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DESCRIBE THE JOB702 SERVERS / PUBLISHED CAPABILITIES
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316 servers match your filters

Stars, downloads & growth
POPULARITY RANK 539

maven-mcp

Maven and Gradle dependency lookups, upgrade checks, CVE scans and end-of-life status for JVM projects

LocalReads only
37GitHub stars
5.3k/moPyPI downloads
44popularity score
POPULARITY RANK 537

Vestige

Local memory for AI agents, stored in a signed append-only log, with tools to trace failures back to a cause

LocalCan change things
660GitHub stars
236/wknpm downloads
44popularity score
POPULARITY RANK 543

autocontext

Agent evaluation and self-improvement harness exposed to MCP clients as scenarios, runs and judges

LocalCan change things
1.3kGitHub stars
209/wknpm downloads
43popularity score
POPULARITY RANK 544

MartinLoop

Puts budgets, verifier gates and run receipts around coding-agent jobs started from an MCP host

LocalCan change things
296GitHub stars
487/wknpm downloads
43popularity score
POPULARITY RANK 549

flutter-skill

End-to-end testing of running Flutter, mobile, desktop and web apps driven through MCP tools

LocalCan change things
403GitHub stars
199/wknpm downloads
43popularity score
POPULARITY RANK 550

scaffold-mcp

Generates projects and feature files from your own scaffold.yaml templates, kept in the repo

LocalCan change things
160GitHub stars
409/wknpm downloads
42popularity score
POPULARITY RANK 552

Socket MCP Server

OFFICIAL SERVER

Socket's dependency risk scores, org alerts and package file inspection for MCP clients

RemoteLocalReads only
15k/wknpm downloads
41popularity score
POPULARITY RANK 553

Beadhive

MCP front end for bh, the Beadhive CLI that runs beads issue tracking across many git repositories

LocalCan change things
30GitHub stars
3.0k/moPyPI downloads
41popularity score
POPULARITY RANK 616

agent-qa documentation MCP

OFFICIAL SERVER

Hosted, read-only search and page reading over Vostride's agent-qa documentation

RemoteReads only
40popularity score
KNOW BEFORE YOU CONNECT

Capabilities.
With context.

A useful server page goes beyond a name and a score. Understand the tools, choose your client, and see what the connection can access.

Explore the server field guide
01 What it does02 How to install03 What it can reach
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CAPABILITIES, WITH EVIDENCE

Start with the task.
Follow the evidence.

Search covers 702 current records and 16,610 published tools. It reads your words and their meaning, and compares both with every server's name, description and individual tools. A misspelt name is read as the nearest one we list, and a package or repository name finds its server directly.

Each result shows the published passage that matched, with your words marked. “Close in meaning” marks a passage that says the same thing in other words. A match is a reason to look at a server, not a guarantee that it will complete your task.

Words such as “official”, “hosted”, “runs locally”, “in Python” or “read only” in your task are applied as filters and said back above the results. “Reads only” uses the record’s explicit access summary. It is not a security certification. Review the full server page and its dated sources before connecting.

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