Needle MCP Server

Official

by needle-ai

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Deploy Server

One endpoint for every MCP toolRayrun runs every MCP server behind one URL and holds the credentials. Each call is decided per client, tool, and argument, then recorded.ray.runAd

TDQS

A4.4/5.0

Scored 2026-04-18 11:25 across 7 tools

Disambiguation5/5

Each tool has a clearly distinct purpose with no overlap: collection management (create, list, get details, get stats), file management (add, list), and search. The descriptions explicitly differentiate their functions, such as needle_get_collection_details for metadata vs. needle_get_collection_stats for metrics, eliminating any ambiguity.

Naming Consistency5/5

All tools follow a consistent verb_noun pattern with the 'needle_' prefix, using snake_case throughout (e.g., needle_create_collection, needle_list_files). This predictable naming scheme makes it easy for agents to understand and select tools based on their actions and targets.

Tool Count5/5

With 7 tools, the server is well-scoped for document management and search, covering essential operations like collection CRUD, file addition, status monitoring, and semantic search. Each tool serves a clear purpose without redundancy, fitting the domain's needs efficiently.

Completeness4/5

The toolset provides strong coverage for core document management workflows, including collection lifecycle, file processing, and search. A minor gap exists in file deletion or update capabilities, which could limit full CRUD operations, but agents can still perform key tasks like adding, listing, and searching documents effectively.