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  • A
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    maintenance
    Serves a central playbook hub that provides situational guidance to LLM agents, lets clients list available playbooks, fetch procedural guidance, and apply graph mutations for persistent self-evolution.
    MIT
  • A
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    quality
    A
    maintenance
    Lets a human review what an AI agent is about to post to a chat tool (Slack first) before it is sent. Renders the draft, destination and warnings (@here/@channel, unresolved mentions, format issues) in a neutral local HTML preview; never sends anything.
    MIT
  • A
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    quality
    C
    maintenance
    Enables AI assistants to list and read existing ChatGPT conversations and send messages into them, retrieving the assistant's reply through ChatGPT Desktop's native bridge. It works without cookies, UI automation, or an OpenAI API key.
    1
    Apache 2.0
  • F
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    quality
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    maintenance
    Enables LLMs to perform addition calculations through a stdio-based MCP server with an add_numbers tool and type-safe validation.
    59 npm
    -
  • A
    license
    C
    quality
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    maintenance
    A custom MCP tool that integrates Perplexity AI's API with Claude Desktop, allowing Claude to perform web-based research and provide answers with citations.
    1
    6
    MIT
  • A
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    quality
    C
    maintenance
    Enables chat with Claude AI via terminal, supporting document retrieval, command-based prompts, and extensible tools through the Model Context Protocol.
    3,240 npm
    MIT
  • F
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    Not graded
    quality
    C
    maintenance
    A conversational chat interface that uses RAG over a synthetic test corpus and a domain-knowledge corpus, exposing retrieval via MCP.
    -
  • A
    license
    A
    quality
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    maintenance
    Enables remote control of the Cursor AI agent via chat platforms like GitHub Issues or Telegram, allowing users to start sessions and receive summaries and prompts in a chat thread.
    6
    65 npm
    2
    MIT
  • A
    license
    A
    quality
    B
    maintenance
    Enables grounded, dated research from a curated AI-knowledge repository, offering free BM25 retrieval and a research loop that combines the knowledge base, curated sources, and the open web with tiered citations.
    2
    MIT
  • A
    license
    A
    quality
    F
    maintenance
    A Model Context Protocol server that provides a scratchpad tool for LLMs to organize thoughts, take notes, and plan approaches to complex problems.
    1
    7 npm
    1
    MIT
  • A
    license
    A
    quality
    A
    maintenance
    MCP router that fronts your other MCP servers behind a few small generic tools, so their tool definitions stay out of the context window and are discovered on demand.
    6
    658 npm
    260 PyPI
    2
    MIT
  • A
    license
    A
    quality
    B
    maintenance
    An MCP server that guides AI assistants to navigate documentation using their built-in tools (grep, file reading) instead of traditional RAG.
    3
    25 npm
    6
    MIT
  • A
    license
    A
    quality
    D
    maintenance
    Visualizes conversations as structured hierarchical mind maps by injecting a prompt that instructs the LLM to generate a JSON mind map — no external APIs required.
    1
    5 npm
    ISC
  • A
    license
    A
    quality
    C
    maintenance
    Enables cross-session memory and recall for AI coding assistants through a git-synced knowledge base, hybrid semantic and TF-IDF search across tool transcripts, and automatic distillation of insights with secrets scrubbing.
    6
    607 npm
    19
    MIT
  • A
    license
    A
    quality
    A
    maintenance
    Generates interactive HTML cards (tabs, tables, charts, forms, videos, and more) to render inside desktop chat clients, making conversation content richer and more structured.
    19
    MIT
  • A
    license
    A
    quality
    C
    maintenance
    Lets any MCP host or OpenAI-compatible client chat with Meta's Muse (muse.ai Hatch) agent by driving your own logged-in Chrome, exposing tools for status, login, new chat, prompting, and reading replies. It also serves an OpenAI-compatible HTTP endpoint with real SSE streaming and prompt-injected tool calling, plus a small CLI for one-shot generation.
    11
    69
    MIT
  • A
    license
    A
    quality
    C
    maintenance
    Local knowledge engine for codebases with hybrid search, knowledge graph, and interaction tracking, enabling Claude Code to search and interact with project knowledge locally.
    7
    2
    MIT
  • A
    license
    A
    quality
    C
    maintenance
    Long-term memory for AI agents. Compiles conversations into a structured knowledge base with Claim/Evidence model, source provenance, append-only timeline, and contradiction detection. Multi-path retrieval (Exact + BM25 + Graph + weighted RRF + reranker) — 96.6% R@5 on LongMemEval-S, zero vector dependencies.
    8
    3
    MIT
  • A
    license
    A
    quality
    B
    maintenance
    Encoding-aware, indentation-smart file tools for AI coding agents. 20+ tools including read/edit with automatic encoding detection, smart indentation conversion, SSH, SFTP, process management, and system utilities.
    11
    24
    MIT
  • F
    license
    A
    quality
    D
    maintenance
    Transforms chat conversations with AI into structured markdown summaries and automatically saves them to organized files in your notes directory. Supports different summary styles, handles large conversations through chunking, and provides tools to manage your saved summaries.
    4
    -
  • F
    license
    A
    quality
    B
    maintenance
    An MCP server that acts as a knowledge engine for software projects, delivering relevant context at the start of a task and accumulating knowledge at its end through tools like start_task, context, finish_task, remember, and search, with a file-based source of truth and optional semantic retrieval via Graphiti/Neo4j.
    5
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  • A
    license
    Not graded
    quality
    B
    maintenance
    Enables AI assistants to securely access and interact with Twake Chat and other Matrix homeservers, including end-to-end encrypted rooms, through tools for rooms, messages, threads, unread messages, mentions, people, attachments, drafts, and optional sending.
    AGPL 3.0
  • A
    license
    Not graded
    quality
    A
    maintenance
    Enables AI assistants to read, search, draft, and send email with attachments over IMAP/SMTP, keeping passwords in the OS keyring and gating outgoing mail on user approval for CMMC Level 2 environments.
    MIT
  • A
    license
    Not graded
    quality
    C
    maintenance
    Exposes local stdio MCP servers to chat AIs through temporary public URLs, providing both a Streamable HTTP gateway and a REST+OpenAPI bridge for integration with ChatGPT and other clients.
    MIT