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  • F
    license
    Not graded
    quality
    C
    maintenance
    A learning-oriented MCP server with tools for greeting, self-introduction, and name shouting, built with TypeScript and Zod validation.
    -
  • A
    license
    A
    quality
    C
    maintenance
    Enables Codex to rank available tools and skills, rerank code and documentation search results, and triage saved output artifacts using Jev-based relevance scoring while leaving final decisions to Codex.
    1
    7
    MIT
  • A
    license
    Not graded
    quality
    B
    maintenance
    Enables an Alexa+ host to place and manage customer-care calls by building a case, navigating phone menus, waiting on hold, explaining the issue, guarding sensitive disclosures, handing off identity checks, recording ticket numbers and promises, and scheduling follow-ups.
    43 npm
    MIT
  • A
    license
    Not graded
    quality
    D
    maintenance
    A learning MCP server that transforms technical topics into four structured parts: definition, analogy, example, and hands-on try-it exercises, enabling beginner-friendly study directly from any MCP client.
    MIT
  • A
    license
    Not graded
    quality
    B
    maintenance
    Enables users to link their Ed Discussion, Moodle and OnTrack accounts through a cloud-hosted SSO broker and then browse course materials, threads, deadlines, grades, tasks and attendance-code evidence from an OAuth-capable MCP client. Course discovery and binding tools let users associate courses across platforms, with per-user scoped access and revocation controls.
    5
    PolyForm Noncommercial 1.0.0
  • A
    license
    Not graded
    quality
    D
    maintenance
    Enables AI agents to learn from their work by recording tasks, extracting patterns, detecting mistakes, and proactively surfacing insights, all using the agent's own model through a cooperative intelligence pattern.
    MIT
  • A
    license
    Not graded
    quality
    D
    maintenance
    Provides stateful prompt optimization using research-backed techniques like APE and OPRO, learning from historical performance data via a vector database. It enables users to automatically refine prompts, retrieve high-performing examples, and track performance analytics through iterative feedback.
    5
    MIT
  • F
    license
    Not graded
    quality
    D
    maintenance
    An MCP server that gives AI coding assistants durable long-term memory, reusable skills, and evidence-based decision intelligence, running fully offline with no external API keys.
    -
  • A
    license
    A
    quality
    F
    maintenance
    Renders source code as beautiful SVG or PNG images with syntax highlighting, line numbers, and diff support. Ideal for AI agents to present code visually to humans or for sharing snippets.
    2
    2 npm
    MIT
  • A
    license
    A
    quality
    B
    maintenance
    An MCP relay that adds a use_jev tool to every connected server, letting the Jev model autonomously select and execute tool calls while the calling model supplies any required text values. It enables agents to delegate multi-step tool use across all configured MCP servers through a single unified interface.
    1
    1
    MIT
  • A
    license
    A
    quality
    D
    maintenance
    A production-grade MCP server for the Code-Fundi API, enabling AI agents to map codebases, search semantically, and analyze blast radius. It provides tools for repository management, AI-powered research, and impact analysis before shipping changes.
    27
    84 npm
    1
    MIT
  • A
    license
    B
    quality
    D
    maintenance
    A modular monolith MCP server connecting multiple providers (Redash, PostgreSQL, GitHub) with unified permission, security, and auditing, enabling secure data access and tool execution.
    4
    42 npm
    Apache 2.0
  • F
    license
    B
    quality
    Not graded
    maintenance
    Turns AI assistants into full-stack software engineers with 36 tools for cognitive reasoning, code validation, project scaffolding, and AI/IDE configuration generation across 130+ programming languages, databases, and frameworks.
    35
    22 npm
    -
  • A
    license
    Not graded
    quality
    C
    maintenance
    Persistent project memory + architectural decisions + pre-execution safety hooks for Claude Code. Local-only storage, multi-repo workspace, automatic knowledge extraction via background auditor.
    8 npm
    14
    MIT
  • A
    license
    Not graded
    quality
    B
    maintenance
    Enables users to read code with selection-based floating explanations, file-purpose summaries, interactive code mind maps, and source navigation, available as an independent web app or Codex plugin. It supports local-only reading workflows, model selection, caching, and project context without sending chat messages.
