THE MCP FIELD GUIDE / SEARCH

What do you
want to do?

Describe the job. Find the server that can do it.
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.

6 servers match your task · task relevance first

Stars, downloads & growth

LOOKING FOR / Work with GitHub issues

MATCH 01

Ruflo

Agent swarms with shared vector memory and task routing for Claude Code and other MCP clients

WHY THIS MATCH

Tool claims_board: Show the board of claimed and open issues.

Tool github_repo_analyze: Summarise a repository's activity.

LocalCan change things
81kGitHub stars
87k/wknpm downloads
89popularity score
MATCH 02

comfyui-mcp

Control a ComfyUI install: build and run workflows, fetch models, manage nodes and VRAM

WHY THIS MATCH

Tool report_issue: Disabled: files nothing and only returns the reporting status

LocalCan change things
897GitHub stars
12k/wknpm downloads
78popularity score
MATCH 03

Loki Mode

MCP interface to the Loki Mode coding agent: start runs, read their state and check signed receipts

WHY THIS MATCH

About: …coding agent from Autonomi. Give it a task or an issue from GitHub, GitLab or Jira. It writes the checks before the code, then makes the change and opens a pull request…

LocalCan change things
1.1kGitHub stars
21k/wknpm downloads
79popularity score
MATCH 04

deco Studio

OFFICIAL SERVER

Self-hostable MCP gateway that puts agents, tool connections and model routing behind one endpoint

WHY THIS MATCH

Tool JIRA_ISSUE_SEARCH: Search Jira issues

About: …use. You register other MCP servers in it once (GitHub, Slack, Postgres or any MCP server), and their tokens are kept in an encrypted vault. You then decide which tools…

RemoteLocalCan change things
416GitHub stars
15k/wknpm downloads
78popularity score
MATCH 05

Opik MCP Server

OFFICIAL SERVER

Query, score and annotate Opik traces, datasets, experiments and prompts from an MCP client

WHY THIS MATCH

Tool read: Fetch one project, trace, span, thread, dataset, experiment, prompt or Diagnostics issue by id, name, UI link or opik:// URI

RemoteLocalCan change things
225GitHub stars
3.6k/moPyPI downloads
64popularity score
MATCH 06

EMILIA Protocol MCP Server

OFFICIAL SERVER

Ask for human sign-off on one exact consequential agent action, then check and verify its receipt

WHY THIS MATCH

Tool ep_issue_commit: Issue a signed commit ahead of a high-stakes action (protocol set)

LocalCan change things
554GitHub stars
74/wknpm downloads
38popularity 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
FOR THE BUILDERS

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More ways to explore

CAPABILITIES, WITH EVIDENCE

Start with the task.
Follow the evidence.

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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