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Alternatives to mcp-research-collective

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    Related Servers

    • A
      license
      Not graded
      quality
      D
      maintenance
      Enables deep research tasks using a multi-agent architecture that integrates any LLM and MCP tools. Available via MCP stdio, streamable HTTP, and SSE transports.
      17
      MIT
    • F
      license
      Not graded
      quality
      B
      maintenance
      Enables AI agents to perform deep research across multiple sources, arbitrating consensus while evaluating source authority and detecting contradictions. It integrates via MCP with clients like Claude Desktop and Cursor to deliver deterministic, structured research dossiers.
      7
      -
    • F
      license
      C
      quality
      B
      maintenance
      Enables AI agents to collaborate via shared blackboard state, multi-agent deliberation, human-in-the-loop proposal approval, operating-mode control, and audit logging through MCP.
      11
      -
    • F
      license
      Not graded
      quality
      D
      maintenance
      Shared memory and orchestration for coding agents, enabling persistent knowledge, multi-agent coordination, and a canonical workflow across MCP-compatible AI clients.
      16 npm
      110
      -
    • F
      license
      Not graded
      quality
      B
      maintenance
      A multi-tool task agent MCP server with file search, SQLite query, calculator, and report writing tools. Enables Claude Code, Claude Desktop, or Cursor to control the same tools used by the agent, with guardrails for safety.
      -

    TDQS

    A3.6/5.0

    Scored across 8 tools

    Disambiguation5/5

    All tools have clearly distinct purposes: the four arithmetic operations are separate, and the four blackboard operations (set, get, query, dump) each serve unique functions. There is no overlap or ambiguity.

    Naming Consistency3/5

    Arithmetic tools use single verbs (add, subtract, multiply, divide) while blackboard tools use a noun_verb pattern (blackboard_dump, blackboard_get, blackboard_query, blackboard_set). This inconsistency in naming convention across the server reduces coherence.

    Tool Count5/5

    With 8 tools covering two distinct subdomains (arithmetic and blackboard), the count feels well-scoped. Each tool serves a clear purpose without unnecessary duplication or bloat.

    Completeness4/5

    The arithmetic set is complete for basic operations. The blackboard tools are mostly complete but lack a delete/remove operation, which could be a gap for typical blackboard use cases. Minor gap.

    Maintenance

    ActivityInactive
    ResponsivenessNo issues