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  • A
    license
    Not graded
    quality
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    maintenance
    A Python-based server for managing and analyzing code context for AI-assisted development. Provides real-time code analysis, project structure analysis, dependency tracking, and secure API endpoints.
    13
    MIT
  • A
    license
    Not graded
    quality
    C
    maintenance
    Enables users to route Codex desktop chats to subscription models or their own OpenAI-compatible providers by adding Base URLs, API keys, and model catalogs from an in-app settings panel. Keeps keys DPAPI-encrypted, supports Responses and Chat Completions with streaming and tool calls, and needs no separate configuration app or Windows autostart.
    MIT
  • A
    license
    Not graded
    quality
    B
    maintenance
    Provides a bulk_read_files tool that reads specified files and forwards them to a remote backend for summarization, so agents receive concise summaries instead of raw file contents.
    12 npm
    MIT
  • F
    license
    A
    quality
    B
    maintenance
    Enables AI agents to perform local video, audio, and file operations inside an isolated workspace, including cutting/concat videos, extracting audio, transcribing, and managing files, with typed responses and background job support.
    11
    1
    -
  • A
    license
    A
    quality
    B
    maintenance
    Enables agents to compress JPEG, PNG, and WebP images to a target byte size, split PDFs by page or ranges, and remove image metadata while processing local files without sending file bytes over the network.
    73
    MIT
  • F
    license
    B
    quality
    D
    maintenance
    An MCP server that integrates AI retrievals with NASA's Common Metadata Repository (CMR), allowing users to search NASA's catalog of Earth science datasets through natural language queries.
    1
    4
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  • A
    license
    Not graded
    quality
    D
    maintenance
    A lazy router for Claude Code skills that exposes a library of skills through search, load, and reindex MCP tools, reducing context usage by only loading skills on demand.
    8 npm
    9
    MIT
  • A
    license
    Not graded
    quality
    D
    maintenance
    A centralized gateway platform for aggregating and managing multiple Model Context Protocol (MCP) servers through a single Electron-based interface. It provides enterprise-grade security features including policy-based access control, human-in-the-loop approval workflows, and comprehensive audit logging.
    MIT
  • A
    license
    Not graded
    quality
    B
    maintenance
    A lightweight MCP server for semantic search over markdown knowledge bases, enabling AI coding agents to index, search, and answer questions from local markdown documents.
    86 PyPI
    MIT
  • A
    license
    Not graded
    quality
    F
    maintenance
    A server that allows users to query and analyze cloud cost data from Cloudzero using natural language through Large Language Models.
    5
    MIT
  • A
    license
    A
    quality
    C
    maintenance
    Enables AI agents and their users to submit, route, and monitor training jobs across free-tier GPU clouds (Kaggle, Colab, Lightning, local MPS) through a local daemon that tracks quota, explains routing decisions, and gates long or secret-reading agent jobs behind human approval.
    8
    1
    MIT
  • A
    license
    A
    quality
    B
    maintenance
    Discovers local model runtimes such as Ollama, LM Studio, and LocalAI, and exposes their endpoint metadata to MCP clients like Copilot.
    3
    16 npm
    MIT
  • A
    license
    A
    quality
    C
    maintenance
    Enables repo-scoped expert consultation from Claude Code by compressing difficult questions into structured briefings and routing them through ai-browser-bridge to ChatGPT web, with per-project activation and safeguards.
    1
    MIT
  • A
    license
    A
    quality
    B
    maintenance
    This MCP server lets agents route natural-language requests to the best matching workflow or tool using weighted lexical scoring and two-gate abstention. It returns ranked candidates with match evidence or explicitly refuses when confidence or score falls below calibrated thresholds.
    1
    MIT
  • A
    license
    A
    quality
    B
    maintenance
    Exposes product-style completion tools (OpenAI chat-completions-shaped and Anthropic messages-shaped) that are fulfilled by sampling the host agent's own LLM over MCP, so no model API keys are ever needed. Also offers a model listing endpoint aliasing the host's model.
    5
    59 PyPI
    MIT
  • A
    license
    A
    quality
    C
    maintenance
    Enables agents to retrieve their current identity from IDENTITY.md and route durable lessons, preferences, rules, and corrections to the appropriate standing file over MCP stdio.
    3
    MIT
  • A
    license
    A
    quality
    C
    maintenance
    Enables agents to connect through a single gateway that has a decision model pick which MCP tools and playbooks are relevant to each request, so the LLM only sees the few schemas it needs, and to then invoke those tools on the underlying servers. This cuts tool-selection cost and prompt size dramatically when many MCP servers are connected.
    2
    4
    MIT
  • A
    license
    A
    quality
    B
    maintenance
    Enables Claude Code and Codex Herdr workers to get local, advisory routing decisions by selecting a client, model, effort tier, and worker launch instruction for a stage, and by ranking a short list of bounded next actions. Decisions come from a selectable local backend (Laya or a local Kev model), returning confidence and uncertainty without executing anything or granting permissions.
    2
    16 npm
    MIT
  • A
    license
    A
    quality
    C
    maintenance
    Enables running a project's agent definitions from .github/agents/ against a model the user explicitly names, instead of inheriting whatever model the IDE session happens to use. It reads the agent file as the system prompt, executes a bounded tool loop against a configurable inference gateway, enforces a tiered model allow-list, and reports which model actually ran.
    2
    MIT
  • A
    license
    A
    quality
    C
    maintenance
    Context Forge is a vendor-neutral continuity layer for AI tools. It stores project context in Markdown and JSON, retrieves task-scoped context, and leaves structured handoffs so another model can continue without being taught the project again.
    7
    Apache 2.0
  • A
    license
    B
    quality
    D
    maintenance
    Tracks protocol adherence and maintains audit trails for Claude sessions, providing tools for logging steps, activities, and violations, and computing compliance scores.
    8
    MIT
  • A
    license
    B
    quality
    B
    maintenance
    Enables MCP clients to chat through multiple LLM API keys with automatic rotation and failover, discover free and available models, inspect key health and routing, refresh catalogues, ensure a local proxy, and generate OpenCode/Kiro/skill configuration.
    10
    MIT
  • F
    license
    B
    quality
    C
    maintenance
    Enables AI assistants to directly manage Anki flashcards, decks, notetypes, tags, and media, with support for batch operations, searches, and deck exports via file-based input/output.
    23
    -
  • A
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    quality
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    maintenance
    A comprehensive MCP server for managing AI-assisted Dungeons & Dragons campaigns, featuring tools for character sheets, combat tracking, and world-building. It enables players and DMs to interact with 5e game mechanics and query personal PDF rulebooks using RAG capabilities.
    64
    97
    2
    MIT
  • A
    license
    B
    quality
    B
    maintenance
    Open-source MCP server for Autodesk Revit 2022 to 2027: read, audit and edit live models with 89 tools, one Undo entry per change, and a workstation read-only lock.
    89
    15
    MIT
  • A
    license
    Not graded
    quality
    B
    maintenance
    Enables language models to receive external randomness so the same prompt can produce different answers while still following the user's request.
    555 npm
    10
    MIT
  • A
    license
    Not graded
    quality
    C
    maintenance
    Enables agents to keep long-term local memory without bloating the context window by searching a compact keyword index of summaries first and then pulling the full original record only when needed by its ID. It also lets agents save new memories and link related records through JSON-returning MCP tools.
    1
    MIT