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  • A
    license
    Not graded
    quality
    B
    maintenance
    Enables MCP clients to compute shortest paths, topological dependency orderings, maximum network flows, minimum spanning trees, and PageRank-style centrality over graph topologies using only the Python standard library. It supports optimal multi-agent communication backbone and execution-plan analysis without external graph dependencies.
    7
    MIT
  • A
    license
    Not graded
    quality
    C
    maintenance
    Enables LLM-driven skill selection and parameter filling to trigger real side effects only after an explicit risk-confirmation gate, with argument guardrails, long-term memory, and federation of external MCP servers and A2A agents over hand-written JSON-RPC on Streamable HTTP.
    3
    MIT
  • A
    license
    Not graded
    quality
    D
    maintenance
    A language-neutral runtime for the SEP-2663 task lifecycle and io.sdar/taskExecution Provider Profile, delegating resource facts and side effects to versioned gRPC/Protobuf adapters. Implemented in strict TypeScript, it provides durable scheduling, recovery, and a full test suite for conformance.
    1
    Apache 2.0
  • A
    license
    B
    quality
    D
    maintenance
    Enhances AI model capabilities with structured, retrieval-augmented thinking processes that enable dynamic thought chains, parallel exploration paths, and recursive refinement cycles for improved reasoning.
    1
    24
    MIT
  • A
    license
    Not graded
    quality
    B
    maintenance
    Exposes Android phone observation and control over USB ADB, letting a host capture the screen with UI element metadata and then perform one authorized action (tap, swipe, key, text, or app launch) tied to a short-lived, single-use observation ID. Each action returns a fresh capture so the observe → act → observe loop can be verified.
    MIT
  • A
    license
    Not graded
    quality
    B
    maintenance
    Enables a private, local-first AI agent that uses your Obsidian vault as memory, exposing an ask_seastar tool to any MCP host and consuming other MCP servers while running entirely on your machine with any OpenAI-compatible local model.
    MIT
  • A
    license
    Not graded
    quality
    B
    maintenance
    Enables long-running autonomous agents to snapshot environment and context states, evaluate the viability of competing reasoning branches, and roll back to an earlier checkpoint when an exploration path fails without restarting from scratch. Exposes this tree-of-thoughts state management over the Model Context Protocol for use in Claude Desktop, Cursor, and custom agentic frameworks.
    7
    MIT
  • A
    license
    Not graded
    quality
    D
    maintenance
    Integrates SOAR (Security Orchestration, Automation and Response) capabilities into AI clients, enabling security playbook execution, event management, and threat intelligence queries. Provides a complete security incident response platform through natural language interactions.
    MIT
  • A
    license
    Not graded
    quality
    D
    maintenance
    Integrates Security Orchestration, Automation and Response (SOAR) platform capabilities into AI clients like Claude Desktop and Cherry Studio. Enables users to execute security playbooks, manage security events, and perform automated threat response through natural language interactions.
    17
    MIT
  • A
    license
    Not graded
    quality
    B
    maintenance
    Enables users to record, explain, undo, and verify agentic Alexa+ actions through a tamper-evident hash-chained ledger, while enforcing spending limits and quiet hours as guardrails.
    MIT
  • A
    license
    Not graded
    quality
    B
    maintenance
    Lets agents submit a traveler profile, trip context, and candidate listings to receive a deterministic, evidence-backed recommendation with score breakdowns, tradeoffs, risk flags, missing information, and confidence. It handles non-sensitive decision categories only and does not search inventory, book, transact, or persist data.
    MIT
  • A
    license
    Not graded
    quality
    B
    maintenance
    Enables agents to file, decide, and escalate business exceptions only when backed by precedent that is still good law, checking authority, overruling, and current policy inside FalkorDB. Also exposes graph analytics, agent memory and handoffs, policy-impact simulation, and hash-chained ledger verification as MCP tools.
    5 npm
    MIT