Skip to main content
Glama
Digital-Threads

token-pilot

by Digital-Threads
OverviewSchemaSourceRelated ServersDiscussionsAdmin
TypeScript
Local

Related Servers

Alternatives to token-pilot

No user-submitted related servers found.

    Related Servers

    • smart-context-mcp

      Arrayo
      A
      license
      Not graded
      quality
      C
      maintenance
      MCP server that reduces AI agent token usage by up to 90% through intelligent context compression. Enables efficient code exploration, multi-file refactoring, and debugging by providing tools for smart reading, searching, and managing code context.
      4
      MIT

    • cctx-mcp

      nikondrat
      A
      license
      Not graded
      quality
      D
      maintenance
      An MCP server that provides structure-aware code analysis (symbol trees, dependencies, docs) to reduce AI agent token consumption by up to 99%, along with Git commit intelligence.
      MIT

    • ai-mind-map

      shdra06
      A
      license
      Not graded
      quality
      B
      maintenance
      An MCP server that reduces AI coding agent token usage by 80-99% through a queryable knowledge graph of code, change tracking, and persistent memory across sessions.
      217 npm
      1
      MIT

    • @penqwin/mcp

      Penqwin
      A
      license
      A
      quality
      D
      maintenance
      An AST-based MCP server that provides token-efficient codebase skeletons to LLM agents, reducing context token usage by 80-95% by exposing structural information instead of full source files.
      5
      13 npm
      3
      MIT

    • token-diet

      aryxnsdfs
      A
      license
      Not graded
      quality
      D
      maintenance
      An MCP server that reduces token usage by injecting graph-ranked repo maps, decision logs, and diff-only output into AI coding tool requests.
      2
      MIT

    • daimonos

      beardfaceguy
      A
      license
      B
      quality
      A
      maintenance
      Agent-optimized MCP server that replaces built-in file, search, exec, and git tools with compact, structured JSON equivalents. Benchmarked 20–45% token savings for AI coding agents.
      20
      2
      MIT
    Deploy Server
    One endpoint for every MCP toolRayrun runs every MCP server behind one URL and holds the credentials. Each call is decided per client, tool, and argument, then recorded.ray.runAd

    TDQS

    A4.2/5.0

    Scored across 25 tools

    Disambiguation5/5

    Each tool has a clearly distinct purpose with detailed usage guidance, preventing confusion even among similar-sounding tools (e.g., explore vs explore_area).

    Naming Consistency5/5

    All tools use snake_case with a consistent verb_noun pattern (e.g., find_usages, read_symbol, smart_diff), making the naming predictable and intuitive.

    Tool Count5/5

    25 tools cover a wide range of code exploration tasks without oversaturation; each tool adds unique value and avoids redundancy.

    Completeness5/5

    The tool surface covers the full code exploration workflow: project overview, exploration, reading, editing context, diff analysis, session management, and testing. Only minor gaps exist (e.g., no dedicated grep tool), but the documentation provides workarounds.

    Maintenance

    ActivityActive
    ResponsivenessSlow

    Resources