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Explore real capabilities, then see what each connection can reach.

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DESCRIBE THE JOB702 SERVERS / PUBLISHED CAPABILITIES
THE DIRECTORY

Servers for your task.

13 servers match your task · task relevance first

Stars, downloads & growth

LOOKING FOR / Automate a browser

MATCH 10

RuVector MCP Server

OFFICIAL SERVER

Gives a coding agent local semantic memory, code analysis and routing tools from the RuVector vector database.

WHY THIS MATCH

About: …and caches a small embedding model. For automated agents the README recommends installing a pinned version locally (npm install --save-exact ruvector) rather than…

LocalCan change things
4.7kGitHub stars
250k/wknpm downloads
105popularity score
MATCH 11

Memorix

Local project memory shared by coding agents, kept per Git repository in SQLite

WHY THIS MATCH

Tool memorix_knowledge: Review claims and compile Knowledge Workspace pages and workflows

LocalCan change things
915GitHub stars
1.1k/wknpm downloads
69popularity score
MATCH 12

Agent Swarm

OFFICIAL SERVER

Self-hosted multi-agent orchestration API whose MCP endpoint hands tasks, memory and schedules to agents

WHY THIS MATCH

About: …searched. Schedules can be cron or one-off, and workflows can pause until a person approves a step. Skills, per-agent MCP servers, key-value state, pages and small apps…

LocalCan change things
1.0kGitHub stars
3.2k/wknpm downloads
72popularity score
MATCH 13

projectmem

Local per-repo memory for coding agents that flags files where earlier fixes failed

WHY THIS MATCH

Tool get_instructions: Returns the workflow rules an agent should follow for this project

LocalCan change things
877GitHub stars
1.3k/moPyPI downloads
62popularity score
KNOW BEFORE YOU CONNECT

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

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Search covers 702 current records and 16,595 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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