: use 'search_by_file'] Search filtered by file pattern.

get_codebase_contextA

[Deprecated: use 'get_context'] Get directory overview.

collection_statsA

[Deprecated: use 'stats'] Get index statistics.

ingest_current_directoryB

[Deprecated: use 'ingest'] Manually trigger indexing.

check_index_statusA

[Deprecated: use 'check_status'] Check index freshness.

Prompts

Interactive templates invoked by user choice

NameDescription

No prompts

Resources

Contextual data attached and managed by the client

NameDescription

No resources

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