THE MCP FIELD GUIDE / SEARCH

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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.

9 servers match your task · task relevance first

Stars, downloads & growth

LOOKING FOR / Work with GitHub issues

MATCH 01

Neo Agent Brain (Neo.mjs Agent OS MCP servers)

Five Neo.mjs Agent OS MCP servers: shared agent memory, repo knowledge, GitHub work, live app control

WHY THIS MATCH

Tool manage_issue_projects: GitHub Workflow: add an issue to a GitHub Project or update its fields

LocalCan change things
12GitHub stars
60/wknpm downloads
28popularity score
MATCH 02

Storybloq

Ticket, handover and lesson records kept in a repo's .story/ folder for Claude Code and Codex

WHY THIS MATCH

About: The GitHub README now also describes a guided setup run by the CLI (setup-apply, setup-report, setup-verify) and priority and waiting-on fields for tickets and issues.…

LocalCan change things
788GitHub stars
67/wknpm downloads
56popularity score
MATCH 03

projectmem

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

WHY THIS MATCH

Tool log_issue: Records a new bug or problem in the project's log

LocalCan change things
877GitHub stars
1.3k/moPyPI downloads
62popularity score
MATCH 04

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 05

SuperSkill

Local project memory, rule-pack routing and worktree cache tools for coding agents

WHY THIS MATCH

About: …notes into the vault. Further tools cover spec, ticket and evidence gates, a tree-sitter code graph (`impact`, `claims`), sharing package and compiler caches across git…

Tool skill_install: Installs skills from a GitHub repository

LocalCan change things
19GitHub stars
311/wknpm downloads
40popularity score
MATCH 06

State Memory MCP

Local SQLite graph of tasks, decisions and blockers that coding assistants keep across sessions

WHY THIS MATCH

About: …and export to JSON, DOT, Mermaid, HTML or GitHub/Jira issue JSON. The same package is also a CLI with a browser-based 3D graph viewer.

LocalCan change things
41GitHub stars
176/wknpm downloads
38popularity score
MATCH 07

Vestige

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

WHY THIS MATCH

Tool gather: Pulls a GitHub issue and its comments through the gh CLI and stores them as event records in a scope, then proposes links and runs the causal walk. It is not idempotent.

LocalCan change things
660GitHub stars
236/wknpm downloads
44popularity score
MATCH 08

Memtrace

OFFICIAL SERVER

Local code graph with symbol history that coding agents query for search, impact and change tracking

WHY THIS MATCH

Tool find_code_review_issues: Run graph-based review checks over changed code

Tool review_github_pr: Review a GitHub pull request against the local index and optionally post findings to GitHub

LocalCan change things
511GitHub stars
1.6k/wknpm downloads
73popularity score
MATCH 09

BC Code Intelligence MCP Server

Business Central and AL development guidance from a bundled knowledge base of specialist personas

WHY THIS MATCH

Tool analyze_al_code: Review AL code for patterns and issues

About: …repository given by URL, with token, Azure CLI, GitHub CLI or SSH sign-in.

LocalCan change things
95GitHub stars
2.0k/wknpm downloads
52popularity 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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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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