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"An example MCP for client prototyping in a business context with a public API call" matching MCP servers:

  • context-mcp

    vibhasdutta
    A
    license
    A
    quality
    A
    maintenance
    Provides persistent memory and a codebase knowledge graph for AI coding assistants, enabling shared context across multiple tools like Claude, Cursor, and ChatGPT, with significant token reduction.
    5
    32
    MIT

  • Context Engine

    melonelish
    A
    license
    Not graded
    quality
    A
    maintenance
    A task-aware context compression layer for Agent workflows, RAG pipelines, and AI Coding assistants, reducing noisy logs, retrieval chunks, and code context into high-signal LLM inputs via CLI, Python SDK, and MCP.
    363
    MIT

  • context-bridge

    hussain-alsaibai
    A
    license
    Not graded
    quality
    C
    maintenance
    Context Bridge is a lightweight MCP server that builds a persistent semantic knowledge graph of your codebase, enabling AI assistants to query complex codebases with sub-millisecond latency without re-reading files every session.
    3
    MIT

  • Context MCP

    geq1fan
    A
    license
    Not graded
    quality
    D
    maintenance
    Provides AI agents with secure, read-only file system access to analyze and understand project codebases, enabling multi-repository context aggregation and cross-project code tracing.
    5
    MIT

  • Context-MCP

    V1Adait
    A
    license
    Not graded
    quality
    C
    maintenance
    Provides real structural understanding of a codebase via tree-sitter AST parsing before starting a task, reducing token waste and grounding acceptance criteria in code structure.
    MIT

  • bsl-context

    Regsorm
    F
    license
    Not graded
    quality
    A
    maintenance
    MCP server that validates AI-generated 1C:Enterprise (BSL) code against the real platform API. Catches unknown enum values, wrong argument counts, and missing type members by parsing the platform syntax-helper (shcntx_ru.hbk) — independent Rust implementation with built-in expression validator.
    19

  • context-sniper-mcp

    ywq090522
    A
    license
    A
    quality
    C
    maintenance
    A local MCP server that indexes a repository into line-range chunks and serves compact evidence packets to cut token usage when exploring or debugging code.
    4
    MIT

  • repo-context-mcp

    nduc99911
    A
    license
    A
    quality
    B
    maintenance
    MCP server that helps AI coding agents understand a repository by providing lightweight tree/map, code search, and token-budgeted context packing tools without dumping the entire monorepo into the prompt.
    3
    29
    8
    MIT

  • Fast Context MCP

    TripQi
    A
    license
    A
    quality
    D
    maintenance
    Enables AI-driven semantic code search using Windsurf's reverse-engineered SWE-grep protocol to query local codebases with natural language. It executes local search tools like ripgrep and tree-node-cli to return relevant file paths and line ranges to MCP-compatible clients.
    2
    227
    MIT

  • code-context

    nachogeinfor-ops
    A
    license
    A
    quality
    C
    maintenance
    An MCP server that provides dynamic codebase context to Claude Code through tools like hybrid search, recent changes, and symbol definitions, enhancing AI-assisted coding with local RAG.
    8
    MIT

  • Codebase Context

    PatrickSys
    A
    license
    A
    quality
    A
    maintenance
    Provides AI assistants with real-time visibility into your codebase's internal libraries, team patterns, naming conventions, and usage frequencies to generate code that matches your team's actual practices.
    11
    433
    58
    Elastic 2.0

  • MCP Context Manager

    transparentlyok
    A
    license
    A
    quality
    D
    maintenance
    Enables efficient code navigation and retrieval through natural language search, BM25 ranking, and fuzzy matching across multiple programming languages. It drastically reduces token usage by allowing Claude to query specific code symbols and logic instead of reading entire files.
    13
    33
    13
    MIT

  • mcp-context-memory

    maschmann
    F
    license
    A
    quality
    C
    maintenance
    A local semantic memory and code-indexer that uses AST parsing for structural understanding and persists architectural decisions to help AI assistants bypass context window limits.
    3