    MIT
  • A
    license
    Not graded
    quality
    C
    maintenance
    Enables a coding agent to inspect Go HTTP endpoints and their MySQL table interactions, view SQL/source evidence, and collaboratively create or update diagram tabs on a shared browser canvas via MCP.
    MIT
  • A
    license
    Not graded
    quality
    D
    maintenance
    Gives AI coding agents persistent memory by storing observations, decisions, and learnings in a local SQLite database with vector search, full-text search, and a rules engine.
    4
    MIT
  • A
    license
    Not graded
    quality
    D
    maintenance
    An MCP server that provides code quality checks for AI coding assistants, including file size limits, ESLint, architecture compliance, anti-pattern scanning, and comment compliance.
    3 npm
    MIT
  • A
    license
    Not graded
    quality
    D
    maintenance
    Aggregates multiple MCP services into a single unified interface with self-configuration capabilities, enabling dynamic addition and removal of tools via conversation.
    42 npm
    70
    MIT
  • A
    license
    Not graded
    quality
    C
    maintenance
    Execute Python, JavaScript, or SQL code in a sandboxed environment and retrieve stdout, execution time, and errors with pay-per-call via x402 (USDC on Base L2).
    MIT
  • A
    license
    Not graded
    quality
    B
    maintenance
    MCP server for persistent code exploration and diff-aware review, exposing explore and review tools to map call paths, blast radius, and generate explainable risk-scored reports.
    4 npm
    2
    MIT
  • A
    license
    Not graded
    quality
    D
    maintenance
    Multi-language code intelligence MCP server providing structured code analysis including symbol search, references, hierarchies, and change impact. Supports 25 languages with persistent indexing and LSP integration.
    51 npm
    MIT
  • A
    license
    Not graded
    quality
    B
    maintenance
    MCP server that lets an AI analyst place real bets on Binance prediction markets, using Kelly criterion sizing, and tracks its performance through a transparent record of betting slips and outcomes.
    MIT
  • A
    license
    Not graded
    quality
    B
    maintenance
    Enables any MCP client to drive the user's real Chrome profile through a Chrome extension bridge, with tools for navigation, accessibility snapshots, ref-based interactions, console/network reading, screenshots, tab management, and restricted script evaluation.
    1
    MIT
  • A
    license
    Not graded
    quality
    C
    maintenance
    Enables AI coding agents to submit code, files, or diffs for deterministic checks and optional re-verified LLM repair, returning cleaned code, structured findings, and a pass/fixed/reject verdict.
    MIT
  • A
    license
    Not graded
    quality
    D
    maintenance
    Enables semantic code search across indexed code folders using vector embeddings, with support for multiple embedding providers and automatic file watching. Provides an admin UI and integrates with MCP clients for natural language code queries.
    1
    MIT
  • A
    license
    Not graded
    quality
    D
    maintenance
    Semantic + lexical code search as an MCP server. Agents query in natural language and get back ranked file:line ranges to read precisely.
    15 npm
    1
    MIT
  • A
    license
    Not graded
    quality
    B
    maintenance
    Enables LLM clients to index Java, Python, TypeScript, and JavaScript projects into a persistent property graph and query callers, callees, execution paths, virtual dispatch, aspect advice, framework wiring, annotations, and external dependencies through MCP tools.
    1,877 npm
    MIT
  • A
    license
    Not graded
    quality
    D
    maintenance
    A read-only MCP server that teaches how to expose documentation as a resource and safe operations as tools, using JSONPlaceholder as the data source.
    MIT
  • A
    license
    Not graded
    quality
    D
    maintenance
    Enables AI assistants to analyze code health in TypeScript/JavaScript projects, providing tools to run analysis, start a dashboard, and get summaries.
    8 npm
    3
    MIT
  • F
    license
    Not graded
    quality
    D
    maintenance
    A server that enables checking and managing learning paths based on the 2022 Korean national curriculum, including child profile management, curriculum search, prerequisite tracing, and learning check creation with deterministic state assessment.
    1
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