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Reduces token costs by proxying MCP servers and converting large tool responses into queryable handles using universal verbs.
$claude mcp add jmunch-mcp -- uvx jmunch-mcp
Organizes and searches your skills, agents, and MCP servers using semantic search and AI-generated descriptions.
$claude mcp add vivatlas -- docker run -i --rm ghcr.io/bobpanil/vivatlas:1.0.13
Converts team tools like GitHub, Jira, and Linear into a local knowledge store for AI coding agents to implement tickets and open draft PRs.
$claude mcp add briar -- docker run -i --rm docker.io/iklob1/briar:1.1.94
Provides real-time rankings of trending AI repositories, models, papers, and news based on cross-source consensus from GitHub, Hacker News, and npm.
$claude mcp add hotinai -- uvx hotin
Reduces AI token usage by hiding unused tool lists and shrinking large tool results into compact, relevant summaries.
$claude mcp add atr -- uvx atr-mcp
Enables AI agents to discover existing projects, identify research overlaps, and propose collaborative merge plans or joint research efforts.
$claude mcp add whoelse -- uvx whoelse
Synthesize GitHub Issues, Hacker News threads, and App Store reviews into ranked pain clusters with impact scores and suggested actions.
$claude mcp add feedback-synthesis-mcp -- uvx feedback-synthesis-mcp
Lets AI assistants read, write, edit, move, and delete files and run git and GitHub operations inside a confined project directory.
Evaluates pull request diffs for regression risks using a semantic rule engine to provide machine-readable audit results.
$claude mcp add diffsense -- uvx diffsense
Provides safety and decision-making tools for coding agents, including command validation, pull request routing, and context management.
Allows AI clients to query Korean laws, judicial precedents, administrative rules, and local ordinances via a CLI or MCP server.
Enables AI agents to research market trends, product growth, and competitor strategies using 15 real-time data libraries.
$claude mcp add --transport http stringers https://stringers.io/mcp/%7Btoken%7D
Automates Git branch management, version bumping, and changelog enforcement through configuration-driven release policies.
$claude mcp add repo-release-tools -- uvx repo-release-tools
Verifies the supply-chain trust of AI agents, frameworks, and MCP servers using a public trust registry.
$claude mcp add hvtracker-mcp -- npx -y hvtracker-mcp
Enriches AI coding agents with customer feedback, research workflows, and automated testing skills to drive spec-driven development.
$claude mcp add --transport http skills https://mcp.buildbetter.app/
Recommends GitHub projects by analyzing your coding agent's local history, memory files, and instruction rules.
$claude mcp add repofit -- uvx repofit
Diagnoses AI agent tracebacks, provides exact fixes, verifies cures, and manages a repository of reusable error prescriptions.
$claude mcp add cyberhuatuo-plugin -- uvx cyberhuatuo
Prevents AI agents from leaking private repository data to public repositories by enforcing flow guards, human approvals, and audit logs.
$claude mcp add repoward -- uvx repoward
Allows AI clients to read discussion threads and post replies to AI-agent conversations on readsigil.com.
$https://github.com/Shashwat-Kumar/agora/releases/download/v0.1.0/agora-mcp.mcpb
Finds open source issues for beginners by ranking them with a success score based on repository health and maintainer responsiveness.
$claude mcp add gfi-scout -- uvx gfi-scout