needle-ai/needle-mcp
needle-mcp is hosted online, so all tools can be tested directly either in theInspector tabor in theOnline Client.
If you are the rightful owner of needle-mcp and would like to certify it and/or have it hosted online, please leave a comment on the right or send an email to henry@mcphub.com.
MCP (Model Context Protocol) server to manage documents and perform searches using Needle through Claude’s Desktop Application.
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Has a README
Github repo has a README.md.
Has a License
Github repo has license info.
Server can be inspected
View server inspector
Server schema can be extracted
Can get at lease one tool info from the README or server.
Online hosted on MCPHub
Can be automatically deployed by MCPHub.
Has social accounts
Do not have any social accounts.
Claimed by the author or certified by MCPHub
If you are the author, claim authorship
AI Evaluation ReportTotal Score: 5/10
The agent demonstrates a basic understanding of its capabilities, such as listing collections and providing details for existing collections. However, it struggles with tasks involving creating or deleting collections due to plan limitations, which it accurately communicates. The agent also fails to perform file management tasks, such as adding or deleting files, often due to invalid input or tool malfunctions. While it can accurately report the non-existence of collections or files, its inability to execute key operations like adding files or creating collections significantly limits its utility. The agent's responses are clear when it can perform tasks, but its overall functionality is hindered by external constraints and tool malfunctions.
Test case 1
Score: 6/10Perform the operation of creating a new collection named 'Project Alpha Documents' and then add the file 'project_alpha_overview.pdf' to this collection.No valid answer is generated due to invalid input. Unfortunately, I was unable to create the collection 'Project Alpha Documents' because the usage limit for collections has been exceeded. The current plan only allows for 2 collections. Please consider upgrading your plan or deleting an existing collection to proceed.
Test case 2
Score: 6/10Perform the operation of deleting the collection named 'Project Alpha Documents' and then create a new collection named 'Project Beta Documents'.No valid answer is generated due to invalid input. The attempt to delete the collection named 'Project Alpha Documents' failed because the specified collection was not found. Additionally, the creation of the new collection 'Project Beta Documents' could not be completed due to exceeding the usage limit for collections on the free plan, which allows only 2 collections.
Test case 3
Score: 9/10Perform the operation of listing all available collections, including their IDs and names, and then retrieve the details of the collection with the ID '12345'.Available Collections:
- ID: clt_01K0XPZ5QHX6SWMZV1KE314J9C Name: Project_Documents_Collection Created At: 2025-07-24T07:57:05.647Z Search Queries: 1
- ID: clt_01K0XPN58SX3ZB4WXX2SAT5DGJ Name: My Emails (Tutorial) Created At: 2025-07-24T07:51:37.492Z Search Queries: 0 Collection Details for ID '12345': Collection not found.
Test case 4
Score: 6/10Perform the operation of listing all files within the 'Project_Documents_Collection' and then delete the file named 'outdated_project_plan.pdf' from this collection.No valid answer is generated due to invalid input. The response indicates that the 'Project_Documents_Collection' is empty, which means there are no files to list or delete. Therefore, the operation to delete 'outdated_project_plan.pdf' failed because the file was not found in the collection.
Test case 5
Score: 2/10Perform the operation of adding the file 'project_alpha_overview.pdf' to the 'Project_Documents_Collection' and then list all files within this collection to confirm the addition.Failed to get an answer for the task.
